refactor: python formatting change

refactor: ci lint changes
Merge branch 'main' into refactor/cloud-integration-modules
2026-03-30 09:00:23 +01:00 · 2026-03-30 12:30:59 +05:30 · 2026-03-30 12:06:03 +05:30 · 2026-03-29 19:50:35 +05:30 · 2026-03-29 19:49:58 +05:30 · 2026-03-28 05:12:49 +00:00
202 changed files with 69124 additions and 1922 deletions
--- a/cmd/community/server.go
+++ b/cmd/community/server.go
@@ -18,9 +18,12 @@ import (
 	"github.com/SigNoz/signoz/pkg/gateway/noopgateway"
 	"github.com/SigNoz/signoz/pkg/licensing"
 	"github.com/SigNoz/signoz/pkg/licensing/nooplicensing"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard/impldashboard"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
+	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/query-service/app"
 	"github.com/SigNoz/signoz/pkg/queryparser"
@@ -28,6 +31,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/sqlschema"
 	"github.com/SigNoz/signoz/pkg/sqlstore"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
 	"github.com/SigNoz/signoz/pkg/version"
 	"github.com/SigNoz/signoz/pkg/zeus"
 	"github.com/SigNoz/signoz/pkg/zeus/noopzeus"
@@ -90,6 +94,9 @@ func runServer(ctx context.Context, config signoz.Config, logger *slog.Logger) e
 		func(ps factory.ProviderSettings, q querier.Querier, a analytics.Analytics) querier.Handler {
 			return querier.NewHandler(ps, q, a)
 		},
+		func(_ cloudintegrationtypes.Store, _ zeus.Zeus, _ gateway.Gateway, _ licensing.Licensing, _ user.Getter, _ user.Setter) (cloudintegration.Module, error) {
+			return implcloudintegration.NewModule(), nil
+		},
 	)
 	if err != nil {
 		logger.ErrorContext(ctx, "failed to create signoz", errors.Attr(err))
--- a/cmd/enterprise/server.go
+++ b/cmd/enterprise/server.go
@@ -15,6 +15,7 @@ import (
 	"github.com/SigNoz/signoz/ee/gateway/httpgateway"
 	enterpriselicensing "github.com/SigNoz/signoz/ee/licensing"
 	"github.com/SigNoz/signoz/ee/licensing/httplicensing"
+	"github.com/SigNoz/signoz/ee/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/ee/modules/dashboard/impldashboard"
 	eequerier "github.com/SigNoz/signoz/ee/querier"
 	enterpriseapp "github.com/SigNoz/signoz/ee/query-service/app"
@@ -29,9 +30,11 @@ import (
 	"github.com/SigNoz/signoz/pkg/factory"
 	"github.com/SigNoz/signoz/pkg/gateway"
 	"github.com/SigNoz/signoz/pkg/licensing"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard"
 	pkgimpldashboard "github.com/SigNoz/signoz/pkg/modules/dashboard/impldashboard"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
+	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/queryparser"
 	"github.com/SigNoz/signoz/pkg/signoz"
@@ -39,6 +42,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/sqlstore"
 	"github.com/SigNoz/signoz/pkg/sqlstore/sqlstorehook"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
 	"github.com/SigNoz/signoz/pkg/version"
 	"github.com/SigNoz/signoz/pkg/zeus"
 )
@@ -131,8 +135,10 @@ func runServer(ctx context.Context, config signoz.Config, logger *slog.Logger) e
 			communityHandler := querier.NewHandler(ps, q, a)
 			return eequerier.NewHandler(ps, q, communityHandler)
 		},
+		func(store cloudintegrationtypes.Store, zeus zeus.Zeus, gateway gateway.Gateway, licensing licensing.Licensing, userGetter user.Getter, userSetter user.Setter) (cloudintegration.Module, error) {
+			return implcloudintegration.NewModule(store, config.Global, zeus, gateway, licensing, userGetter, userSetter)
+		},
 	)
-
 	if err != nil {
 		logger.ErrorContext(ctx, "failed to create signoz", errors.Attr(err))
 		return err
--- a/docs/api/openapi.yml
+++ b/docs/api/openapi.yml
@@ -421,11 +421,11 @@ components:
      type: object
    CloudintegrationtypesAWSCollectionStrategy:
      properties:
-        aws_logs:
+        logs:
          $ref: '#/components/schemas/CloudintegrationtypesAWSLogsStrategy'
-        aws_metrics:
+        metrics:
          $ref: '#/components/schemas/CloudintegrationtypesAWSMetricsStrategy'
-        s3_buckets:
+        s3Buckets:
          additionalProperties:
            items:
              type: string
@@ -465,12 +465,12 @@ components:
      type: object
    CloudintegrationtypesAWSLogsStrategy:
      properties:
-        cloudwatch_logs_subscriptions:
+        cloudwatchLogsSubscriptions:
          items:
            properties:
-              filter_pattern:
+              filterPattern:
                type: string
-              log_group_name_prefix:
+              logGroupNamePrefix:
                type: string
            type: object
          nullable: true
@@ -478,7 +478,7 @@ components:
      type: object
    CloudintegrationtypesAWSMetricsStrategy:
      properties:
-        cloudwatch_metric_stream_filters:
+        cloudwatchMetricStreamFilters:
          items:
            properties:
              MetricNames:
@@ -577,6 +577,26 @@ components:
          nullable: true
          type: array
      type: object
+    CloudintegrationtypesCloudIntegrationService:
+      nullable: true
+      properties:
+        cloudIntegrationId:
+          type: string
+        config:
+          $ref: '#/components/schemas/CloudintegrationtypesServiceConfig'
+        createdAt:
+          format: date-time
+          type: string
+        id:
+          type: string
+        type:
+          $ref: '#/components/schemas/CloudintegrationtypesServiceID'
+        updatedAt:
+          format: date-time
+          type: string
+      required:
+      - id
+      type: object
    CloudintegrationtypesCollectedLogAttribute:
      properties:
        name:
@@ -710,11 +730,54 @@ components:
            type: string
          type: array
        telemetry:
-          $ref: '#/components/schemas/CloudintegrationtypesAWSCollectionStrategy'
+          $ref: '#/components/schemas/CloudintegrationtypesOldAWSCollectionStrategy'
      required:
      - enabled_regions
      - telemetry
      type: object
+    CloudintegrationtypesOldAWSCollectionStrategy:
+      properties:
+        aws_logs:
+          $ref: '#/components/schemas/CloudintegrationtypesOldAWSLogsStrategy'
+        aws_metrics:
+          $ref: '#/components/schemas/CloudintegrationtypesOldAWSMetricsStrategy'
+        provider:
+          type: string
+        s3_buckets:
+          additionalProperties:
+            items:
+              type: string
+            type: array
+          type: object
+      type: object
+    CloudintegrationtypesOldAWSLogsStrategy:
+      properties:
+        cloudwatch_logs_subscriptions:
+          items:
+            properties:
+              filter_pattern:
+                type: string
+              log_group_name_prefix:
+                type: string
+            type: object
+          nullable: true
+          type: array
+      type: object
+    CloudintegrationtypesOldAWSMetricsStrategy:
+      properties:
+        cloudwatch_metric_stream_filters:
+          items:
+            properties:
+              MetricNames:
+                items:
+                  type: string
+                type: array
+              Namespace:
+                type: string
+            type: object
+          nullable: true
+          type: array
+      type: object
    CloudintegrationtypesPostableAgentCheckInRequest:
      properties:
        account_id:
@@ -743,6 +806,8 @@ components:
      properties:
        assets:
          $ref: '#/components/schemas/CloudintegrationtypesAssets'
+        cloudIntegrationService:
+          $ref: '#/components/schemas/CloudintegrationtypesCloudIntegrationService'
        dataCollected:
          $ref: '#/components/schemas/CloudintegrationtypesDataCollected'
        icon:
@@ -751,9 +816,7 @@ components:
          type: string
        overview:
          type: string
-        serviceConfig:
-          $ref: '#/components/schemas/CloudintegrationtypesServiceConfig'
-        supported_signals:
+        supportedSignals:
          $ref: '#/components/schemas/CloudintegrationtypesSupportedSignals'
        telemetryCollectionStrategy:
          $ref: '#/components/schemas/CloudintegrationtypesCollectionStrategy'
@@ -765,9 +828,10 @@ components:
      - icon
      - overview
      - assets
-      - supported_signals
+      - supportedSignals
      - dataCollected
      - telemetryCollectionStrategy
+      - cloudIntegrationService
      type: object
    CloudintegrationtypesServiceConfig:
      properties:
@@ -776,6 +840,22 @@ components:
      required:
      - aws
      type: object
+    CloudintegrationtypesServiceID:
+      enum:
+      - alb
+      - api-gateway
+      - dynamodb
+      - ec2
+      - ecs
+      - eks
+      - elasticache
+      - lambda
+      - msk
+      - rds
+      - s3sync
+      - sns
+      - sqs
+      type: string
    CloudintegrationtypesServiceMetadata:
      properties:
        enabled:
@@ -3298,6 +3378,61 @@ paths:
      summary: Update account
      tags:
      - cloudintegration
+  /api/v1/cloud_integrations/{cloud_provider}/accounts/{id}/services/{service_id}:
+    put:
+      deprecated: false
+      description: This endpoint updates a service for the specified cloud provider
+      operationId: UpdateService
+      parameters:
+      - in: path
+        name: cloud_provider
+        required: true
+        schema:
+          type: string
+      - in: path
+        name: id
+        required: true
+        schema:
+          type: string
+      - in: path
+        name: service_id
+        required: true
+        schema:
+          type: string
+      requestBody:
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/CloudintegrationtypesUpdatableService'
+      responses:
+        "204":
+          description: No Content
+        "401":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Unauthorized
+        "403":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Forbidden
+        "500":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Internal Server Error
+      security:
+      - api_key:
+        - ADMIN
+      - tokenizer:
+        - ADMIN
+      summary: Update service
+      tags:
+      - cloudintegration
  /api/v1/cloud_integrations/{cloud_provider}/accounts/check_in:
    post:
      deprecated: false
@@ -3465,55 +3600,6 @@ paths:
      summary: Get service
      tags:
      - cloudintegration
-    put:
-      deprecated: false
-      description: This endpoint updates a service for the specified cloud provider
-      operationId: UpdateService
-      parameters:
-      - in: path
-        name: cloud_provider
-        required: true
-        schema:
-          type: string
-      - in: path
-        name: service_id
-        required: true
-        schema:
-          type: string
-      requestBody:
-        content:
-          application/json:
-            schema:
-              $ref: '#/components/schemas/CloudintegrationtypesUpdatableService'
-      responses:
-        "204":
-          description: No Content
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-      security:
-      - api_key:
-        - ADMIN
-      - tokenizer:
-        - ADMIN
-      summary: Update service
-      tags:
-      - cloudintegration
  /api/v1/complete/google:
    get:
      deprecated: false
--- a/ee/modules/cloudintegration/implcloudintegration/implcloudprovider/awscloudprovider.go
+++ b/ee/modules/cloudintegration/implcloudintegration/implcloudprovider/awscloudprovider.go
@@ -0,0 +1,189 @@
+package implcloudprovider
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"net/url"
+	"sort"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes/definitions"
+)
+
+type awscloudprovider struct {
+	serviceDefinitions definitions.ServiceDefinitionLoader
+}
+
+func NewAWSCloudProvider() (cloudintegration.CloudProviderModule, error) {
+	loader, err := definitions.NewServiceDefinitionLoader(cloudintegrationtypes.CloudProviderTypeAWS)
+	if err != nil {
+		return nil, err
+	}
+	return &awscloudprovider{
+		serviceDefinitions: loader,
+	}, nil
+}
+func (provider *awscloudprovider) GetConnectionArtifact(ctx context.Context, creds *cloudintegrationtypes.SignozCredentials, account *cloudintegrationtypes.Account, req *cloudintegrationtypes.ConnectionArtifactRequest) (*cloudintegrationtypes.ConnectionArtifact, error) {
+	// TODO: get this from config
+	agentVersion := "v0.0.8"
+
+	baseURL := fmt.Sprintf("https://%s.console.aws.amazon.com/cloudformation/home", req.Aws.DeploymentRegion)
+	u, _ := url.Parse(baseURL)
+
+	q := u.Query()
+	q.Set("region", req.Aws.DeploymentRegion)
+	u.Fragment = "/stacks/quickcreate"
+
+	u.RawQuery = q.Encode()
+
+	q = u.Query()
+	q.Set("stackName", "signoz-integration")
+	q.Set("templateURL", fmt.Sprintf("https://signoz-integrations.s3.us-east-1.amazonaws.com/aws-quickcreate-template-%s.json", agentVersion))
+	q.Set("param_SigNozIntegrationAgentVersion", agentVersion)
+	q.Set("param_SigNozApiUrl", creds.SigNozAPIURL)
+	q.Set("param_SigNozApiKey", creds.SigNozAPIKey)
+	q.Set("param_SigNozAccountId", account.ID.StringValue())
+	q.Set("param_IngestionUrl", creds.IngestionURL)
+	q.Set("param_IngestionKey", creds.IngestionKey)
+
+	return &cloudintegrationtypes.ConnectionArtifact{
+		Aws: &cloudintegrationtypes.AWSConnectionArtifact{
+			ConnectionURL: u.String() + "?&" + q.Encode(), // this format is required by AWS
+		},
+	}, nil
+}
+
+func (provider *awscloudprovider) ListServiceDefinitions() ([]cloudintegrationtypes.ServiceDefinition, error) {
+	return provider.serviceDefinitions.List()
+}
+
+func (provider *awscloudprovider) GetServiceDefinition(serviceID cloudintegrationtypes.ServiceID) (*cloudintegrationtypes.ServiceDefinition, error) {
+	return provider.serviceDefinitions.Get(serviceID)
+}
+
+func (provider *awscloudprovider) StorableConfigFromServiceConfig(cfg *cloudintegrationtypes.ServiceConfig, supported cloudintegrationtypes.SupportedSignals) (string, error) {
+	if cfg == nil || cfg.AWS == nil {
+		return "", nil
+	}
+	// Strip signal configs the service does not support before storing.
+	if !supported.Logs {
+		cfg.AWS.Logs = nil
+	}
+	if !supported.Metrics {
+		cfg.AWS.Metrics = nil
+	}
+	b, err := json.Marshal(cfg.AWS)
+	if err != nil {
+		return "", err
+	}
+	return string(b), nil
+}
+
+func (provider *awscloudprovider) ServiceConfigFromStorableServiceConfig(config string) (*cloudintegrationtypes.ServiceConfig, error) {
+	if config == "" {
+		return nil, errors.NewInternalf(errors.CodeInternal, "service config is empty")
+	}
+
+	var awsCfg cloudintegrationtypes.AWSServiceConfig
+	if err := json.Unmarshal([]byte(config), &awsCfg); err != nil {
+		return nil, err
+	}
+
+	return &cloudintegrationtypes.ServiceConfig{AWS: &awsCfg}, nil
+}
+
+func (provider *awscloudprovider) IsServiceEnabled(config *cloudintegrationtypes.ServiceConfig) bool {
+	if config == nil || config.AWS == nil {
+		return false
+	}
+	logsEnabled := config.AWS.Logs != nil && config.AWS.Logs.Enabled
+	metricsEnabled := config.AWS.Metrics != nil && config.AWS.Metrics.Enabled
+	return logsEnabled || metricsEnabled
+}
+
+func (provider *awscloudprovider) IsMetricsEnabled(config *cloudintegrationtypes.ServiceConfig) bool {
+	if config == nil || config.AWS == nil {
+		return false
+	}
+	return awsMetricsEnabled(config.AWS)
+}
+
+// awsLogsEnabled returns true if the AWS service config has logs explicitly enabled.
+func awsLogsEnabled(cfg *cloudintegrationtypes.AWSServiceConfig) bool {
+	return cfg.Logs != nil && cfg.Logs.Enabled
+}
+
+// awsMetricsEnabled returns true if the AWS service config has metrics explicitly enabled.
+func awsMetricsEnabled(cfg *cloudintegrationtypes.AWSServiceConfig) bool {
+	return cfg.Metrics != nil && cfg.Metrics.Enabled
+}
+
+func (provider *awscloudprovider) BuildIntegrationConfig(
+	account *cloudintegrationtypes.Account,
+	services []*cloudintegrationtypes.StorableCloudIntegrationService,
+) (*cloudintegrationtypes.ProviderIntegrationConfig, error) {
+	// Sort services for deterministic output
+	sort.Slice(services, func(i, j int) bool {
+		return services[i].Type.StringValue() < services[j].Type.StringValue()
+	})
+
+	compiledMetrics := &cloudintegrationtypes.AWSMetricsStrategy{}
+	compiledLogs := &cloudintegrationtypes.AWSLogsStrategy{}
+	var compiledS3Buckets map[string][]string
+
+	for _, storedSvc := range services {
+		svcCfg, err := provider.ServiceConfigFromStorableServiceConfig(storedSvc.Config)
+		if err != nil || svcCfg == nil || svcCfg.AWS == nil {
+			continue
+		}
+
+		svcDef, err := provider.GetServiceDefinition(storedSvc.Type)
+		if err != nil || svcDef == nil || svcDef.Strategy == nil || svcDef.Strategy.AWS == nil {
+			continue
+		}
+
+		strategy := svcDef.Strategy.AWS
+
+		// S3Sync: logs come directly from configured S3 buckets, not CloudWatch subscriptions
+		if storedSvc.Type == cloudintegrationtypes.AWSServiceS3Sync {
+			if awsLogsEnabled(svcCfg.AWS) && svcCfg.AWS.Logs.S3Buckets != nil {
+				compiledS3Buckets = svcCfg.AWS.Logs.S3Buckets
+			}
+			continue
+		}
+
+		if awsLogsEnabled(svcCfg.AWS) && strategy.Logs != nil {
+			compiledLogs.Subscriptions = append(compiledLogs.Subscriptions, strategy.Logs.Subscriptions...)
+		}
+
+		if awsMetricsEnabled(svcCfg.AWS) && strategy.Metrics != nil {
+			compiledMetrics.StreamFilters = append(compiledMetrics.StreamFilters, strategy.Metrics.StreamFilters...)
+		}
+	}
+
+	awsTelemetry := &cloudintegrationtypes.AWSCollectionStrategy{}
+	if len(compiledMetrics.StreamFilters) > 0 {
+		awsTelemetry.Metrics = compiledMetrics
+	}
+	if len(compiledLogs.Subscriptions) > 0 {
+		awsTelemetry.Logs = compiledLogs
+	}
+	if compiledS3Buckets != nil {
+		awsTelemetry.S3Buckets = compiledS3Buckets
+	}
+
+	enabledRegions := []string{}
+	if account.Config != nil && account.Config.AWS != nil && account.Config.AWS.Regions != nil {
+		enabledRegions = account.Config.AWS.Regions
+	}
+
+	return &cloudintegrationtypes.ProviderIntegrationConfig{
+		AWS: &cloudintegrationtypes.AWSIntegrationConfig{
+			EnabledRegions: enabledRegions,
+			Telemetry:      awsTelemetry,
+		},
+	}, nil
+}
--- a/ee/modules/cloudintegration/implcloudintegration/implcloudprovider/azurecloudprovider.go
+++ b/ee/modules/cloudintegration/implcloudintegration/implcloudprovider/azurecloudprovider.go
@@ -0,0 +1,50 @@
+package implcloudprovider
+
+import (
+	"context"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+)
+
+type azurecloudprovider struct{}
+
+func NewAzureCloudProvider() cloudintegration.CloudProviderModule {
+	return &azurecloudprovider{}
+}
+
+func (provider *azurecloudprovider) GetConnectionArtifact(ctx context.Context, creds *cloudintegrationtypes.SignozCredentials, account *cloudintegrationtypes.Account, req *cloudintegrationtypes.ConnectionArtifactRequest) (*cloudintegrationtypes.ConnectionArtifact, error) {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) ListServiceDefinitions() ([]cloudintegrationtypes.ServiceDefinition, error) {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) GetServiceDefinition(serviceID cloudintegrationtypes.ServiceID) (*cloudintegrationtypes.ServiceDefinition, error) {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) StorableConfigFromServiceConfig(cfg *cloudintegrationtypes.ServiceConfig, supported cloudintegrationtypes.SupportedSignals) (string, error) {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) ServiceConfigFromStorableServiceConfig(config string) (*cloudintegrationtypes.ServiceConfig, error) {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) IsServiceEnabled(config *cloudintegrationtypes.ServiceConfig) bool {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) IsMetricsEnabled(config *cloudintegrationtypes.ServiceConfig) bool {
+	panic("implement me")
+}
+
+func (provider *azurecloudprovider) BuildIntegrationConfig(
+	account *cloudintegrationtypes.Account,
+	services []*cloudintegrationtypes.StorableCloudIntegrationService,
+) (*cloudintegrationtypes.ProviderIntegrationConfig, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "azure cloud provider is not supported")
+}
--- a/ee/modules/cloudintegration/implcloudintegration/module.go
+++ b/ee/modules/cloudintegration/implcloudintegration/module.go
@@ -0,0 +1,572 @@
+package implcloudintegration
+
+import (
+	"context"
+	"fmt"
+	"sort"
+	"time"
+
+	"github.com/SigNoz/signoz/ee/modules/cloudintegration/implcloudintegration/implcloudprovider"
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/gateway"
+	"github.com/SigNoz/signoz/pkg/global"
+	"github.com/SigNoz/signoz/pkg/licensing"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/modules/user"
+	"github.com/SigNoz/signoz/pkg/types"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+	"github.com/SigNoz/signoz/pkg/types/dashboardtypes"
+	"github.com/SigNoz/signoz/pkg/types/zeustypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/SigNoz/signoz/pkg/zeus"
+)
+
+type module struct {
+	userGetter        user.Getter
+	userSetter        user.Setter
+	store             cloudintegrationtypes.Store
+	gateway           gateway.Gateway
+	zeus              zeus.Zeus
+	licensing         licensing.Licensing
+	globalConfig      global.Config
+	cloudProvidersMap map[cloudintegrationtypes.CloudProviderType]cloudintegration.CloudProviderModule
+}
+
+func NewModule(
+	store cloudintegrationtypes.Store,
+	globalConfig global.Config,
+	zeus zeus.Zeus,
+	gateway gateway.Gateway,
+	licensing licensing.Licensing,
+	userGetter user.Getter,
+	userSetter user.Setter,
+) (cloudintegration.Module, error) {
+	awsCloudProviderModule, err := implcloudprovider.NewAWSCloudProvider()
+	if err != nil {
+		return nil, err
+	}
+	azureCloudProviderModule := implcloudprovider.NewAzureCloudProvider()
+	cloudProvidersMap := map[cloudintegrationtypes.CloudProviderType]cloudintegration.CloudProviderModule{
+		cloudintegrationtypes.CloudProviderTypeAWS:   awsCloudProviderModule,
+		cloudintegrationtypes.CloudProviderTypeAzure: azureCloudProviderModule,
+	}
+
+	return &module{
+		store:             store,
+		globalConfig:      globalConfig,
+		zeus:              zeus,
+		gateway:           gateway,
+		licensing:         licensing,
+		userGetter:        userGetter,
+		userSetter:        userSetter,
+		cloudProvidersMap: cloudProvidersMap,
+	}, nil
+}
+
+func (module *module) CreateAccount(ctx context.Context, account *cloudintegrationtypes.Account) error {
+	_, err := module.licensing.GetActive(ctx, account.OrgID)
+	if err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	storableCloudIntegration, err := cloudintegrationtypes.NewStorableCloudIntegration(account)
+	if err != nil {
+		return err
+	}
+
+	return module.store.CreateAccount(ctx, storableCloudIntegration)
+}
+
+func (module *module) GetConnectionArtifact(ctx context.Context, account *cloudintegrationtypes.Account, req *cloudintegrationtypes.ConnectionArtifactRequest) (*cloudintegrationtypes.ConnectionArtifact, error) {
+	// TODO: evaluate if this check is really required and remove if the deployment promises to always have this configured.
+	if module.globalConfig.IngestionURL == nil {
+		return nil, errors.New(errors.TypeInternal, errors.CodeInternal, "ingestion URL is not configured")
+	}
+
+	// get license to get the deployment details
+	license, err := module.licensing.GetActive(ctx, account.OrgID)
+	if err != nil {
+		return nil, err
+	}
+
+	// get deployment details from zeus
+	respBytes, err := module.zeus.GetDeployment(ctx, license.Key)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "couldn't get deployment")
+	}
+
+	// parse deployment details
+	deployment, err := zeustypes.NewGettableDeployment(respBytes)
+	if err != nil {
+		return nil, err
+	}
+
+	apiKey, err := module.getOrCreateAPIKey(ctx, account.OrgID, account.Provider)
+	if err != nil {
+		return nil, err
+	}
+
+	ingestionKey, err := module.getOrCreateIngestionKey(ctx, account.OrgID, account.Provider)
+	if err != nil {
+		return nil, err
+	}
+
+	creds := &cloudintegrationtypes.SignozCredentials{
+		SigNozAPIURL: deployment.SignozAPIUrl,
+		SigNozAPIKey: apiKey,
+		IngestionURL: module.globalConfig.IngestionURL.String(),
+		IngestionKey: ingestionKey,
+	}
+
+	cloudProviderModule, err := module.GetCloudProvider(account.Provider)
+	if err != nil {
+		return nil, err
+	}
+
+	return cloudProviderModule.GetConnectionArtifact(ctx, creds, account, req)
+}
+
+func (module *module) GetAccount(ctx context.Context, orgID valuer.UUID, accountID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) (*cloudintegrationtypes.Account, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	storableAccount, err := module.store.GetAccountByID(ctx, orgID, accountID, provider)
+	if err != nil {
+		return nil, err
+	}
+
+	return cloudintegrationtypes.NewAccountFromStorable(storableAccount)
+}
+
+// ListAccounts return only agent connected accounts
+func (module *module) ListAccounts(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) ([]*cloudintegrationtypes.Account, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	storableAccounts, err := module.store.ListConnectedAccounts(ctx, orgID, provider)
+	if err != nil {
+		return nil, err
+	}
+
+	return cloudintegrationtypes.NewAccountsFromStorables(storableAccounts)
+}
+
+func (module *module) AgentCheckIn(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType, req *cloudintegrationtypes.AgentCheckInRequest) (*cloudintegrationtypes.AgentCheckInResponse, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	connectedAccount, err := module.store.GetConnectedAccount(ctx, orgID, provider, req.ProviderAccountID)
+	if err != nil && !errors.Ast(err, errors.TypeNotFound) {
+		return nil, err
+	}
+
+	// If a different integration is already connected to this provider account ID, reject the check-in.
+	// Allow re-check-in from the same integration (e.g. agent restarting).
+	if connectedAccount != nil && connectedAccount.ID != req.CloudIntegrationID {
+		errMessage := fmt.Sprintf("provider account id %s is already connected to cloud integration id %s", req.ProviderAccountID, connectedAccount.ID)
+		return nil, errors.New(errors.TypeAlreadyExists, cloudintegrationtypes.ErrCodeCloudIntegrationAlreadyConnected, errMessage)
+	}
+
+	account, err := module.store.GetAccountByID(ctx, orgID, req.CloudIntegrationID, provider)
+	if err != nil {
+		return nil, err
+	}
+
+	account.AccountID = &req.ProviderAccountID
+	account.LastAgentReport = &cloudintegrationtypes.StorableAgentReport{
+		TimestampMillis: time.Now().UnixMilli(),
+		Data:            req.Data,
+	}
+
+	err = module.store.UpdateAccount(ctx, account)
+	if err != nil {
+		return nil, err
+	}
+
+	// If account has been removed (disconnected), return a minimal response with empty integration config.
+	// The agent doesn't act on config for removed accounts.
+	if account.RemovedAt != nil {
+		return &cloudintegrationtypes.AgentCheckInResponse{
+			CloudIntegrationID: account.ID.StringValue(),
+			ProviderAccountID:  req.ProviderAccountID,
+			IntegrationConfig:  &cloudintegrationtypes.ProviderIntegrationConfig{},
+			RemovedAt:          account.RemovedAt,
+		}, nil
+	}
+
+	// Get account as domain object for config access (enabled regions, etc.)
+	accountDomain, err := cloudintegrationtypes.NewAccountFromStorable(account)
+	if err != nil {
+		return nil, err
+	}
+
+	cloudProvider, err := module.GetCloudProvider(provider)
+	if err != nil {
+		return nil, err
+	}
+
+	storedServices, err := module.store.ListServices(ctx, req.CloudIntegrationID)
+	if err != nil {
+		return nil, err
+	}
+
+	// Delegate integration config building entirely to the provider module
+	integrationConfig, err := cloudProvider.BuildIntegrationConfig(accountDomain, storedServices)
+	if err != nil {
+		return nil, err
+	}
+
+	return &cloudintegrationtypes.AgentCheckInResponse{
+		CloudIntegrationID: account.ID.StringValue(),
+		ProviderAccountID:  req.ProviderAccountID,
+		IntegrationConfig:  integrationConfig,
+		RemovedAt:          account.RemovedAt,
+	}, nil
+}
+
+func (module *module) UpdateAccount(ctx context.Context, account *cloudintegrationtypes.Account) error {
+	_, err := module.licensing.GetActive(ctx, account.OrgID)
+	if err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	storableAccount, err := cloudintegrationtypes.NewStorableCloudIntegration(account)
+	if err != nil {
+		return err
+	}
+
+	return module.store.UpdateAccount(ctx, storableAccount)
+}
+
+func (module *module) DisconnectAccount(ctx context.Context, orgID valuer.UUID, accountID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) error {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	return module.store.RemoveAccount(ctx, orgID, accountID, provider)
+}
+
+func (module *module) ListServicesMetadata(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType, integrationID *valuer.UUID) ([]*cloudintegrationtypes.ServiceMetadata, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	cloudProvider, err := module.GetCloudProvider(provider)
+	if err != nil {
+		return nil, err
+	}
+
+	serviceDefinitions, err := cloudProvider.ListServiceDefinitions()
+	if err != nil {
+		return nil, err
+	}
+
+	enabledServiceIDs := map[string]bool{}
+	if integrationID != nil {
+		_, err := module.store.GetAccountByID(ctx, orgID, *integrationID, provider)
+		if err != nil {
+			return nil, err
+		}
+
+		storedServices, err := module.store.ListServices(ctx, *integrationID)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, svc := range storedServices {
+			serviceConfig, err := cloudProvider.ServiceConfigFromStorableServiceConfig(svc.Config)
+			if err != nil {
+				return nil, err
+			}
+
+			if cloudProvider.IsServiceEnabled(serviceConfig) {
+				enabledServiceIDs[svc.Type.StringValue()] = true
+			}
+		}
+	}
+
+	resp := make([]*cloudintegrationtypes.ServiceMetadata, 0, len(serviceDefinitions))
+	for _, serviceDefinition := range serviceDefinitions {
+		resp = append(resp, cloudintegrationtypes.NewServiceMetadata(serviceDefinition, enabledServiceIDs[serviceDefinition.ID]))
+	}
+
+	return resp, nil
+}
+
+func (module *module) GetService(ctx context.Context, orgID valuer.UUID, integrationID *valuer.UUID, serviceID cloudintegrationtypes.ServiceID, provider cloudintegrationtypes.CloudProviderType) (*cloudintegrationtypes.Service, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	cloudProvider, err := module.GetCloudProvider(provider)
+	if err != nil {
+		return nil, err
+	}
+
+	serviceDefinition, err := cloudProvider.GetServiceDefinition(serviceID)
+	if err != nil {
+		return nil, err
+	}
+
+	var integrationService *cloudintegrationtypes.CloudIntegrationService
+
+	if integrationID != nil {
+		_, err := module.store.GetAccountByID(ctx, orgID, *integrationID, provider)
+		if err != nil {
+			return nil, err
+		}
+
+		storedService, err := module.store.GetServiceByServiceID(ctx, *integrationID, serviceID)
+		if err != nil && !errors.Ast(err, errors.TypeNotFound) {
+			return nil, err
+		}
+		if storedService != nil {
+			serviceConfig, err := cloudProvider.ServiceConfigFromStorableServiceConfig(storedService.Config)
+			if err != nil {
+				return nil, err
+			}
+
+			integrationService = cloudintegrationtypes.NewCloudIntegrationServiceFromStorable(storedService, serviceConfig)
+		}
+	}
+
+	return cloudintegrationtypes.NewService(*serviceDefinition, integrationService), nil
+}
+
+func (module *module) CreateService(ctx context.Context, orgID valuer.UUID, service *cloudintegrationtypes.CloudIntegrationService, provider cloudintegrationtypes.CloudProviderType) error {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	cloudProvider, err := module.GetCloudProvider(provider)
+	if err != nil {
+		return err
+	}
+
+	serviceDefinition, err := cloudProvider.GetServiceDefinition(service.Type)
+	if err != nil {
+		return err
+	}
+
+	configJSON, err := cloudProvider.StorableConfigFromServiceConfig(service.Config, serviceDefinition.SupportedSignals)
+	if err != nil {
+		return err
+	}
+
+	return module.store.CreateService(ctx, cloudintegrationtypes.NewStorableCloudIntegrationService(service, configJSON))
+}
+
+func (module *module) UpdateService(ctx context.Context, orgID valuer.UUID, integrationService *cloudintegrationtypes.CloudIntegrationService, provider cloudintegrationtypes.CloudProviderType) error {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	cloudProvider, err := module.GetCloudProvider(provider)
+	if err != nil {
+		return err
+	}
+
+	serviceDefinition, err := cloudProvider.GetServiceDefinition(integrationService.Type)
+	if err != nil {
+		return err
+	}
+
+	configJSON, err := cloudProvider.StorableConfigFromServiceConfig(integrationService.Config, serviceDefinition.SupportedSignals)
+	if err != nil {
+		return err
+	}
+
+	storableService := cloudintegrationtypes.NewStorableCloudIntegrationService(integrationService, configJSON)
+
+	return module.store.UpdateService(ctx, storableService)
+}
+
+func (module *module) listDashboards(ctx context.Context, orgID valuer.UUID) ([]*dashboardtypes.Dashboard, error) {
+	var allDashboards []*dashboardtypes.Dashboard
+
+	for provider := range module.cloudProvidersMap {
+		cloudProvider, err := module.GetCloudProvider(provider)
+		if err != nil {
+			return nil, err
+		}
+
+		connectedAccounts, err := module.store.ListConnectedAccounts(ctx, orgID, provider)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, storableAccount := range connectedAccounts {
+			storedServices, err := module.store.ListServices(ctx, storableAccount.ID)
+			if err != nil {
+				return nil, err
+			}
+
+			for _, storedSvc := range storedServices {
+				serviceConfig, err := cloudProvider.ServiceConfigFromStorableServiceConfig(storedSvc.Config)
+				if err != nil || !cloudProvider.IsMetricsEnabled(serviceConfig) {
+					continue
+				}
+
+				svcDef, err := cloudProvider.GetServiceDefinition(storedSvc.Type)
+				if err != nil || svcDef == nil {
+					continue
+				}
+
+				dashboards := cloudintegrationtypes.GetDashboardsFromAssets(
+					storedSvc.Type.StringValue(),
+					orgID,
+					provider,
+					storableAccount.CreatedAt,
+					svcDef.Assets,
+				)
+				allDashboards = append(allDashboards, dashboards...)
+			}
+		}
+	}
+
+	sort.Slice(allDashboards, func(i, j int) bool {
+		return allDashboards[i].ID < allDashboards[j].ID
+	})
+
+	return allDashboards, nil
+}
+
+func (module *module) GetDashboardByID(ctx context.Context, orgID valuer.UUID, id string) (*dashboardtypes.Dashboard, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	_, _, _, err = cloudintegrationtypes.ParseCloudIntegrationDashboardID(id)
+	if err != nil {
+		return nil, err
+	}
+
+	allDashboards, err := module.listDashboards(ctx, orgID)
+	if err != nil {
+		return nil, err
+	}
+
+	for _, d := range allDashboards {
+		if d.ID == id {
+			return d, nil
+		}
+	}
+
+	return nil, errors.New(errors.TypeNotFound, cloudintegrationtypes.ErrCodeCloudIntegrationNotFound, "cloud integration dashboard not found")
+}
+
+func (module *module) ListDashboards(ctx context.Context, orgID valuer.UUID) ([]*dashboardtypes.Dashboard, error) {
+	_, err := module.licensing.GetActive(ctx, orgID)
+	if err != nil {
+		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
+	}
+
+	return module.listDashboards(ctx, orgID)
+}
+
+func (module *module) GetCloudProvider(provider cloudintegrationtypes.CloudProviderType) (cloudintegration.CloudProviderModule, error) {
+	if cloudProviderModule, ok := module.cloudProvidersMap[provider]; ok {
+		return cloudProviderModule, nil
+	}
+
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "cloud provider is not supported")
+}
+
+func (module *module) getOrCreateIngestionKey(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) (string, error) {
+	keyName := cloudintegrationtypes.NewIngestionKeyName(provider)
+
+	result, err := module.gateway.SearchIngestionKeysByName(ctx, orgID, keyName, 1, 10)
+	if err != nil {
+		return "", errors.WrapInternalf(err, errors.CodeInternal, "couldn't search ingestion keys")
+	}
+
+	// ideally there should be only one key per cloud integration provider
+	if len(result.Keys) > 0 {
+		return result.Keys[0].Value, nil
+	}
+
+	createdIngestionKey, err := module.gateway.CreateIngestionKey(ctx, orgID, keyName, []string{"integration"}, time.Time{})
+	if err != nil {
+		return "", errors.WrapInternalf(err, errors.CodeInternal, "couldn't create ingestion key")
+	}
+
+	return createdIngestionKey.Value, nil
+}
+
+func (module *module) getOrCreateAPIKey(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) (string, error) {
+	integrationUser, err := module.getOrCreateIntegrationUser(ctx, orgID, provider)
+	if err != nil {
+		return "", err
+	}
+
+	existingKeys, err := module.userSetter.ListAPIKeys(ctx, orgID)
+	if err != nil {
+		return "", err
+	}
+
+	keyName := cloudintegrationtypes.NewAPIKeyName(provider)
+
+	for _, key := range existingKeys {
+		if key.Name == keyName && key.UserID == integrationUser.ID {
+			return key.Token, nil
+		}
+	}
+
+	apiKey, err := types.NewStorableAPIKey(keyName, integrationUser.ID, types.RoleViewer, 0)
+	if err != nil {
+		return "", err
+	}
+
+	err = module.userSetter.CreateAPIKey(ctx, apiKey)
+	if err != nil {
+		return "", err
+	}
+
+	return apiKey.Token, nil
+}
+
+func (module *module) getOrCreateIntegrationUser(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) (*types.User, error) {
+	email, err := cloudintegrationtypes.GetCloudProviderEmail(provider)
+	if err != nil {
+		return nil, err
+	}
+
+	// get user by email
+	integrationUser, err := module.userGetter.GetNonDeletedUserByEmailAndOrgID(ctx, email, orgID)
+	if err != nil && !errors.Ast(err, errors.TypeNotFound) {
+		return nil, err
+	}
+
+	// if user found, return
+	if integrationUser != nil {
+		return integrationUser, nil
+	}
+
+	// if user not found, create a new one
+	displayName := cloudintegrationtypes.NewIntegrationUserDisplayName(provider)
+	integrationUser, err = types.NewUser(displayName, email, orgID, types.UserStatusActive)
+	if err != nil {
+		return nil, err
+	}
+
+	password := types.MustGenerateFactorPassword(integrationUser.ID.String())
+
+	err = module.userSetter.CreateUser(ctx, integrationUser, user.WithFactorPassword(password))
+	if err != nil {
+		return nil, err
+	}
+
+	return integrationUser, nil
+}
--- a/frontend/.eslintrc.cjs
+++ b/frontend/.eslintrc.cjs
@@ -205,6 +205,25 @@ module.exports = {
 		],
 	},
 	overrides: [
+		{
+			files: ['src/**/*.{jsx,tsx,ts}'],
+			excludedFiles: [
+				'**/*.test.{js,jsx,ts,tsx}',
+				'**/*.spec.{js,jsx,ts,tsx}',
+				'**/__tests__/**/*.{js,jsx,ts,tsx}',
+			],
+			rules: {
+				'no-restricted-properties': [
+					'error',
+					{
+						object: 'navigator',
+						property: 'clipboard',
+						message:
+							'Do not use navigator.clipboard directly since it does not work well with specific browsers. Use hook useCopyToClipboard from react-use library. https://streamich.github.io/react-use/?path=/story/side-effects-usecopytoclipboard--docs',
+					},
+				],
+			},
+		},
 		{
 			files: [
 				'**/*.test.{js,jsx,ts,tsx}',
--- a/frontend/src/api/generated/services/cloudintegration/index.ts
+++ b/frontend/src/api/generated/services/cloudintegration/index.ts
@@ -628,6 +628,103 @@ export const useUpdateAccount = <

 	return useMutation(mutationOptions);
 };
+/**
+ * This endpoint updates a service for the specified cloud provider
+ * @summary Update service
+ */
+export const updateService = (
+	{ cloudProvider, id, serviceId }: UpdateServicePathParameters,
+	cloudintegrationtypesUpdatableServiceDTO: BodyType<CloudintegrationtypesUpdatableServiceDTO>,
+) => {
+	return GeneratedAPIInstance<void>({
+		url: `/api/v1/cloud_integrations/${cloudProvider}/accounts/${id}/services/${serviceId}`,
+		method: 'PUT',
+		headers: { 'Content-Type': 'application/json' },
+		data: cloudintegrationtypesUpdatableServiceDTO,
+	});
+};
+
+export const getUpdateServiceMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateService>>,
+		TError,
+		{
+			pathParams: UpdateServicePathParameters;
+			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+		},
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof updateService>>,
+	TError,
+	{
+		pathParams: UpdateServicePathParameters;
+		data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+	},
+	TContext
+> => {
+	const mutationKey = ['updateService'];
+	const { mutation: mutationOptions } = options
+		? options.mutation &&
+		  'mutationKey' in options.mutation &&
+		  options.mutation.mutationKey
+			? options
+			: { ...options, mutation: { ...options.mutation, mutationKey } }
+		: { mutation: { mutationKey } };
+
+	const mutationFn: MutationFunction<
+		Awaited<ReturnType<typeof updateService>>,
+		{
+			pathParams: UpdateServicePathParameters;
+			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+		}
+	> = (props) => {
+		const { pathParams, data } = props ?? {};
+
+		return updateService(pathParams, data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type UpdateServiceMutationResult = NonNullable<
+	Awaited<ReturnType<typeof updateService>>
+>;
+export type UpdateServiceMutationBody = BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+export type UpdateServiceMutationError = ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Update service
+ */
+export const useUpdateService = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateService>>,
+		TError,
+		{
+			pathParams: UpdateServicePathParameters;
+			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+		},
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof updateService>>,
+	TError,
+	{
+		pathParams: UpdateServicePathParameters;
+		data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
+	},
+	TContext
+> => {
+	const mutationOptions = getUpdateServiceMutationOptions(options);
+
+	return useMutation(mutationOptions);
+};
 /**
 * This endpoint is called by the deployed agent to check in
 * @summary Agent check-in
@@ -941,101 +1038,3 @@ export const invalidateGetService = async (

 	return queryClient;
 };
-
-/**
- * This endpoint updates a service for the specified cloud provider
- * @summary Update service
- */
-export const updateService = (
-	{ cloudProvider, serviceId }: UpdateServicePathParameters,
-	cloudintegrationtypesUpdatableServiceDTO: BodyType<CloudintegrationtypesUpdatableServiceDTO>,
-) => {
-	return GeneratedAPIInstance<void>({
-		url: `/api/v1/cloud_integrations/${cloudProvider}/services/${serviceId}`,
-		method: 'PUT',
-		headers: { 'Content-Type': 'application/json' },
-		data: cloudintegrationtypesUpdatableServiceDTO,
-	});
-};
-
-export const getUpdateServiceMutationOptions = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof updateService>>,
-		TError,
-		{
-			pathParams: UpdateServicePathParameters;
-			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-		},
-		TContext
-	>;
-}): UseMutationOptions<
-	Awaited<ReturnType<typeof updateService>>,
-	TError,
-	{
-		pathParams: UpdateServicePathParameters;
-		data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-	},
-	TContext
-> => {
-	const mutationKey = ['updateService'];
-	const { mutation: mutationOptions } = options
-		? options.mutation &&
-		  'mutationKey' in options.mutation &&
-		  options.mutation.mutationKey
-			? options
-			: { ...options, mutation: { ...options.mutation, mutationKey } }
-		: { mutation: { mutationKey } };
-
-	const mutationFn: MutationFunction<
-		Awaited<ReturnType<typeof updateService>>,
-		{
-			pathParams: UpdateServicePathParameters;
-			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-		}
-	> = (props) => {
-		const { pathParams, data } = props ?? {};
-
-		return updateService(pathParams, data);
-	};
-
-	return { mutationFn, ...mutationOptions };
-};
-
-export type UpdateServiceMutationResult = NonNullable<
-	Awaited<ReturnType<typeof updateService>>
->;
-export type UpdateServiceMutationBody = BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-export type UpdateServiceMutationError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @summary Update service
- */
-export const useUpdateService = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof updateService>>,
-		TError,
-		{
-			pathParams: UpdateServicePathParameters;
-			data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-		},
-		TContext
-	>;
-}): UseMutationResult<
-	Awaited<ReturnType<typeof updateService>>,
-	TError,
-	{
-		pathParams: UpdateServicePathParameters;
-		data: BodyType<CloudintegrationtypesUpdatableServiceDTO>;
-	},
-	TContext
-> => {
-	const mutationOptions = getUpdateServiceMutationOptions(options);
-
-	return useMutation(mutationOptions);
-};
--- a/frontend/src/api/generated/services/sigNoz.schemas.ts
+++ b/frontend/src/api/generated/services/sigNoz.schemas.ts
@@ -550,12 +550,12 @@ export type CloudintegrationtypesAWSCollectionStrategyDTOS3Buckets = {
 };

 export interface CloudintegrationtypesAWSCollectionStrategyDTO {
-	aws_logs?: CloudintegrationtypesAWSLogsStrategyDTO;
-	aws_metrics?: CloudintegrationtypesAWSMetricsStrategyDTO;
+	logs?: CloudintegrationtypesAWSLogsStrategyDTO;
+	metrics?: CloudintegrationtypesAWSMetricsStrategyDTO;
 	/**
 	 * @type object
 	 */
-	s3_buckets?: CloudintegrationtypesAWSCollectionStrategyDTOS3Buckets;
+	s3Buckets?: CloudintegrationtypesAWSCollectionStrategyDTOS3Buckets;
 }

 export interface CloudintegrationtypesAWSConnectionArtifactDTO {
@@ -588,11 +588,11 @@ export type CloudintegrationtypesAWSLogsStrategyDTOCloudwatchLogsSubscriptionsIt
 	/**
 	 * @type string
 	 */
-	filter_pattern?: string;
+	filterPattern?: string;
 	/**
 	 * @type string
 	 */
-	log_group_name_prefix?: string;
+	logGroupNamePrefix?: string;
 };

 export interface CloudintegrationtypesAWSLogsStrategyDTO {
@@ -600,7 +600,7 @@ export interface CloudintegrationtypesAWSLogsStrategyDTO {
 	 * @type array
 	 * @nullable true
 	 */
-	cloudwatch_logs_subscriptions?:
+	cloudwatchLogsSubscriptions?:
 		| CloudintegrationtypesAWSLogsStrategyDTOCloudwatchLogsSubscriptionsItem[]
 		| null;
 }
@@ -621,7 +621,7 @@ export interface CloudintegrationtypesAWSMetricsStrategyDTO {
 	 * @type array
 	 * @nullable true
 	 */
-	cloudwatch_metric_stream_filters?:
+	cloudwatchMetricStreamFilters?:
 		| CloudintegrationtypesAWSMetricsStrategyDTOCloudwatchMetricStreamFiltersItem[]
 		| null;
 }
@@ -726,6 +726,32 @@ export interface CloudintegrationtypesAssetsDTO {
 	dashboards?: CloudintegrationtypesDashboardDTO[] | null;
 }

+/**
+ * @nullable
+ */
+export type CloudintegrationtypesCloudIntegrationServiceDTO = {
+	/**
+	 * @type string
+	 */
+	cloudIntegrationId?: string;
+	config?: CloudintegrationtypesServiceConfigDTO;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	createdAt?: Date;
+	/**
+	 * @type string
+	 */
+	id: string;
+	type?: CloudintegrationtypesServiceIDDTO;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	updatedAt?: Date;
+} | null;
+
 export interface CloudintegrationtypesCollectedLogAttributeDTO {
 	/**
 	 * @type string
@@ -864,9 +890,68 @@ export type CloudintegrationtypesIntegrationConfigDTO = {
 	 * @type array
 	 */
 	enabled_regions: string[];
-	telemetry: CloudintegrationtypesAWSCollectionStrategyDTO;
+	telemetry: CloudintegrationtypesOldAWSCollectionStrategyDTO;
 } | null;

+export type CloudintegrationtypesOldAWSCollectionStrategyDTOS3Buckets = {
+	[key: string]: string[];
+};
+
+export interface CloudintegrationtypesOldAWSCollectionStrategyDTO {
+	aws_logs?: CloudintegrationtypesOldAWSLogsStrategyDTO;
+	aws_metrics?: CloudintegrationtypesOldAWSMetricsStrategyDTO;
+	/**
+	 * @type string
+	 */
+	provider?: string;
+	/**
+	 * @type object
+	 */
+	s3_buckets?: CloudintegrationtypesOldAWSCollectionStrategyDTOS3Buckets;
+}
+
+export type CloudintegrationtypesOldAWSLogsStrategyDTOCloudwatchLogsSubscriptionsItem = {
+	/**
+	 * @type string
+	 */
+	filter_pattern?: string;
+	/**
+	 * @type string
+	 */
+	log_group_name_prefix?: string;
+};
+
+export interface CloudintegrationtypesOldAWSLogsStrategyDTO {
+	/**
+	 * @type array
+	 * @nullable true
+	 */
+	cloudwatch_logs_subscriptions?:
+		| CloudintegrationtypesOldAWSLogsStrategyDTOCloudwatchLogsSubscriptionsItem[]
+		| null;
+}
+
+export type CloudintegrationtypesOldAWSMetricsStrategyDTOCloudwatchMetricStreamFiltersItem = {
+	/**
+	 * @type array
+	 */
+	MetricNames?: string[];
+	/**
+	 * @type string
+	 */
+	Namespace?: string;
+};
+
+export interface CloudintegrationtypesOldAWSMetricsStrategyDTO {
+	/**
+	 * @type array
+	 * @nullable true
+	 */
+	cloudwatch_metric_stream_filters?:
+		| CloudintegrationtypesOldAWSMetricsStrategyDTOCloudwatchMetricStreamFiltersItem[]
+		| null;
+}
+
 /**
 * @nullable
 */
@@ -904,6 +989,7 @@ export interface CloudintegrationtypesProviderIntegrationConfigDTO {

 export interface CloudintegrationtypesServiceDTO {
 	assets: CloudintegrationtypesAssetsDTO;
+	cloudIntegrationService: CloudintegrationtypesCloudIntegrationServiceDTO;
 	dataCollected: CloudintegrationtypesDataCollectedDTO;
 	/**
 	 * @type string
@@ -917,8 +1003,7 @@ export interface CloudintegrationtypesServiceDTO {
 	 * @type string
 	 */
 	overview: string;
-	serviceConfig?: CloudintegrationtypesServiceConfigDTO;
-	supported_signals: CloudintegrationtypesSupportedSignalsDTO;
+	supportedSignals: CloudintegrationtypesSupportedSignalsDTO;
 	telemetryCollectionStrategy: CloudintegrationtypesCollectionStrategyDTO;
 	/**
 	 * @type string
@@ -930,6 +1015,21 @@ export interface CloudintegrationtypesServiceConfigDTO {
 	aws: CloudintegrationtypesAWSServiceConfigDTO;
 }

+export enum CloudintegrationtypesServiceIDDTO {
+	alb = 'alb',
+	'api-gateway' = 'api-gateway',
+	dynamodb = 'dynamodb',
+	ec2 = 'ec2',
+	ecs = 'ecs',
+	eks = 'eks',
+	elasticache = 'elasticache',
+	lambda = 'lambda',
+	msk = 'msk',
+	rds = 'rds',
+	s3sync = 's3sync',
+	sns = 'sns',
+	sqs = 'sqs',
+}
 export interface CloudintegrationtypesServiceMetadataDTO {
 	/**
 	 * @type boolean
@@ -3456,6 +3556,11 @@ export type UpdateAccountPathParameters = {
 	cloudProvider: string;
 	id: string;
 };
+export type UpdateServicePathParameters = {
+	cloudProvider: string;
+	id: string;
+	serviceId: string;
+};
 export type AgentCheckInPathParameters = {
 	cloudProvider: string;
 };
@@ -3490,10 +3595,6 @@ export type GetService200 = {
 	status: string;
 };

-export type UpdateServicePathParameters = {
-	cloudProvider: string;
-	serviceId: string;
-};
 export type CreateSessionByGoogleCallback303 = {
 	data: AuthtypesGettableTokenDTO;
 	/**
--- a/frontend/src/components/EditMemberDrawer/EditMemberDrawer.tsx
+++ b/frontend/src/components/EditMemberDrawer/EditMemberDrawer.tsx
@@ -1,4 +1,5 @@
 import { useCallback, useEffect, useState } from 'react';
+import { useCopyToClipboard } from 'react-use';
 import { Badge } from '@signozhq/badge';
 import { Button } from '@signozhq/button';
 import { DialogFooter, DialogWrapper } from '@signozhq/dialog';
@@ -177,26 +178,30 @@ function EditMemberDrawer({
 		}
 	}, [member, isInvited, setLinkType, onClose]);

+	const [copyState, copyToClipboard] = useCopyToClipboard();
 	const handleCopyResetLink = useCallback(async (): Promise<void> => {
 		if (!resetLink) {
 			return;
 		}
-		try {
-			await navigator.clipboard.writeText(resetLink);
-			setHasCopiedResetLink(true);
-			setTimeout(() => setHasCopiedResetLink(false), 2000);
-			toast.success(
-				linkType === 'invite'
-					? 'Invite link copied to clipboard'
-					: 'Reset link copied to clipboard',
-				{ richColors: true },
-			);
-		} catch {
+		copyToClipboard(resetLink);
+
+		setHasCopiedResetLink(true);
+		setTimeout(() => setHasCopiedResetLink(false), 2000);
+		toast.success(
+			linkType === 'invite'
+				? 'Invite link copied to clipboard'
+				: 'Reset link copied to clipboard',
+			{ richColors: true },
+		);
+	}, [resetLink, copyToClipboard, linkType]);
+
+	useEffect(() => {
+		if (copyState.error) {
 			toast.error('Failed to copy link', {
 				richColors: true,
 			});
 		}
-	}, [resetLink, linkType]);
+	}, [copyState.error]);

 	const handleClose = useCallback((): void => {
 		setShowDeleteConfirm(false);
--- a/frontend/src/components/EditMemberDrawer/tests/EditMemberDrawer.test.tsx
+++ b/frontend/src/components/EditMemberDrawer/tests/EditMemberDrawer.test.tsx
@@ -7,13 +7,7 @@ import {
 	useUpdateUserDeprecated,
 } from 'api/generated/services/users';
 import { MemberStatus } from 'container/MembersSettings/utils';
-import {
-	fireEvent,
-	render,
-	screen,
-	userEvent,
-	waitFor,
-} from 'tests/test-utils';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
 import { ROLES } from 'types/roles';

 import EditMemberDrawer, { EditMemberDrawerProps } from '../EditMemberDrawer';
@@ -65,6 +59,16 @@ jest.mock('@signozhq/sonner', () => ({
 	},
 }));

+const mockCopyToClipboard = jest.fn();
+const mockCopyState = { value: undefined, error: undefined };
+
+jest.mock('react-use', () => ({
+	useCopyToClipboard: (): [typeof mockCopyState, typeof mockCopyToClipboard] => [
+		mockCopyState,
+		mockCopyToClipboard,
+	],
+}));
+
 const mockUpdateMutate = jest.fn();
 const mockDeleteMutate = jest.fn();
 const mockGetResetPasswordToken = jest.mocked(getResetPasswordToken);
@@ -361,32 +365,14 @@ describe('EditMemberDrawer', () => {
 	});

 	describe('Generate Password Reset Link', () => {
-		const mockWriteText = jest.fn().mockResolvedValue(undefined);
-		let clipboardSpy: jest.SpyInstance | undefined;
-
-		beforeAll(() => {
-			Object.defineProperty(navigator, 'clipboard', {
-				value: { writeText: (): Promise<void> => Promise.resolve() },
-				configurable: true,
-				writable: true,
-			});
-		});
-
 		beforeEach(() => {
-			mockWriteText.mockClear();
-			clipboardSpy = jest
-				.spyOn(navigator.clipboard, 'writeText')
-				.mockImplementation(mockWriteText);
+			mockCopyToClipboard.mockClear();
 			mockGetResetPasswordToken.mockResolvedValue({
 				status: 'success',
 				data: { token: 'reset-tok-abc', id: 'user-1' },
 			});
 		});

-		afterEach(() => {
-			clipboardSpy?.mockRestore();
-		});
-
 		it('calls getResetPasswordToken and opens the reset link dialog with the generated link', async () => {
 			const user = userEvent.setup({ pointerEventsCheck: 0 });

@@ -421,7 +407,7 @@ describe('EditMemberDrawer', () => {
 			});
 			expect(dialog).toHaveTextContent('reset-tok-abc');

-			fireEvent.click(screen.getByRole('button', { name: /^copy$/i }));
+			await user.click(screen.getByRole('button', { name: /^copy$/i }));

 			await waitFor(() => {
 				expect(mockToast.success).toHaveBeenCalledWith(
@@ -430,7 +416,7 @@ describe('EditMemberDrawer', () => {
 				);
 			});

-			expect(mockWriteText).toHaveBeenCalledWith(
+			expect(mockCopyToClipboard).toHaveBeenCalledWith(
 				expect.stringContaining('reset-tok-abc'),
 			);
 			expect(screen.getByRole('button', { name: /copied!/i })).toBeInTheDocument();
--- a/frontend/src/components/InviteMembersModal/InviteMembersModal.tsx
+++ b/frontend/src/components/InviteMembersModal/InviteMembersModal.tsx
@@ -202,19 +202,8 @@ function InviteMembersModal({
 			onComplete?.();
 		} catch (err) {
 			const apiErr = err as APIError;
-			if (apiErr?.getHttpStatusCode() === 409) {
-				toast.error(
-					touchedRows.length === 1
-						? `${touchedRows[0].email} is already a member`
-						: 'Invite for one or more users already exists',
-					{ richColors: true },
-				);
-			} else {
-				const errorMessage = apiErr?.getErrorMessage?.() ?? 'An error occurred';
-				toast.error(`Failed to send invites: ${errorMessage}`, {
-					richColors: true,
-				});
-			}
+			const errorMessage = apiErr?.getErrorMessage?.() ?? 'An error occurred';
+			toast.error(errorMessage, { richColors: true });
 		} finally {
 			setIsSubmitting(false);
 		}
--- a/frontend/src/components/InviteMembersModal/tests/InviteMembersModal.test.tsx
+++ b/frontend/src/components/InviteMembersModal/tests/InviteMembersModal.test.tsx
@@ -1,9 +1,18 @@
+import { toast } from '@signozhq/sonner';
 import inviteUsers from 'api/v1/invite/bulk/create';
 import sendInvite from 'api/v1/invite/create';
+import { StatusCodes } from 'http-status-codes';
 import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+import APIError from 'types/api/error';

 import InviteMembersModal from '../InviteMembersModal';

+const makeApiError = (message: string, code = StatusCodes.CONFLICT): APIError =>
+	new APIError({
+		httpStatusCode: code,
+		error: { code: 'already_exists', message, url: '', errors: [] },
+	});
+
 jest.mock('api/v1/invite/create');
 jest.mock('api/v1/invite/bulk/create');
 jest.mock('@signozhq/sonner', () => ({
@@ -142,6 +151,90 @@ describe('InviteMembersModal', () => {
 		});
 	});

+	describe('error handling', () => {
+		it('shows BE message on single invite 409', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			mockSendInvite.mockRejectedValue(
+				makeApiError('An invite already exists for this email: single@signoz.io'),
+			);
+
+			render(<InviteMembersModal {...defaultProps} />);
+
+			await user.type(
+				screen.getAllByPlaceholderText('john@signoz.io')[0],
+				'single@signoz.io',
+			);
+			await user.click(screen.getAllByText('Select roles')[0]);
+			await user.click(await screen.findByText('Viewer'));
+			await user.click(
+				screen.getByRole('button', { name: /invite team members/i }),
+			);
+
+			await waitFor(() => {
+				expect(toast.error).toHaveBeenCalledWith(
+					'An invite already exists for this email: single@signoz.io',
+					expect.anything(),
+				);
+			});
+		});
+
+		it('shows BE message on bulk invite 409', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			mockInviteUsers.mockRejectedValue(
+				makeApiError('An invite already exists for this email: alice@signoz.io'),
+			);
+
+			render(<InviteMembersModal {...defaultProps} />);
+
+			const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
+			await user.type(emailInputs[0], 'alice@signoz.io');
+			await user.click(screen.getAllByText('Select roles')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.type(emailInputs[1], 'bob@signoz.io');
+			await user.click(screen.getAllByText('Select roles')[0]);
+			const editorOptions = await screen.findAllByText('Editor');
+			await user.click(editorOptions[editorOptions.length - 1]);
+
+			await user.click(
+				screen.getByRole('button', { name: /invite team members/i }),
+			);
+
+			await waitFor(() => {
+				expect(toast.error).toHaveBeenCalledWith(
+					'An invite already exists for this email: alice@signoz.io',
+					expect.anything(),
+				);
+			});
+		});
+
+		it('shows BE message on generic error', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			mockSendInvite.mockRejectedValue(
+				makeApiError('Internal server error', StatusCodes.INTERNAL_SERVER_ERROR),
+			);
+
+			render(<InviteMembersModal {...defaultProps} />);
+
+			await user.type(
+				screen.getAllByPlaceholderText('john@signoz.io')[0],
+				'single@signoz.io',
+			);
+			await user.click(screen.getAllByText('Select roles')[0]);
+			await user.click(await screen.findByText('Viewer'));
+			await user.click(
+				screen.getByRole('button', { name: /invite team members/i }),
+			);
+
+			await waitFor(() => {
+				expect(toast.error).toHaveBeenCalledWith(
+					'Internal server error',
+					expect.anything(),
+				);
+			});
+		});
+	});
+
 	it('uses inviteUsers (bulk) when multiple rows are filled', async () => {
 		const user = userEvent.setup({ pointerEventsCheck: 0 });
 		const onComplete = jest.fn();
--- a/frontend/src/components/MarkdownRenderer/CodeCopyBtn/CodeCopyBtn.tsx
+++ b/frontend/src/components/MarkdownRenderer/CodeCopyBtn/CodeCopyBtn.tsx
@@ -17,6 +17,7 @@ function CodeCopyBtn({
 		let copiedText = '';
 		if (children && Array.isArray(children)) {
 			setIsSnippetCopied(true);
+			// eslint-disable-next-line no-restricted-properties
 			navigator.clipboard.writeText(children[0].props.children[0]).finally(() => {
 				copiedText = (children[0].props.children[0] as string).slice(0, 200); // slicing is done due to the limitation in accepted char length in attributes
 				setTimeout(() => {
--- a/frontend/src/components/NewSelect/CustomMultiSelect.tsx
+++ b/frontend/src/components/NewSelect/CustomMultiSelect.tsx
@@ -401,6 +401,7 @@ const CustomMultiSelect: React.FC<CustomMultiSelectProps> = ({

 		const textToCopy = selectedTexts.join(', ');

+		// eslint-disable-next-line no-restricted-properties
 		navigator.clipboard.writeText(textToCopy).catch(console.error);
 	}, [selectedChips, selectedValues]);

--- a/frontend/src/components/ServiceAccountDrawer/AddKeyModal/index.tsx
+++ b/frontend/src/components/ServiceAccountDrawer/AddKeyModal/index.tsx
@@ -1,6 +1,7 @@
 import { useCallback, useEffect, useState } from 'react';
 import { useForm } from 'react-hook-form';
 import { useQueryClient } from 'react-query';
+import { useCopyToClipboard } from 'react-use';
 import { DialogWrapper } from '@signozhq/dialog';
 import { toast } from '@signozhq/sonner';
 import { convertToApiError } from 'api/ErrorResponseHandlerForGeneratedAPIs';
@@ -105,19 +106,23 @@ function AddKeyModal(): JSX.Element {
 		});
 	}

+	const [copyState, copyToClipboard] = useCopyToClipboard();
 	const handleCopy = useCallback(async (): Promise<void> => {
 		if (!createdKey?.key) {
 			return;
 		}
-		try {
-			await navigator.clipboard.writeText(createdKey.key);
-			setHasCopied(true);
-			setTimeout(() => setHasCopied(false), 2000);
-			toast.success('Key copied to clipboard', { richColors: true });
-		} catch {
+
+		copyToClipboard(createdKey.key);
+		setHasCopied(true);
+		setTimeout(() => setHasCopied(false), 2000);
+		toast.success('Key copied to clipboard', { richColors: true });
+	}, [copyToClipboard, createdKey?.key]);
+
+	useEffect(() => {
+		if (copyState.error) {
 			toast.error('Failed to copy key', { richColors: true });
 		}
-	}, [createdKey]);
+	}, [copyState.error]);

 	const handleClose = useCallback((): void => {
 		setIsAddKeyOpen(null);
--- a/frontend/src/components/ServiceAccountDrawer/tests/AddKeyModal.test.tsx
+++ b/frontend/src/components/ServiceAccountDrawer/tests/AddKeyModal.test.tsx
@@ -9,6 +9,16 @@ jest.mock('@signozhq/sonner', () => ({
 	toast: { success: jest.fn(), error: jest.fn() },
 }));

+const mockCopyToClipboard = jest.fn();
+const mockCopyState = { value: undefined, error: undefined };
+
+jest.mock('react-use', () => ({
+	useCopyToClipboard: (): [typeof mockCopyState, typeof mockCopyToClipboard] => [
+		mockCopyState,
+		mockCopyToClipboard,
+	],
+}));
+
 const mockToast = jest.mocked(toast);

 const SA_KEYS_ENDPOINT = '*/api/v1/service_accounts/sa-1/keys';
@@ -35,16 +45,9 @@ function renderModal(): ReturnType<typeof render> {
 }

 describe('AddKeyModal', () => {
-	beforeAll(() => {
-		Object.defineProperty(navigator, 'clipboard', {
-			value: { writeText: jest.fn().mockResolvedValue(undefined) },
-			configurable: true,
-			writable: true,
-		});
-	});
-
 	beforeEach(() => {
 		jest.clearAllMocks();
+		mockCopyToClipboard.mockClear();
 		server.use(
 			rest.post(SA_KEYS_ENDPOINT, (_, res, ctx) =>
 				res(ctx.status(201), ctx.json(createdKeyResponse)),
@@ -90,9 +93,6 @@ describe('AddKeyModal', () => {

 	it('copy button writes key to clipboard and shows toast.success', async () => {
 		const user = userEvent.setup({ pointerEventsCheck: 0 });
-		const writeTextSpy = jest
-			.spyOn(navigator.clipboard, 'writeText')
-			.mockResolvedValue(undefined);

 		renderModal();

@@ -115,14 +115,12 @@ describe('AddKeyModal', () => {
 		await user.click(copyBtn);

 		await waitFor(() => {
-			expect(writeTextSpy).toHaveBeenCalledWith('snz_abc123xyz456secret');
+			expect(mockCopyToClipboard).toHaveBeenCalledWith('snz_abc123xyz456secret');
 			expect(mockToast.success).toHaveBeenCalledWith(
 				'Key copied to clipboard',
 				expect.anything(),
 			);
 		});
-
-		writeTextSpy.mockRestore();
 	});

 	it('Cancel button closes the modal', async () => {
--- a/frontend/src/container/AlertHistory/Statistics/AverageResolutionCard/AverageResolutionCard.tsx
+++ b/frontend/src/container/AlertHistory/Statistics/AverageResolutionCard/AverageResolutionCard.tsx
@@ -16,9 +16,9 @@ function AverageResolutionCard({
 }: TotalTriggeredCardProps): JSX.Element {
 	return (
 		<StatsCard
-			displayValue={formatTime(currentAvgResolutionTime)}
-			totalCurrentCount={currentAvgResolutionTime}
-			totalPastCount={pastAvgResolutionTime}
+			displayValue={formatTime(+currentAvgResolutionTime)}
+			totalCurrentCount={+currentAvgResolutionTime}
+			totalPastCount={+pastAvgResolutionTime}
 			title="Avg. Resolution Time"
 			timeSeries={timeSeries}
 		/>
--- a/frontend/src/container/ApiMonitoring/Explorer/Domains/DomainDetails/DomainDetails.styles.scss
+++ b/frontend/src/container/ApiMonitoring/Explorer/Domains/DomainDetails/DomainDetails.styles.scss
@@ -800,14 +800,10 @@

 			.ant-table-cell:has(.top-services-item-latency) {
 				text-align: center;
-				opacity: 0.8;
-				background: rgba(171, 189, 255, 0.04);
 			}

 			.ant-table-cell:has(.top-services-item-latency-title) {
 				text-align: center;
-				opacity: 0.8;
-				background: rgba(171, 189, 255, 0.04);
 			}

 			.ant-table-tbody > tr:hover > td {
--- a/frontend/src/container/ApiMonitoring/Explorer/Explorer.styles.scss
+++ b/frontend/src/container/ApiMonitoring/Explorer/Explorer.styles.scss
@@ -9,7 +9,6 @@
 		.api-quick-filters-header {
 			padding: 12px;
 			border-bottom: 1px solid var(--bg-slate-400);
-			border-right: 1px solid var(--bg-slate-400);

 			display: flex;
 			align-items: center;
@@ -26,6 +25,7 @@
 		width: 100%;

 		.toolbar {
+			border-top: 0px;
 			border-bottom: 1px solid var(--bg-slate-400);
 		}

@@ -220,6 +220,18 @@
 }

 .lightMode {
+	.api-quick-filter-left-section {
+		.api-quick-filters-header {
+			border-bottom: 1px solid var(--bg-vanilla-300);
+		}
+	}
+
+	.api-module-right-section {
+		.toolbar {
+			border-bottom: 1px solid var(--bg-vanilla-300);
+		}
+	}
+
 	.no-filtered-domains-message-container {
 		.no-filtered-domains-message-content {
 			.no-filtered-domains-message {
--- a/frontend/src/container/GeneralSettings/GeneralSettings.tsx
+++ b/frontend/src/container/GeneralSettings/GeneralSettings.tsx
@@ -464,14 +464,10 @@ function GeneralSettings({
 		onModalToggleHandler(type);
 	};

-	const {
-		isCloudUser: isCloudUserVal,
-		isEnterpriseSelfHostedUser,
-	} = useGetTenantLicense();
+	const { isCloudUser: isCloudUserVal } = useGetTenantLicense();

 	const isAdmin = user.role === USER_ROLES.ADMIN;
-	const showCustomDomainSettings =
-		(isCloudUserVal || isEnterpriseSelfHostedUser) && isAdmin;
+	const showCustomDomainSettings = isCloudUserVal && isAdmin;

 	const renderConfig = [
 		{
--- a/frontend/src/container/GeneralSettings/tests/GeneralSettings.test.tsx
+++ b/frontend/src/container/GeneralSettings/tests/GeneralSettings.test.tsx
@@ -38,7 +38,6 @@ jest.mock('hooks/useComponentPermission', () => ({
 jest.mock('hooks/useGetTenantLicense', () => ({
 	useGetTenantLicense: jest.fn(() => ({
 		isCloudUser: false,
-		isEnterpriseSelfHostedUser: false,
 	})),
 }));

@@ -389,7 +388,6 @@ describe('GeneralSettings - S3 Logs Retention', () => {
 		beforeEach(() => {
 			(useGetTenantLicense as jest.Mock).mockReturnValue({
 				isCloudUser: true,
-				isEnterpriseSelfHostedUser: false,
 			});
 		});

@@ -411,15 +409,14 @@ describe('GeneralSettings - S3 Logs Retention', () => {
 		});
 	});

-	describe('Enterprise Self-Hosted User Rendering', () => {
+	describe('Non-cloud user rendering', () => {
 		beforeEach(() => {
 			(useGetTenantLicense as jest.Mock).mockReturnValue({
 				isCloudUser: false,
-				isEnterpriseSelfHostedUser: true,
 			});
 		});

-		it('should render CustomDomainSettings but not GeneralSettingsCloud', () => {
+		it('should not render CustomDomainSettings or GeneralSettingsCloud', () => {
 			render(
 				<GeneralSettings
 					metricsTtlValuesPayload={mockMetricsRetention}
@@ -432,12 +429,14 @@ describe('GeneralSettings - S3 Logs Retention', () => {
 				/>,
 			);

-			expect(screen.getByTestId('custom-domain-settings')).toBeInTheDocument();
+			expect(
+				screen.queryByTestId('custom-domain-settings'),
+			).not.toBeInTheDocument();
 			expect(
 				screen.queryByTestId('general-settings-cloud'),
 			).not.toBeInTheDocument();

-			// Save buttons should be visible for self-hosted
+			// Save buttons should be visible for non-cloud users (these are from retentions)
 			const saveButtons = screen.getAllByRole('button', { name: /save/i });
 			expect(saveButtons.length).toBeGreaterThan(0);
 		});
--- a/frontend/src/container/GridCardLayout/GridCard/tests/errorDetails.test.ts
+++ b/frontend/src/container/GridCardLayout/GridCard/tests/errorDetails.test.ts
@@ -0,0 +1,65 @@
+import APIError from 'types/api/error';
+
+import { errorDetails } from '../utils';
+
+function makeAPIError(
+	message: string,
+	code = 'SOME_CODE',
+	errors: { message: string }[] = [],
+): APIError {
+	return new APIError({
+		httpStatusCode: 500,
+		error: { code, message, url: '', errors },
+	});
+}
+
+describe('errorDetails', () => {
+	describe('when passed an APIError', () => {
+		it('returns the error message', () => {
+			const error = makeAPIError('something went wrong');
+			expect(errorDetails(error)).toBe('something went wrong');
+		});
+
+		it('appends details when errors array is non-empty', () => {
+			const error = makeAPIError('query failed', 'QUERY_ERROR', [
+				{ message: 'field X is invalid' },
+				{ message: 'field Y is missing' },
+			]);
+			const result = errorDetails(error);
+			expect(result).toContain('query failed');
+			expect(result).toContain('field X is invalid');
+			expect(result).toContain('field Y is missing');
+		});
+
+		it('does not append details when errors array is empty', () => {
+			const error = makeAPIError('simple error', 'CODE', []);
+			const result = errorDetails(error);
+			expect(result).toBe('simple error');
+			expect(result).not.toContain('Details');
+		});
+	});
+
+	describe('when passed a plain Error (not an APIError)', () => {
+		it('does not throw', () => {
+			const error = new Error('timeout exceeded');
+			expect(() => errorDetails(error)).not.toThrow();
+		});
+
+		it('returns the plain error message', () => {
+			const error = new Error('timeout exceeded');
+			expect(errorDetails(error)).toBe('timeout exceeded');
+		});
+
+		it('returns fallback when plain Error has no message', () => {
+			const error = new Error('');
+			expect(errorDetails(error)).toBe('Unknown error occurred');
+		});
+	});
+
+	describe('fallback behaviour', () => {
+		it('returns "Unknown error occurred" when message is undefined', () => {
+			const error = makeAPIError('');
+			expect(errorDetails(error)).toBe('Unknown error occurred');
+		});
+	});
+});
--- a/frontend/src/container/GridCardLayout/GridCard/utils.ts
+++ b/frontend/src/container/GridCardLayout/GridCard/utils.ts
@@ -249,13 +249,14 @@ export const handleGraphClick = async ({
 	}
 };

-export const errorDetails = (error: APIError): string => {
-	const { message, errors } = error.getErrorDetails()?.error || {};
+export const errorDetails = (error: APIError | Error): string => {
+	const { message, errors } =
+		(error instanceof APIError ? error.getErrorDetails()?.error : null) || {};

 	const details =
-		errors?.length > 0
+		errors && errors.length > 0
 			? `\n\nDetails: ${errors.map((e) => e.message).join('\n')}`
 			: '';
-	const errorDetails = `${message} ${details}`;
-	return errorDetails || 'Unknown error occurred';
+	const errorDetails = `${message ?? error.message} ${details}`;
+	return errorDetails.trim() || 'Unknown error occurred';
 };
--- a/frontend/src/container/InfraMonitoringK8s/Volumes/K8sVolumesList.tsx
+++ b/frontend/src/container/InfraMonitoringK8s/Volumes/K8sVolumesList.tsx
@@ -217,7 +217,7 @@ function K8sVolumesList({
 		{
 			dataSource: currentQuery.builder.queryData[0].dataSource,
 			aggregateAttribute: GetK8sEntityToAggregateAttribute(
-				K8sCategory.NODES,
+				K8sCategory.VOLUMES,
 				dotMetricsEnabled,
 			),
 			aggregateOperator: 'noop',
@@ -228,7 +228,7 @@ function K8sVolumesList({
 			queryKey: [currentQuery.builder.queryData[0].dataSource, 'noop'],
 		},
 		true,
-		K8sCategory.NODES,
+		K8sCategory.VOLUMES,
 	);

 	const query = useMemo(() => {
@@ -597,7 +597,7 @@ function K8sVolumesList({
 				isLoadingGroupByFilters={isLoadingGroupByFilters}
 				handleGroupByChange={handleGroupByChange}
 				selectedGroupBy={groupBy}
-				entity={K8sCategory.NODES}
+				entity={K8sCategory.VOLUMES}
 				showAutoRefresh={!selectedVolumeData}
 			/>
 			{isError && <Typography>{data?.error || 'Something went wrong'}</Typography>}
--- a/frontend/src/container/InfraMonitoringK8s/tests/Volumes/K8sVolumesList.test.tsx
+++ b/frontend/src/container/InfraMonitoringK8s/tests/Volumes/K8sVolumesList.test.tsx
@@ -0,0 +1,162 @@
+import setupCommonMocks from '../commonMocks';
+
+setupCommonMocks();
+
+import { QueryClient, QueryClientProvider } from 'react-query';
+// eslint-disable-next-line no-restricted-imports
+import { Provider } from 'react-redux';
+import { MemoryRouter } from 'react-router-dom';
+import { render, waitFor } from '@testing-library/react';
+import { FeatureKeys } from 'constants/features';
+import K8sVolumesList from 'container/InfraMonitoringK8s/Volumes/K8sVolumesList';
+import { rest, server } from 'mocks-server/server';
+import { IAppContext, IUser } from 'providers/App/types';
+import store from 'store';
+import { LicenseResModel } from 'types/api/licensesV3/getActive';
+
+const queryClient = new QueryClient({
+	defaultOptions: {
+		queries: {
+			retry: false,
+			cacheTime: 0,
+		},
+	},
+});
+
+const SERVER_URL = 'http://localhost/api';
+
+describe('K8sVolumesList - useGetAggregateKeys Category Regression', () => {
+	let requestsMade: Array<{
+		url: string;
+		params: URLSearchParams;
+		body?: any;
+	}> = [];
+
+	beforeEach(() => {
+		requestsMade = [];
+		queryClient.clear();
+
+		server.use(
+			rest.get(`${SERVER_URL}/v3/autocomplete/attribute_keys`, (req, res, ctx) => {
+				const url = req.url.toString();
+				const params = req.url.searchParams;
+
+				requestsMade.push({
+					url,
+					params,
+				});
+
+				return res(
+					ctx.status(200),
+					ctx.json({
+						status: 'success',
+						data: {
+							attributeKeys: [],
+						},
+					}),
+				);
+			}),
+			rest.post(`${SERVER_URL}/v1/pvcs/list`, (req, res, ctx) =>
+				res(
+					ctx.status(200),
+					ctx.json({
+						status: 'success',
+						data: {
+							type: 'list',
+							records: [],
+							groups: null,
+							total: 0,
+							sentAnyHostMetricsData: false,
+							isSendingK8SAgentMetrics: false,
+						},
+					}),
+				),
+			),
+		);
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	it('should call aggregate keys API with k8s_volume_capacity', async () => {
+		render(
+			<QueryClientProvider client={queryClient}>
+				<Provider store={store}>
+					<MemoryRouter>
+						<K8sVolumesList
+							isFiltersVisible={false}
+							handleFilterVisibilityChange={jest.fn()}
+							quickFiltersLastUpdated={-1}
+						/>
+					</MemoryRouter>
+				</Provider>
+			</QueryClientProvider>,
+		);
+
+		await waitFor(() => {
+			expect(requestsMade.length).toBeGreaterThan(0);
+		});
+
+		// Find the attribute_keys request
+		const attributeKeysRequest = requestsMade.find((req) =>
+			req.url.includes('/autocomplete/attribute_keys'),
+		);
+
+		expect(attributeKeysRequest).toBeDefined();
+
+		const aggregateAttribute = attributeKeysRequest?.params.get(
+			'aggregateAttribute',
+		);
+
+		expect(aggregateAttribute).toBe('k8s_volume_capacity');
+	});
+
+	it('should call aggregate keys API with k8s.volume.capacity when dotMetrics enabled', async () => {
+		jest
+			.spyOn(await import('providers/App/App'), 'useAppContext')
+			.mockReturnValue({
+				featureFlags: [
+					{
+						name: FeatureKeys.DOT_METRICS_ENABLED,
+						active: true,
+						usage: 0,
+						usage_limit: 0,
+						route: '',
+					},
+				],
+				user: { role: 'ADMIN' } as IUser,
+				activeLicense: (null as unknown) as LicenseResModel,
+			} as IAppContext);
+
+		render(
+			<QueryClientProvider client={queryClient}>
+				<Provider store={store}>
+					<MemoryRouter>
+						<K8sVolumesList
+							isFiltersVisible={false}
+							handleFilterVisibilityChange={jest.fn()}
+							quickFiltersLastUpdated={-1}
+						/>
+					</MemoryRouter>
+				</Provider>
+			</QueryClientProvider>,
+		);
+
+		await waitFor(() => {
+			expect(requestsMade.length).toBeGreaterThan(0);
+		});
+
+		const attributeKeysRequest = requestsMade.find((req) =>
+			req.url.includes('/autocomplete/attribute_keys'),
+		);
+
+		expect(attributeKeysRequest).toBeDefined();
+
+		const aggregateAttribute = attributeKeysRequest?.params.get(
+			'aggregateAttribute',
+		);
+
+		expect(aggregateAttribute).toBe('k8s.volume.capacity');
+	});
+});
--- a/frontend/src/hooks/dashboard/test/useIsPanelWaitingOnVariable.test.ts
+++ b/frontend/src/hooks/dashboard/test/useIsPanelWaitingOnVariable.test.ts
@@ -137,7 +137,7 @@ describe('useIsPanelWaitingOnVariable', () => {
 		expect(result.current).toBe(false);
 	});

-	it('should return true for DYNAMIC variable with allSelected=true that is loading', () => {
+	it('should return false for DYNAMIC variable with allSelected=true that is loading but has a selectedValue', () => {
 		setFetchStates({ dyn: 'loading' });
 		setDashboardVariables({
 			variables: {
@@ -152,10 +152,10 @@ describe('useIsPanelWaitingOnVariable', () => {
 		});

 		const { result } = renderHook(() => useIsPanelWaitingOnVariable(['dyn']));
-		expect(result.current).toBe(true);
+		expect(result.current).toBe(false);
 	});

-	it('should return true for DYNAMIC variable with allSelected=true that is waiting', () => {
+	it('should return false for DYNAMIC variable with allSelected=true that is waiting but has a selectedValue', () => {
 		setFetchStates({ dyn: 'waiting' });
 		setDashboardVariables({
 			variables: {
@@ -170,7 +170,7 @@ describe('useIsPanelWaitingOnVariable', () => {
 		});

 		const { result } = renderHook(() => useIsPanelWaitingOnVariable(['dyn']));
-		expect(result.current).toBe(true);
+		expect(result.current).toBe(false);
 	});

 	it('should return false for DYNAMIC variable with allSelected=true that is idle', () => {
@@ -313,4 +313,39 @@ describe('useIsPanelWaitingOnVariable', () => {
 		const { result } = renderHook(() => useIsPanelWaitingOnVariable(['a']));
 		expect(result.current).toBe(true);
 	});
+
+	it('should find variable by name when store key differs from variable name', () => {
+		setFetchStates({ myVar: 'loading' });
+		setDashboardVariables({
+			variables: {
+				'uuid-abc-123': makeVariable({
+					id: 'uuid-abc-123',
+					name: 'myVar',
+					selectedValue: undefined,
+				}),
+			},
+			variableTypes: { myVar: 'QUERY' },
+		});
+
+		const { result } = renderHook(() => useIsPanelWaitingOnVariable(['myVar']));
+		expect(result.current).toBe(true);
+	});
+
+	it('should respect selectedValue when store key differs from variable name', () => {
+		// When the variable has a value, it should not block even if loading
+		setFetchStates({ myVar: 'loading' });
+		setDashboardVariables({
+			variables: {
+				'uuid-abc-123': makeVariable({
+					id: 'uuid-abc-123',
+					name: 'myVar',
+					selectedValue: 'production',
+				}),
+			},
+			variableTypes: { myVar: 'QUERY' },
+		});
+
+		const { result } = renderHook(() => useIsPanelWaitingOnVariable(['myVar']));
+		expect(result.current).toBe(false);
+	});
 });
--- a/frontend/src/hooks/dashboard/test/useVariablesFromUrl.test.tsx
+++ b/frontend/src/hooks/dashboard/test/useVariablesFromUrl.test.tsx
@@ -226,6 +226,41 @@ describe('useVariablesFromUrl', () => {
 		expect(urlVariables.undefinedVar).toBeUndefined();
 	});

+	it('should return empty object when URL param contains a bare % that makes decodeURIComponent throw', () => {
+		// Simulate a URL where the variables param is a raw JSON string containing a literal %
+		// (e.g. a metric value like "cpu_usage_50%"). URLSearchParams.get() returns the value
+		// as-is when it was set directly; if it contains a bare %, decodeURIComponent throws a URIError.
+		const rawJson = JSON.stringify({ threshold: '50%' });
+		const history = createMemoryHistory({
+			initialEntries: [`/?${QueryParams.variables}=${rawJson}`],
+		});
+
+		const { result } = renderHook(() => useVariablesFromUrl(), {
+			wrapper: ({ children }: { children: React.ReactNode }) => (
+				<Router history={history}>{children}</Router>
+			),
+		});
+
+		// Should parse successfully via the raw fallback, not throw or return {}
+		const vars = result.current.getUrlVariables();
+		expect(vars).toEqual({ threshold: '50%' });
+	});
+
+	it('should return empty object when URL param is completely unparseable', () => {
+		// A value that fails both decodeURIComponent and JSON.parse
+		const history = createMemoryHistory({
+			initialEntries: [`/?${QueryParams.variables}=not-json-%ZZ`],
+		});
+
+		const { result } = renderHook(() => useVariablesFromUrl(), {
+			wrapper: ({ children }: { children: React.ReactNode }) => (
+				<Router history={history}>{children}</Router>
+			),
+		});
+
+		expect(result.current.getUrlVariables()).toEqual({});
+	});
+
 	it('should update variables with array values correctly', () => {
 		const history = createMemoryHistory({
 			initialEntries: ['/'],
--- a/frontend/src/hooks/dashboard/useVariableFetchState.ts
+++ b/frontend/src/hooks/dashboard/useVariableFetchState.ts
@@ -133,21 +133,19 @@ export function useVariableFetchState(
 export function useIsPanelWaitingOnVariable(variableNames: string[]): boolean {
 	const states = useVariableFetchSelector((s) => s.states);
 	const dashboardVariables = useDashboardVariablesSelector((s) => s.variables);
-	const variableTypesMap = useDashboardVariablesSelector((s) => s.variableTypes);

 	return variableNames.some((name) => {
 		const variableFetchState = states[name];
-		const { selectedValue, allSelected } = dashboardVariables?.[name] || {};
+		const variableData = Object.values(dashboardVariables).find(
+			(v) => v.name === name,
+		);
+		const { selectedValue } = variableData || {};

 		const isVariableInFetchingOrWaitingState =
 			variableFetchState === 'loading' ||
 			variableFetchState === 'revalidating' ||
 			variableFetchState === 'waiting';

-		if (variableTypesMap[name] === 'DYNAMIC' && allSelected) {
-			return isVariableInFetchingOrWaitingState;
-		}
-
 		return isEmpty(selectedValue) ? isVariableInFetchingOrWaitingState : false;
 	});
 }
--- a/frontend/src/hooks/dashboard/useVariablesFromUrl.tsx
+++ b/frontend/src/hooks/dashboard/useVariablesFromUrl.tsx
@@ -32,7 +32,14 @@ const useVariablesFromUrl = (): UseVariablesFromUrlReturn => {
 		}

 		try {
-			return JSON.parse(decodeURIComponent(variablesParam));
+			const decoded = ((): string => {
+				try {
+					return decodeURIComponent(variablesParam);
+				} catch {
+					return variablesParam;
+				}
+			})();
+			return JSON.parse(decoded);
 		} catch (error) {
 			Sentry.captureEvent({
 				message: `Failed to parse dashboard variables from URL: ${error}`,
--- a/frontend/src/hooks/useCopyToClipboard.ts
+++ b/frontend/src/hooks/useCopyToClipboard.ts
@@ -39,6 +39,7 @@ export function useCopyToClipboard(

 	const copyToClipboard = useCallback(
 		(text: string, id?: ID): void => {
+			// eslint-disable-next-line no-restricted-properties
 			navigator.clipboard.writeText(text).then(() => {
 				if (timeoutRef.current) {
 					clearTimeout(timeoutRef.current);
--- a/frontend/src/pages/AlertDetails/AlertHeader/AlertSeverity/AlertSeverity.tsx
+++ b/frontend/src/pages/AlertDetails/AlertHeader/AlertSeverity/AlertSeverity.tsx
@@ -1,3 +1,5 @@
+import { useMemo } from 'react';
+import * as Sentry from '@sentry/react';
 import SeverityCriticalIcon from 'assets/AlertHistory/SeverityCriticalIcon';
 import SeverityErrorIcon from 'assets/AlertHistory/SeverityErrorIcon';
 import SeverityInfoIcon from 'assets/AlertHistory/SeverityInfoIcon';
@@ -5,34 +7,50 @@ import SeverityWarningIcon from 'assets/AlertHistory/SeverityWarningIcon';

 import './AlertSeverity.styles.scss';

+const severityConfig: Record<string, Record<string, string | JSX.Element>> = {
+	critical: {
+		text: 'Critical',
+		className: 'alert-severity--critical',
+		icon: <SeverityCriticalIcon />,
+	},
+	error: {
+		text: 'Error',
+		className: 'alert-severity--error',
+		icon: <SeverityErrorIcon />,
+	},
+	warning: {
+		text: 'Warning',
+		className: 'alert-severity--warning',
+		icon: <SeverityWarningIcon />,
+	},
+	info: {
+		text: 'Info',
+		className: 'alert-severity--info',
+		icon: <SeverityInfoIcon />,
+	},
+};
+
 export default function AlertSeverity({
 	severity,
 }: {
 	severity: string;
 }): JSX.Element {
-	const severityConfig: Record<string, Record<string, string | JSX.Element>> = {
-		critical: {
-			text: 'Critical',
-			className: 'alert-severity--critical',
-			icon: <SeverityCriticalIcon />,
-		},
-		error: {
-			text: 'Error',
-			className: 'alert-severity--error',
-			icon: <SeverityErrorIcon />,
-		},
-		warning: {
-			text: 'Warning',
-			className: 'alert-severity--warning',
-			icon: <SeverityWarningIcon />,
-		},
-		info: {
-			text: 'Info',
+	const severityDetails = useMemo(() => {
+		if (severityConfig[severity]) {
+			return severityConfig[severity];
+		}
+
+		Sentry.captureEvent({
+			message: `Received unknown severity on Alert Details: ${severity}`,
+			level: 'error',
+		});
+
+		return {
+			text: severity,
 			className: 'alert-severity--info',
 			icon: <SeverityInfoIcon />,
-		},
-	};
-	const severityDetails = severityConfig[severity];
+		};
+	}, [severity]);
 	return (
 		<div className={`alert-severity ${severityDetails.className}`}>
 			<div className="alert-severity__icon">{severityDetails.icon}</div>
--- a/frontend/src/pages/AlertDetails/hooks.tsx
+++ b/frontend/src/pages/AlertDetails/hooks.tsx
@@ -20,7 +20,6 @@ import AlertHistory from 'container/AlertHistory';
 import { TIMELINE_TABLE_PAGE_SIZE } from 'container/AlertHistory/constants';
 import { AlertDetailsTab, TimelineFilter } from 'container/AlertHistory/types';
 import { urlKey } from 'container/AllError/utils';
-import { RelativeTimeMap } from 'container/TopNav/DateTimeSelectionV2/constants';
 import useAxiosError from 'hooks/useAxiosError';
 import { useNotifications } from 'hooks/useNotifications';
 import { useSafeNavigate } from 'hooks/useSafeNavigate';
@@ -47,6 +46,8 @@ import { PayloadProps } from 'types/api/alerts/get';
 import { TagFilter } from 'types/api/queryBuilder/queryBuilderData';
 import { nanoToMilli } from 'utils/timeUtils';

+const DEFAULT_TIME_RANGE = '30m';
+
 export const useAlertHistoryQueryParams = (): {
 	ruleId: string | null;
 	startTime: number;
@@ -61,8 +62,8 @@ export const useAlertHistoryQueryParams = (): {
 	const relativeTimeParam = params.get(QueryParams.relativeTime);

 	const relativeTime =
-		(relativeTimeParam === 'null' ? null : relativeTimeParam) ??
-		RelativeTimeMap['6hr'];
+		(relativeTimeParam === 'null' ? null : relativeTimeParam) ||
+		DEFAULT_TIME_RANGE;

 	const intStartTime = parseInt(startTime || '0', 10);
 	const intEndTime = parseInt(endTime || '0', 10);
--- a/frontend/src/types/api/alerts/def.ts
+++ b/frontend/src/types/api/alerts/def.ts
@@ -56,8 +56,8 @@ export interface AlertRuleStats {
 	totalPastTriggers: number;
 	currentTriggersSeries: CurrentTriggersSeries;
 	pastTriggersSeries: CurrentTriggersSeries | null;
-	currentAvgResolutionTime: number;
-	pastAvgResolutionTime: number;
+	currentAvgResolutionTime: string;
+	pastAvgResolutionTime: string;
 	currentAvgResolutionTimeSeries: CurrentTriggersSeries;
 	pastAvgResolutionTimeSeries: any | null;
 }
--- a/frontend/src/utils/timeUtils.ts
+++ b/frontend/src/utils/timeUtils.ts
@@ -112,6 +112,12 @@ export function formatEpochTimestamp(epoch: number): string {
 */

 export function formatTime(seconds: number): string {
+	seconds = +seconds;
+
+	if (Number.isNaN(seconds)) {
+		return '-';
+	}
+
 	const days = seconds / 86400;

 	if (days >= 1) {
--- a/pkg/apiserver/signozapiserver/cloudintegration.go
+++ b/pkg/apiserver/signozapiserver/cloudintegration.go
@@ -59,7 +59,7 @@ func (provider *provider) addCloudIntegrationRoutes(router *mux.Router) error {
 			Description:         "This endpoint gets an account for the specified cloud provider",
 			Request:             nil,
 			RequestContentType:  "",
-			Response:            new(citypes.GettableAccount),
+			Response:            new(citypes.Account),
 			ResponseContentType: "application/json",
 			SuccessStatusCode:   http.StatusOK,
 			ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusNotFound},
@@ -139,7 +139,7 @@ func (provider *provider) addCloudIntegrationRoutes(router *mux.Router) error {
 			Description:         "This endpoint gets a service for the specified cloud provider",
 			Request:             nil,
 			RequestContentType:  "",
-			Response:            new(citypes.GettableService),
+			Response:            new(citypes.Service),
 			ResponseContentType: "application/json",
 			SuccessStatusCode:   http.StatusOK,
 			ErrorStatusCodes:    []int{},
@@ -150,7 +150,7 @@ func (provider *provider) addCloudIntegrationRoutes(router *mux.Router) error {
 		return err
 	}

-	if err := router.Handle("/api/v1/cloud_integrations/{cloud_provider}/services/{service_id}", handler.New(
+	if err := router.Handle("/api/v1/cloud_integrations/{cloud_provider}/accounts/{id}/services/{service_id}", handler.New(
 		provider.authZ.AdminAccess(provider.cloudIntegrationHandler.UpdateService),
 		handler.OpenAPIDef{
 			ID:                  "UpdateService",
--- a/pkg/modules/cloudintegration/cloudintegration.go
+++ b/pkg/modules/cloudintegration/cloudintegration.go
@@ -13,16 +13,16 @@ type Module interface {
 	CreateAccount(ctx context.Context, account *citypes.Account) error

 	// GetAccount returns cloud integration account
-	GetAccount(ctx context.Context, orgID, accountID valuer.UUID) (*citypes.Account, error)
+	GetAccount(ctx context.Context, orgID, accountID valuer.UUID, provider citypes.CloudProviderType) (*citypes.Account, error)

 	// ListAccounts lists accounts where agent is connected
-	ListAccounts(ctx context.Context, orgID valuer.UUID) ([]*citypes.Account, error)
+	ListAccounts(ctx context.Context, orgID valuer.UUID, provider citypes.CloudProviderType) ([]*citypes.Account, error)

 	// UpdateAccount updates the cloud integration account for a specific organization.
 	UpdateAccount(ctx context.Context, account *citypes.Account) error

 	// DisconnectAccount soft deletes/removes a cloud integration account.
-	DisconnectAccount(ctx context.Context, orgID, accountID valuer.UUID) error
+	DisconnectAccount(ctx context.Context, orgID, accountID valuer.UUID, provider citypes.CloudProviderType) error

 	// GetConnectionArtifact returns cloud provider specific connection information,
 	// client side handles how this information is shown
@@ -30,17 +30,20 @@ type Module interface {

 	// ListServicesMetadata returns the list of services metadata for a cloud provider attached with the integrationID.
 	// This just returns a summary of the service and not the whole service definition
-	ListServicesMetadata(ctx context.Context, orgID valuer.UUID, integrationID *valuer.UUID) ([]*citypes.ServiceMetadata, error)
+	ListServicesMetadata(ctx context.Context, orgID valuer.UUID, provider citypes.CloudProviderType, integrationID *valuer.UUID) ([]*citypes.ServiceMetadata, error)

 	// GetService returns service definition details for a serviceID. This returns config and
 	// other details required to show in service details page on web client.
-	GetService(ctx context.Context, orgID valuer.UUID, integrationID *valuer.UUID, serviceID string) (*citypes.Service, error)
+	GetService(ctx context.Context, orgID valuer.UUID, integrationID *valuer.UUID, serviceID citypes.ServiceID, provider citypes.CloudProviderType) (*citypes.Service, error)
+
+	// CreateService creates a new service for a cloud integration account.
+	CreateService(ctx context.Context, orgID valuer.UUID, service *citypes.CloudIntegrationService, provider citypes.CloudProviderType) error

 	// UpdateService updates cloud integration service
-	UpdateService(ctx context.Context, orgID valuer.UUID, service *citypes.CloudIntegrationService) error
+	UpdateService(ctx context.Context, orgID valuer.UUID, service *citypes.CloudIntegrationService, provider citypes.CloudProviderType) error

 	// AgentCheckIn is called by agent to heartbeat and get latest config in response.
-	AgentCheckIn(ctx context.Context, orgID valuer.UUID, req *citypes.AgentCheckInRequest) (*citypes.AgentCheckInResponse, error)
+	AgentCheckIn(ctx context.Context, orgID valuer.UUID, provider citypes.CloudProviderType, req *citypes.AgentCheckInRequest) (*citypes.AgentCheckInResponse, error)

 	// GetDashboardByID returns dashboard JSON for a given dashboard id.
 	// this only returns the dashboard when the service (embedded in dashboard id) is enabled
@@ -50,6 +53,39 @@ type Module interface {
 	// ListDashboards returns list of dashboards across all connected cloud integration accounts
 	// for enabled services in the org. This list gets added to dashboard list page
 	ListDashboards(ctx context.Context, orgID valuer.UUID) ([]*dashboardtypes.Dashboard, error)
+
+	// GetCloudProvider returns cloud provider specific module
+	GetCloudProvider(provider citypes.CloudProviderType) (CloudProviderModule, error)
+}
+
+type CloudProviderModule interface {
+	GetConnectionArtifact(ctx context.Context, creds *citypes.SignozCredentials, account *citypes.Account, req *citypes.ConnectionArtifactRequest) (*citypes.ConnectionArtifact, error)
+
+	// ListServiceDefinitions returns all service definitions for this cloud provider.
+	ListServiceDefinitions() ([]citypes.ServiceDefinition, error)
+
+	// GetServiceDefinition returns the service definition for the given service ID.
+	GetServiceDefinition(serviceID citypes.ServiceID) (*citypes.ServiceDefinition, error)
+
+	// IsServiceEnabled returns true if the service has at least one signal (logs or metrics) enabled.
+	IsServiceEnabled(config *citypes.ServiceConfig) bool
+
+	// IsMetricsEnabled returns true if the service config has metrics explicitly enabled.
+	// Used to gate dashboard availability — dashboards are only shown when metrics are enabled.
+	IsMetricsEnabled(config *citypes.ServiceConfig) bool
+
+	// ServiceConfigFromStorableServiceConfig converts a stored service's provider-specific JSON config
+	// into a *ServiceConfig wrapper.
+	ServiceConfigFromStorableServiceConfig(config string) (*citypes.ServiceConfig, error)
+
+	// StorableConfigFromServiceConfig serializes a ServiceConfig into the raw provider-specific
+	// JSON string suitable for storing in StorableCloudIntegrationService.Config.
+	// It strips any signal config (logs/metrics) that the service's SupportedSignals declares unsupported.
+	StorableConfigFromServiceConfig(cfg *citypes.ServiceConfig, supported citypes.SupportedSignals) (string, error)
+
+	// BuildIntegrationConfig compiles the provider-specific integration config from the account
+	// and list of configured services. This is the config returned to the agent on check-in.
+	BuildIntegrationConfig(account *citypes.Account, services []*citypes.StorableCloudIntegrationService) (*citypes.ProviderIntegrationConfig, error)
 }

 type Handler interface {
--- a/pkg/modules/cloudintegration/implcloudintegration/handler.go
+++ b/pkg/modules/cloudintegration/implcloudintegration/handler.go
@@ -1,58 +1,415 @@
 package implcloudintegration

 import (
+	"context"
 	"net/http"
+	"time"

+	"github.com/SigNoz/signoz/pkg/http/binding"
+	"github.com/SigNoz/signoz/pkg/http/render"
 	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/gorilla/mux"
 )

-type handler struct{}
-
-func NewHandler() cloudintegration.Handler {
-	return &handler{}
+type handler struct {
+	module cloudintegration.Module
 }

-func (handler *handler) CreateAccount(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func NewHandler(module cloudintegration.Module) cloudintegration.Handler {
+	return &handler{
+		module: module,
+	}
 }

-func (handler *handler) ListAccounts(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) CreateAccount(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	postableConnectionArtifact := new(cloudintegrationtypes.PostableConnectionArtifact)
+
+	err = binding.JSON.BindBody(r.Body, postableConnectionArtifact)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	accountConfig, err := cloudintegrationtypes.NewAccountConfigFromPostableArtifact(provider, postableConnectionArtifact)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	account := cloudintegrationtypes.NewAccount(valuer.MustNewUUID(claims.OrgID), provider, accountConfig)
+	err = handler.module.CreateAccount(ctx, account)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	connectionArtifactRequest, err := cloudintegrationtypes.NewArtifactRequestFromPostableArtifact(provider, postableConnectionArtifact)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	connectionArtifact, err := handler.module.GetConnectionArtifact(ctx, account, connectionArtifactRequest)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, &cloudintegrationtypes.GettableAccountWithArtifact{
+		ID:       account.ID,
+		Artifact: connectionArtifact,
+	})
 }

-func (handler *handler) GetAccount(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) GetAccount(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	accountIDString := mux.Vars(r)["id"]
+	accountID, err := valuer.NewUUID(accountIDString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	account, err := handler.module.GetAccount(ctx, valuer.MustNewUUID(claims.OrgID), accountID, provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, account)
 }

-func (handler *handler) UpdateAccount(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) ListAccounts(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	accounts, err := handler.module.ListAccounts(ctx, valuer.MustNewUUID(claims.OrgID), provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, &cloudintegrationtypes.GettableAccounts{
+		Accounts: accounts,
+	})
 }

-func (handler *handler) DisconnectAccount(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) UpdateAccount(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	id := mux.Vars(r)["id"]
+	cloudIntegrationID, err := valuer.NewUUID(id)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	req := new(cloudintegrationtypes.UpdatableAccount)
+	if err := binding.JSON.BindBody(r.Body, req); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	account, err := handler.module.GetAccount(ctx, valuer.MustNewUUID(claims.OrgID), cloudIntegrationID, provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	if err := account.Update(req.Config); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	err = handler.module.UpdateAccount(ctx, account)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusNoContent, nil)
 }

-func (handler *handler) ListServicesMetadata(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) DisconnectAccount(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	id := mux.Vars(r)["id"]
+	cloudIntegrationID, err := valuer.NewUUID(id)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	err = handler.module.DisconnectAccount(ctx, valuer.MustNewUUID(claims.OrgID), cloudIntegrationID, provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusNoContent, nil)
 }

-func (handler *handler) GetService(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) ListServicesMetadata(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	var integrationID *valuer.UUID
+	if idStr := r.URL.Query().Get("cloud_integration_id"); idStr != "" {
+		id, err := valuer.NewUUID(idStr)
+		if err != nil {
+			render.Error(rw, err)
+			return
+		}
+		integrationID = &id
+	}
+
+	services, err := handler.module.ListServicesMetadata(ctx, valuer.MustNewUUID(claims.OrgID), provider, integrationID)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, &cloudintegrationtypes.GettableServicesMetadata{
+		Services: services,
+	})
 }

-func (handler *handler) UpdateService(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) GetService(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	serviceIDString := mux.Vars(r)["service_id"]
+	serviceID, err := cloudintegrationtypes.NewServiceID(provider, serviceIDString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	var integrationID *valuer.UUID
+	if idStr := r.URL.Query().Get("cloud_integration_id"); idStr != "" {
+		id, err := valuer.NewUUID(idStr)
+		if err != nil {
+			render.Error(rw, err)
+			return
+		}
+		integrationID = &id
+	}
+
+	svc, err := handler.module.GetService(ctx, valuer.MustNewUUID(claims.OrgID), integrationID, serviceID, provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, svc)
 }

-func (handler *handler) AgentCheckIn(writer http.ResponseWriter, request *http.Request) {
-	// TODO implement me
-	panic("implement me")
+func (handler *handler) UpdateService(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	serviceIDString := mux.Vars(r)["service_id"]
+	serviceID, err := cloudintegrationtypes.NewServiceID(provider, serviceIDString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	req := new(cloudintegrationtypes.UpdatableService)
+	if err := binding.JSON.BindBody(r.Body, req); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	cloudIntegrationID, err := valuer.NewUUID(mux.Vars(r)["id"])
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	orgID := valuer.MustNewUUID(claims.OrgID)
+
+	svc, err := handler.module.GetService(ctx, orgID, &cloudIntegrationID, serviceID, provider)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	if svc.CloudIntegrationService == nil {
+		cloudIntegrationService := cloudintegrationtypes.NewCloudIntegrationService(serviceID, cloudIntegrationID, req.Config)
+		err = handler.module.CreateService(ctx, orgID, cloudIntegrationService, provider)
+	} else {
+		svc.CloudIntegrationService.Update(req.Config)
+		err = handler.module.UpdateService(ctx, orgID, svc.CloudIntegrationService, provider)
+	}
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusNoContent, nil)
+}
+
+func (handler *handler) AgentCheckIn(rw http.ResponseWriter, r *http.Request) {
+	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
+	defer cancel()
+
+	claims, err := authtypes.ClaimsFromContext(ctx)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	providerString := mux.Vars(r)["cloud_provider"]
+	provider, err := cloudintegrationtypes.NewCloudProvider(providerString)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	req := new(cloudintegrationtypes.PostableAgentCheckInRequest)
+	if err := binding.JSON.BindBody(r.Body, req); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	if err := req.Validate(); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	// Map old fields → new fields for backward compatibility with old agents
+	// Old agents send account_id (=> cloudIntegrationId) and cloud_account_id (=> providerAccountId)
+	if req.ID != "" {
+		id, err := valuer.NewUUID(req.ID)
+		if err != nil {
+			render.Error(rw, err)
+			return
+		}
+		req.CloudIntegrationID = id
+		req.ProviderAccountID = req.AccountID
+	}
+
+	orgID := valuer.MustNewUUID(claims.OrgID)
+	resp, err := handler.module.AgentCheckIn(ctx, orgID, provider, &req.AgentCheckInRequest)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, cloudintegrationtypes.NewGettableAgentCheckInResponse(provider, resp))
 }
--- a/pkg/modules/cloudintegration/implcloudintegration/module.go
+++ b/pkg/modules/cloudintegration/implcloudintegration/module.go
@@ -0,0 +1,73 @@
+package implcloudintegration
+
+import (
+	"context"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+	"github.com/SigNoz/signoz/pkg/types/dashboardtypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+)
+
+type module struct{}
+
+func NewModule() cloudintegration.Module {
+	return &module{}
+}
+
+func (module *module) CreateAccount(ctx context.Context, account *cloudintegrationtypes.Account) error {
+	return errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "create account is not supported")
+}
+
+func (module *module) GetAccount(ctx context.Context, orgID valuer.UUID, accountID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) (*cloudintegrationtypes.Account, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "get account is not supported")
+}
+
+func (module *module) ListAccounts(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) ([]*cloudintegrationtypes.Account, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "list accounts is not supported")
+}
+
+func (module *module) UpdateAccount(ctx context.Context, account *cloudintegrationtypes.Account) error {
+	return errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "update account is not supported")
+}
+
+func (module *module) DisconnectAccount(ctx context.Context, orgID valuer.UUID, accountID valuer.UUID, provider cloudintegrationtypes.CloudProviderType) error {
+	return errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "disconnect account is not supported")
+}
+
+func (module *module) CreateService(ctx context.Context, orgID valuer.UUID, service *cloudintegrationtypes.CloudIntegrationService, provider cloudintegrationtypes.CloudProviderType) error {
+	return errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "create service is not supported")
+}
+
+func (module *module) GetService(ctx context.Context, orgID valuer.UUID, integrationID *valuer.UUID, serviceID cloudintegrationtypes.ServiceID, provider cloudintegrationtypes.CloudProviderType) (*cloudintegrationtypes.Service, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "get service is not supported")
+}
+
+func (module *module) ListServicesMetadata(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType, integrationID *valuer.UUID) ([]*cloudintegrationtypes.ServiceMetadata, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "list services metadata is not supported")
+}
+
+func (module *module) UpdateService(ctx context.Context, orgID valuer.UUID, service *cloudintegrationtypes.CloudIntegrationService, provider cloudintegrationtypes.CloudProviderType) error {
+	return errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "update service is not supported")
+}
+
+func (module *module) GetConnectionArtifact(ctx context.Context, account *cloudintegrationtypes.Account, req *cloudintegrationtypes.ConnectionArtifactRequest) (*cloudintegrationtypes.ConnectionArtifact, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "get connection artifact is not supported")
+}
+
+func (module *module) AgentCheckIn(ctx context.Context, orgID valuer.UUID, provider cloudintegrationtypes.CloudProviderType, req *cloudintegrationtypes.AgentCheckInRequest) (*cloudintegrationtypes.AgentCheckInResponse, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "agent check-in is not supported")
+}
+
+func (module *module) GetDashboardByID(ctx context.Context, orgID valuer.UUID, id string) (*dashboardtypes.Dashboard, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "get dashboard by ID is not supported")
+}
+
+func (module *module) ListDashboards(ctx context.Context, orgID valuer.UUID) ([]*dashboardtypes.Dashboard, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "list dashboards is not supported")
+}
+
+func (module *module) GetCloudProvider(provider cloudintegrationtypes.CloudProviderType) (cloudintegration.CloudProviderModule, error) {
+	return nil, errors.New(errors.TypeUnsupported, cloudintegrationtypes.ErrCodeUnsupported, "get cloud provider is not supported")
+}
--- a/pkg/modules/cloudintegration/implcloudintegration/store.go
+++ b/pkg/modules/cloudintegration/implcloudintegration/store.go
@@ -172,3 +172,9 @@ func (store *store) UpdateService(ctx context.Context, service *cloudintegration
 		Exec(ctx)
 	return err
 }
+
+func (store *store) RunInTx(ctx context.Context, cb func(ctx context.Context) error) error {
+	return store.store.RunInTxCtx(ctx, nil, func(ctx context.Context) error {
+		return cb(ctx)
+	})
+}
--- a/pkg/modules/metricsexplorer/implmetricsexplorer/module.go
+++ b/pkg/modules/metricsexplorer/implmetricsexplorer/module.go
@@ -797,17 +797,17 @@ func (m *module) buildFilterClause(ctx context.Context, filter *qbtypes.Filter,
 	}

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          ctx,
 		Logger:           m.logger,
 		FieldMapper:      m.fieldMapper,
 		ConditionBuilder: m.condBuilder,
 		FullTextColumn:   &telemetrytypes.TelemetryFieldKey{Name: "metric_name", FieldContext: telemetrytypes.FieldContextMetric},
 		FieldKeys:        keys,
+		StartNs:          querybuilder.ToNanoSecs(uint64(startMillis)),
+		EndNs:            querybuilder.ToNanoSecs(uint64(endMillis)),
 	}

-	startNs := querybuilder.ToNanoSecs(uint64(startMillis))
-	endNs := querybuilder.ToNanoSecs(uint64(endMillis))
-
-	whereClause, err := querybuilder.PrepareWhereClause(expression, opts, startNs, endNs)
+	whereClause, err := querybuilder.PrepareWhereClause(expression, opts)
 	if err != nil {
 		return nil, err
 	}
--- a/pkg/querier/signozquerier/provider.go
+++ b/pkg/querier/signozquerier/provider.go
@@ -66,6 +66,7 @@ func newProvider(
 		telemetrylogs.LogResourceKeysTblName,
 		telemetrymetadata.DBName,
 		telemetrymetadata.AttributesMetadataLocalTableName,
+		telemetrymetadata.ColumnEvolutionMetadataTableName,
 	)

 	// Create trace statement builder
--- a/pkg/query-service/app/clickhouseReader/reader.go
+++ b/pkg/query-service/app/clickhouseReader/reader.go
@@ -1090,7 +1090,21 @@ func (r *ClickHouseReader) GetWaterfallSpansForTraceWithMetadata(ctx context.Con
 	}

 	processingPostCache := time.Now()
-	selectedSpans, uncollapsedSpans, rootServiceName, rootServiceEntryPoint := tracedetail.GetSelectedSpans(req.UncollapsedSpans, req.SelectedSpanID, traceRoots, spanIdToSpanNodeMap, req.IsSelectedSpanIDUnCollapsed)
+	// When req.Limit is 0 (not set by the client),  selectAllSpans is set to false
+	// preserving the old paged behaviour for backward compatibility
+	limit := min(req.Limit, tracedetail.MaxLimitToSelectAllSpans)
+	selectAllSpans := totalSpans <= uint64(limit)
+
+	var (
+		selectedSpans                          []*model.Span
+		uncollapsedSpans                       []string
+		rootServiceName, rootServiceEntryPoint string
+	)
+	if selectAllSpans {
+		selectedSpans, rootServiceName, rootServiceEntryPoint = tracedetail.GetAllSpans(traceRoots)
+	} else {
+		selectedSpans, uncollapsedSpans, rootServiceName, rootServiceEntryPoint = tracedetail.GetSelectedSpans(req.UncollapsedSpans, req.SelectedSpanID, traceRoots, spanIdToSpanNodeMap, req.IsSelectedSpanIDUnCollapsed)
+	}
 	r.logger.Info("getWaterfallSpansForTraceWithMetadata: processing post cache", "duration", time.Since(processingPostCache), "traceID", traceID)

 	// convert start timestamp to millis because right now frontend is expecting it in millis
@@ -1103,7 +1117,7 @@ func (r *ClickHouseReader) GetWaterfallSpansForTraceWithMetadata(ctx context.Con
 	}

 	response.Spans = selectedSpans
-	response.UncollapsedSpans = uncollapsedSpans
+	response.UncollapsedSpans = uncollapsedSpans // ignoring if all spans are returning
 	response.StartTimestampMillis = startTime / 1000000
 	response.EndTimestampMillis = endTime / 1000000
 	response.TotalSpansCount = totalSpans
@@ -1112,6 +1126,7 @@ func (r *ClickHouseReader) GetWaterfallSpansForTraceWithMetadata(ctx context.Con
 	response.RootServiceEntryPoint = rootServiceEntryPoint
 	response.ServiceNameToTotalDurationMap = serviceNameToTotalDurationMap
 	response.HasMissingSpans = hasMissingSpans
+	response.HasMore = !selectAllSpans
 	return response, nil
 }

@@ -3371,8 +3386,8 @@ func (r *ClickHouseReader) GetMetricAggregateAttributes(ctx context.Context, org

 	// Query all relevant metric names from time_series_v4, but leave metadata retrieval to cache/db
 	query := fmt.Sprintf(
-		`SELECT DISTINCT metric_name 
-		 FROM %s.%s 
+		`SELECT DISTINCT metric_name
+		 FROM %s.%s
 		 WHERE metric_name ILIKE $1 AND __normalized = $2`,
 		signozMetricDBName, signozTSTableNameV41Day)

@@ -3449,8 +3464,8 @@ func (r *ClickHouseReader) GetMeterAggregateAttributes(ctx context.Context, orgI
 	var response v3.AggregateAttributeResponse
 	// Query all relevant metric names from time_series_v4, but leave metadata retrieval to cache/db
 	query := fmt.Sprintf(
-		`SELECT metric_name,type,temporality,is_monotonic 
-		 FROM %s.%s 
+		`SELECT metric_name,type,temporality,is_monotonic
+		 FROM %s.%s
 		 WHERE metric_name ILIKE $1
 		 GROUP BY metric_name,type,temporality,is_monotonic`,
 		signozMeterDBName, signozMeterSamplesName)
@@ -5146,7 +5161,7 @@ func (r *ClickHouseReader) GetOverallStateTransitions(ctx context.Context, ruleI
        state,
        unix_milli AS firing_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateFiring.String() + `' 
+    WHERE overall_state = '` + model.StateFiring.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5157,7 +5172,7 @@ resolution_events AS (
        state,
        unix_milli AS resolution_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateInactive.String() + `' 
+    WHERE overall_state = '` + model.StateInactive.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5278,7 +5293,7 @@ WITH firing_events AS (
        state,
        unix_milli AS firing_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateFiring.String() + `' 
+    WHERE overall_state = '` + model.StateFiring.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5289,7 +5304,7 @@ resolution_events AS (
        state,
        unix_milli AS resolution_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateInactive.String() + `' 
+    WHERE overall_state = '` + model.StateInactive.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5335,7 +5350,7 @@ WITH firing_events AS (
        state,
        unix_milli AS firing_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateFiring.String() + `' 
+    WHERE overall_state = '` + model.StateFiring.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5346,7 +5361,7 @@ resolution_events AS (
        state,
        unix_milli AS resolution_time
    FROM %s.%s
-    WHERE overall_state = '` + model.StateInactive.String() + `' 
+    WHERE overall_state = '` + model.StateInactive.String() + `'
      AND overall_state_changed = true
      AND rule_id IN ('%s')
 	  AND unix_milli >= %d AND unix_milli <= %d
@@ -5608,7 +5623,7 @@ func (r *ClickHouseReader) GetMetricsDataPoints(ctx context.Context, metricName
 		instrumentationtypes.CodeNamespace:    "clickhouse-reader",
 		instrumentationtypes.CodeFunctionName: "GetMetricsDataPoints",
 	})
-	query := fmt.Sprintf(`SELECT 
+	query := fmt.Sprintf(`SELECT
    sum(count) as data_points
 FROM %s.%s
 WHERE metric_name = ?
@@ -5628,7 +5643,7 @@ func (r *ClickHouseReader) GetMetricsLastReceived(ctx context.Context, metricNam
 		instrumentationtypes.CodeNamespace:    "clickhouse-reader",
 		instrumentationtypes.CodeFunctionName: "GetMetricsLastReceived",
 	})
-	query := fmt.Sprintf(`SELECT 
+	query := fmt.Sprintf(`SELECT
    MAX(unix_milli) AS last_received_time
 FROM %s.%s
 WHERE metric_name = ?
@@ -5639,7 +5654,7 @@ WHERE metric_name = ?
 	if err != nil {
 		return 0, &model.ApiError{Typ: "ClickHouseError", Err: err}
 	}
-	query = fmt.Sprintf(`SELECT 
+	query = fmt.Sprintf(`SELECT
    MAX(unix_milli) AS last_received_time
 FROM %s.%s
 WHERE metric_name = ? and unix_milli > ?
@@ -5658,7 +5673,7 @@ func (r *ClickHouseReader) GetTotalTimeSeriesForMetricName(ctx context.Context,
 		instrumentationtypes.CodeNamespace:    "clickhouse-reader",
 		instrumentationtypes.CodeFunctionName: "GetTotalTimeSeriesForMetricName",
 	})
-	query := fmt.Sprintf(`SELECT 
+	query := fmt.Sprintf(`SELECT
    uniq(fingerprint) AS timeSeriesCount
 FROM %s.%s
 WHERE metric_name = ?;`, signozMetricDBName, signozTSTableNameV41Week)
@@ -5690,7 +5705,7 @@ func (r *ClickHouseReader) GetAttributesForMetricName(ctx context.Context, metri
 	}

 	const baseQueryTemplate = `
-SELECT 
+SELECT
    kv.1 AS key,
    arrayMap(x -> trim(BOTH '"' FROM x), groupUniqArray(1000)(kv.2)) AS values,
    length(groupUniqArray(10000)(kv.2)) AS valueCount
@@ -5799,7 +5814,7 @@ func (r *ClickHouseReader) ListSummaryMetrics(ctx context.Context, orgID valuer.
 	sampleTable, countExp := utils.WhichSampleTableToUse(req.Start, req.End)

 	metricsQuery := fmt.Sprintf(
-		`SELECT 
+		`SELECT
 		    t.metric_name AS metric_name,
 		    ANY_VALUE(t.description) AS description,
 		    ANY_VALUE(t.type) AS metric_type,
@@ -5864,11 +5879,11 @@ func (r *ClickHouseReader) ListSummaryMetrics(ctx context.Context, orgID valuer.

 	if whereClause != "" {
 		sb.WriteString(fmt.Sprintf(
-			`SELECT 
+			`SELECT
 				s.samples,
 				s.metric_name
 			FROM (
-				SELECT 
+				SELECT
 					dm.metric_name,
 					%s AS samples
 				FROM %s.%s AS dm
@@ -5898,11 +5913,11 @@ func (r *ClickHouseReader) ListSummaryMetrics(ctx context.Context, orgID valuer.
 	} else {
 		// If no filters, it is a simpler query.
 		sb.WriteString(fmt.Sprintf(
-			`SELECT 
+			`SELECT
        s.samples,
        s.metric_name
    FROM (
-        SELECT 
+        SELECT
            metric_name,
            %s AS samples
        FROM %s.%s
@@ -6007,16 +6022,16 @@ func (r *ClickHouseReader) GetMetricsTimeSeriesPercentage(ctx context.Context, r

 	// Construct the query without backticks
 	query := fmt.Sprintf(`
-		SELECT 
+		SELECT
 			metric_name,
 			total_value,
 			(total_value * 100.0 / total_time_series) AS percentage
 		FROM (
-			SELECT 
+			SELECT
 					metric_name,
 					uniq(fingerprint) AS total_value,
-					(SELECT uniq(fingerprint) 
-					 FROM %s.%s 
+					(SELECT uniq(fingerprint)
+					 FROM %s.%s
 					 WHERE unix_milli BETWEEN ? AND ? AND __normalized = ?) AS total_time_series
 				FROM %s.%s
 				WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND __normalized = ? %s
@@ -6092,7 +6107,7 @@ func (r *ClickHouseReader) GetMetricsSamplesPercentage(ctx context.Context, req

 	queryLimit := 50 + req.Limit
 	metricsQuery := fmt.Sprintf(
-		`SELECT 
+		`SELECT
 		    ts.metric_name AS metric_name,
 		    uniq(ts.fingerprint) AS timeSeries
 		FROM %s.%s AS ts
@@ -6149,13 +6164,13 @@ func (r *ClickHouseReader) GetMetricsSamplesPercentage(ctx context.Context, req
 			FROM %s.%s
 			WHERE unix_milli BETWEEN ? AND ?
 		)
-		SELECT 
+		SELECT
 			s.samples,
 			s.metric_name,
 			COALESCE((s.samples * 100.0 / t.total_samples), 0) AS percentage
-		FROM 
+		FROM
 		(
-			SELECT 
+			SELECT
 				dm.metric_name,
 				%s AS samples
 			FROM %s.%s AS dm`,
@@ -6176,7 +6191,7 @@ func (r *ClickHouseReader) GetMetricsSamplesPercentage(ctx context.Context, req
 	if whereClause != "" {
 		sb.WriteString(fmt.Sprintf(
 			` AND dm.fingerprint IN (
-				SELECT ts.fingerprint 
+				SELECT ts.fingerprint
 				FROM %s.%s AS ts
 				WHERE ts.metric_name IN (%s)
 				AND unix_milli BETWEEN ? AND ?
@@ -6247,7 +6262,7 @@ func (r *ClickHouseReader) GetNameSimilarity(ctx context.Context, req *metrics_e
 	}

 	query := fmt.Sprintf(`
-		SELECT 
+		SELECT
 			metric_name,
 			any(type) as type,
 		    any(temporality) as temporality,
@@ -6306,7 +6321,7 @@ func (r *ClickHouseReader) GetAttributeSimilarity(ctx context.Context, req *metr

 	// Get target labels
 	extractedLabelsQuery := fmt.Sprintf(`
-		SELECT 
+		SELECT
 			kv.1 AS label_key,
 			topK(10)(JSONExtractString(kv.2)) AS label_values
 		FROM %s.%s
@@ -6350,12 +6365,12 @@ func (r *ClickHouseReader) GetAttributeSimilarity(ctx context.Context, req *metr
 	priorityListString := strings.Join(priorityList, ", ")

 	candidateLabelsQuery := fmt.Sprintf(`
-		WITH 
-			arrayDistinct([%s]) AS filter_keys,     
+		WITH
+			arrayDistinct([%s]) AS filter_keys,
 			arrayDistinct([%s]) AS filter_values,
 			[%s] AS priority_pairs_input,
 			%d AS priority_multiplier
-		SELECT 
+		SELECT
 			metric_name,
 			any(type) as type,
 			any(temporality) as temporality,
@@ -6461,17 +6476,17 @@ func (r *ClickHouseReader) GetMetricsAllResourceAttributes(ctx context.Context,
 		instrumentationtypes.CodeFunctionName: "GetMetricsAllResourceAttributes",
 	})
 	start, end, attTable, _ := utils.WhichAttributesTableToUse(start, end)
-	query := fmt.Sprintf(`SELECT 
-    key, 
+	query := fmt.Sprintf(`SELECT
+    key,
    count(distinct value) AS distinct_value_count
 FROM (
    SELECT key, value
    FROM %s.%s
-    ARRAY JOIN 
+    ARRAY JOIN
        arrayConcat(mapKeys(resource_attributes)) AS key,
        arrayConcat(mapValues(resource_attributes)) AS value
    WHERE unix_milli between ? and ?
-) 
+)
 GROUP BY key
 ORDER BY distinct_value_count DESC;`, signozMetadataDbName, attTable)
 	valueCtx := context.WithValue(ctx, "clickhouse_max_threads", constants.MetricsExplorerClickhouseThreads)
@@ -6618,11 +6633,11 @@ func (r *ClickHouseReader) GetInspectMetricsFingerprints(ctx context.Context, at

 	start, end, tsTable, _ := utils.WhichTSTableToUse(req.Start, req.End)
 	query := fmt.Sprintf(`
-        SELECT 
+        SELECT
    arrayDistinct(groupArray(toString(fingerprint))) AS fingerprints
 FROM
 (
-    SELECT 
+    SELECT
        metric_name, labels, fingerprint,
        %s
    FROM %s.%s
@@ -6793,14 +6808,14 @@ func (r *ClickHouseReader) GetUpdatedMetricsMetadata(ctx context.Context, orgID
 	var stillMissing []string
 	if len(missingMetrics) > 0 {
 		metricList := "'" + strings.Join(missingMetrics, "', '") + "'"
-		query := fmt.Sprintf(`SELECT 
+		query := fmt.Sprintf(`SELECT
 						metric_name,
 						argMax(type, created_at) AS type,
 						argMax(description, created_at) AS description,
 						argMax(temporality, created_at) AS temporality,
 						argMax(is_monotonic, created_at) AS is_monotonic,
 						argMax(unit, created_at) AS unit
-					FROM %s.%s 
+					FROM %s.%s
 					WHERE metric_name IN (%s)
 					GROUP BY metric_name;`,
 			signozMetricDBName,
@@ -6848,7 +6863,7 @@ func (r *ClickHouseReader) GetUpdatedMetricsMetadata(ctx context.Context, orgID
 	if len(stillMissing) > 0 {
 		metricList := "'" + strings.Join(stillMissing, "', '") + "'"
 		query := fmt.Sprintf(`SELECT DISTINCT metric_name, type, description, temporality, is_monotonic, unit
-			FROM %s.%s 
+			FROM %s.%s
 			WHERE metric_name IN (%s)`, signozMetricDBName, signozTSTableNameV4, metricList)
 		valueCtx := context.WithValue(ctx, "clickhouse_max_threads", constants.MetricsExplorerClickhouseThreads)
 		rows, err := r.db.Query(valueCtx, query)
--- a/pkg/query-service/app/traces/tracedetail/waterfall.go
+++ b/pkg/query-service/app/traces/tracedetail/waterfall.go
@@ -1,6 +1,7 @@
 package tracedetail

 import (
+	"maps"
 	"slices"
 	"sort"

@@ -9,6 +10,9 @@ import (

 var (
 	SPAN_LIMIT_PER_REQUEST_FOR_WATERFALL float64 = 500
+
+	maxDepthForSelectedSpanChildren int  = 5
+	MaxLimitToSelectAllSpans        uint = 10_000
 )

 type Interval struct {
@@ -63,26 +67,22 @@ func findIndexForSelectedSpanFromPreOrder(spans []*model.Span, selectedSpanId st
 	return selectedSpanIndex
 }

-func getPathFromRootToSelectedSpanId(node *model.Span, selectedSpanId string, uncollapsedSpans []string, isSelectedSpanIDUnCollapsed bool) (bool, []string) {
+func getPathFromRootToSelectedSpanId(node *model.Span, selectedSpanId string) (bool, []string) {
 	spansFromRootToNode := []string{}

+	spansFromRootToNode = append(spansFromRootToNode, node.SpanID)
 	if node.SpanID == selectedSpanId {
-		if isSelectedSpanIDUnCollapsed && !slices.Contains(uncollapsedSpans, node.SpanID) {
-			spansFromRootToNode = append(spansFromRootToNode, node.SpanID)
-		}
 		return true, spansFromRootToNode
 	}

 	isPresentInSubtreeForTheNode := false
 	for _, child := range node.Children {
-		isPresentInThisSubtree, _spansFromRootToNode := getPathFromRootToSelectedSpanId(child, selectedSpanId, uncollapsedSpans, isSelectedSpanIDUnCollapsed)
+		isPresentInThisSubtree, _spansFromRootToNode := getPathFromRootToSelectedSpanId(child, selectedSpanId)
 		// if the interested node is present in the given subtree then add the span node to uncollapsed node list
 		if isPresentInThisSubtree {
-			if !slices.Contains(uncollapsedSpans, node.SpanID) {
-				spansFromRootToNode = append(spansFromRootToNode, node.SpanID)
-			}
 			isPresentInSubtreeForTheNode = true
 			spansFromRootToNode = append(spansFromRootToNode, _spansFromRootToNode...)
+			break
 		}
 	}
 	return isPresentInSubtreeForTheNode, spansFromRootToNode
@@ -92,12 +92,23 @@ func getPathFromRootToSelectedSpanId(node *model.Span, selectedSpanId string, un
 // throughout the recursion. Per-call state (level, isPartOfPreOrder, etc.)
 // is passed as direct arguments.
 type traverseOpts struct {
-	uncollapsedSpans []string
-	selectedSpanID   string
+	uncollapsedSpans          map[string]struct{}
+	selectedSpanID            string
+	isSelectedSpanUncollapsed bool
+	selectAll                 bool
 }

-func traverseTrace(span *model.Span, opts traverseOpts, level uint64, isPartOfPreOrder bool, hasSibling bool) []*model.Span {
+func traverseTrace(
+	span *model.Span,
+	opts traverseOpts,
+	level uint64,
+	isPartOfPreOrder bool,
+	hasSibling bool,
+	autoExpandDepth int,
+) ([]*model.Span, []string) {
+
 	preOrderTraversal := []*model.Span{}
+	autoExpandedSpans := []string{}

 	// sort the children to maintain the order across requests
 	sort.Slice(span.Children, func(i, j int) bool {
@@ -134,16 +145,36 @@ func traverseTrace(span *model.Span, opts traverseOpts, level uint64, isPartOfPr
 		preOrderTraversal = append(preOrderTraversal, &nodeWithoutChildren)
 	}

-	isAlreadyUncollapsed := slices.Contains(opts.uncollapsedSpans, span.SpanID)
+	remainingAutoExpandDepth := 0
+	if span.SpanID == opts.selectedSpanID && opts.isSelectedSpanUncollapsed {
+		remainingAutoExpandDepth = maxDepthForSelectedSpanChildren
+	} else if autoExpandDepth > 0 {
+		remainingAutoExpandDepth = autoExpandDepth - 1
+	}
+
+	_, isAlreadyUncollapsed := opts.uncollapsedSpans[span.SpanID]
 	for index, child := range span.Children {
-		_childTraversal := traverseTrace(child, opts, level+1, isPartOfPreOrder && isAlreadyUncollapsed, index != (len(span.Children)-1))
+		// A child is included in the pre-order output if its parent is uncollapsed
+		// OR if the child falls within MAX_DEPTH_FOR_SELECTED_SPAN_CHILDREN levels
+		// below the selected span.
+		isChildWithinMaxDepth := remainingAutoExpandDepth > 0
+		childIsPartOfPreOrder := opts.selectAll || (isPartOfPreOrder && (isAlreadyUncollapsed || isChildWithinMaxDepth))
+
+		if isPartOfPreOrder && isChildWithinMaxDepth && !isAlreadyUncollapsed {
+			if !slices.Contains(autoExpandedSpans, span.SpanID) {
+				autoExpandedSpans = append(autoExpandedSpans, span.SpanID)
+			}
+		}
+
+		_childTraversal, _autoExpanded := traverseTrace(child, opts, level+1, childIsPartOfPreOrder, index != (len(span.Children)-1), remainingAutoExpandDepth)
 		preOrderTraversal = append(preOrderTraversal, _childTraversal...)
+		autoExpandedSpans = append(autoExpandedSpans, _autoExpanded...)
 		nodeWithoutChildren.SubTreeNodeCount += child.SubTreeNodeCount + 1
 		span.SubTreeNodeCount += child.SubTreeNodeCount + 1
 	}

 	nodeWithoutChildren.SubTreeNodeCount += 1
-	return preOrderTraversal
+	return preOrderTraversal, autoExpandedSpans

 }

@@ -169,19 +200,36 @@ func GetSelectedSpans(uncollapsedSpans []string, selectedSpanID string, traceRoo

 	var preOrderTraversal = make([]*model.Span, 0)
 	var rootServiceName, rootServiceEntryPoint string
-	updatedUncollapsedSpans := uncollapsedSpans
+
+	// create a map of uncollapsed spans for quick lookup
+	uncollapsedSpanMap := make(map[string]struct{})
+	for _, spanID := range uncollapsedSpans {
+		uncollapsedSpanMap[spanID] = struct{}{}
+	}

 	selectedSpanIndex := -1
 	for _, rootSpanID := range traceRoots {
 		if rootNode, exists := spanIdToSpanNodeMap[rootSpanID.SpanID]; exists {
-			_, spansFromRootToNode := getPathFromRootToSelectedSpanId(rootNode, selectedSpanID, updatedUncollapsedSpans, isSelectedSpanIDUnCollapsed)
-			updatedUncollapsedSpans = append(updatedUncollapsedSpans, spansFromRootToNode...)
+			present, spansFromRootToNode := getPathFromRootToSelectedSpanId(rootNode, selectedSpanID)
+			if present {
+				for _, spanID := range spansFromRootToNode {
+					if selectedSpanID == spanID && !isSelectedSpanIDUnCollapsed {
+						continue
+					}
+					uncollapsedSpanMap[spanID] = struct{}{}
+				}
+			}

 			opts := traverseOpts{
-				uncollapsedSpans: updatedUncollapsedSpans,
-				selectedSpanID:   selectedSpanID,
+				uncollapsedSpans:          uncollapsedSpanMap,
+				selectedSpanID:            selectedSpanID,
+				isSelectedSpanUncollapsed: isSelectedSpanIDUnCollapsed,
+			}
+			_preOrderTraversal, _autoExpanded := traverseTrace(rootNode, opts, 0, true, false, 0)
+			// Merge auto-expanded spans into updatedUncollapsedSpans for returning in response
+			for _, spanID := range _autoExpanded {
+				uncollapsedSpanMap[spanID] = struct{}{}
 			}
-			_preOrderTraversal := traverseTrace(rootNode, opts, 0, true, false)
 			_selectedSpanIndex := findIndexForSelectedSpanFromPreOrder(_preOrderTraversal, selectedSpanID)

 			if _selectedSpanIndex != -1 {
@@ -223,5 +271,17 @@ func GetSelectedSpans(uncollapsedSpans []string, selectedSpanID string, traceRoo
 		startIndex = 0
 	}

-	return preOrderTraversal[startIndex:endIndex], updatedUncollapsedSpans, rootServiceName, rootServiceEntryPoint
+	return preOrderTraversal[startIndex:endIndex], slices.Collect(maps.Keys(uncollapsedSpanMap)), rootServiceName, rootServiceEntryPoint
+}
+
+func GetAllSpans(traceRoots []*model.Span) (spans []*model.Span, rootServiceName, rootEntryPoint string) {
+	if len(traceRoots) > 0 {
+		rootServiceName = traceRoots[0].ServiceName
+		rootEntryPoint = traceRoots[0].Name
+	}
+	for _, root := range traceRoots {
+		childSpans, _ := traverseTrace(root, traverseOpts{selectAll: true}, 0, true, false, 0)
+		spans = append(spans, childSpans...)
+	}
+	return
 }
--- a/pkg/query-service/app/traces/tracedetail/waterfall_test.go
+++ b/pkg/query-service/app/traces/tracedetail/waterfall_test.go
@@ -81,28 +81,6 @@ func TestGetSelectedSpans_MultipleRoots(t *testing.T) {
 	assert.Equal(t, "root1-op", entryPoint, "metadata comes from first root")
 }

-// isSelectedSpanIDUnCollapsed=true opens only the selected span's direct children,
-// not deeper descendants.
-//
-//	root → selected (expanded)
-//	          ├─ child1 ✓
-//	          │    └─ grandchild ✗  (only one level opened)
-//	          └─ child2 ✓
-func TestGetSelectedSpans_ExpandedSelectedSpan(t *testing.T) {
-	root := mkSpan("root", "svc",
-		mkSpan("selected", "svc",
-			mkSpan("child1", "svc", mkSpan("grandchild", "svc")),
-			mkSpan("child2", "svc"),
-		),
-	)
-	spanMap := buildSpanMap(root)
-	spans, _, _, _ := GetSelectedSpans([]string{}, "selected", []*model.Span{root}, spanMap, true)
-
-	// root and selected are on the auto-uncollapsed path; child1/child2 are direct
-	// children of the expanded selected span; grandchild stays hidden.
-	assert.Equal(t, []string{"root", "selected", "child1", "child2"}, spanIDs(spans))
-}
-
 // Multiple spans uncollapsed simultaneously: children of all uncollapsed spans
 // are visible at once.
 //
@@ -183,7 +161,7 @@ func TestGetSelectedSpans_PathReturnedInUncollapsed(t *testing.T) {
 	spanMap := buildSpanMap(root)
 	spans, uncollapsed, _, _ := GetSelectedSpans([]string{}, "selected", []*model.Span{root}, spanMap, false)

-	assert.Equal(t, []string{"root", "parent"}, uncollapsed)
+	assert.ElementsMatch(t, []string{"root", "parent"}, uncollapsed)
 	assert.Equal(t, []string{"root", "parent", "selected"}, spanIDs(spans))
 }

@@ -206,7 +184,7 @@ func TestGetSelectedSpans_SiblingsNotExpanded(t *testing.T) {
 	// children of root sort alphabetically: parent < unrelated; unrelated-child stays hidden
 	assert.Equal(t, []string{"root", "parent", "selected", "unrelated"}, spanIDs(spans))
 	// only the path nodes are tracked as uncollapsed — unrelated is not
-	assert.Equal(t, []string{"root", "parent"}, uncollapsed)
+	assert.ElementsMatch(t, []string{"root", "parent"}, uncollapsed)
 }

 // An unknown selectedSpanID must not panic; returns a window from index 0.
@@ -320,6 +298,119 @@ func TestGetSelectedSpans_WindowShiftsAtStart(t *testing.T) {
 	assert.Equal(t, "span10", spans[10].SpanID, "selected span still in window")
 }

+// Auto-expanded span IDs from ALL branches are returned in
+// updatedUncollapsedSpans. Only internal nodes (spans with children) are
+// tracked — leaf spans are never added.
+//
+//	root (selected)
+//	  ├─ childA (internal ✓)
+//	  │    └─ grandchildA (internal ✓)
+//	  │         └─ leafA (leaf ✗)
+//	  └─ childB (internal ✓)
+//	       └─ grandchildB (internal ✓)
+//	            └─ leafB (leaf ✗)
+func TestGetSelectedSpans_AutoExpandedSpansReturnedInUncollapsed(t *testing.T) {
+	root := mkSpan("root", "svc",
+		mkSpan("childA", "svc",
+			mkSpan("grandchildA", "svc",
+				mkSpan("leafA", "svc"),
+			),
+		),
+		mkSpan("childB", "svc",
+			mkSpan("grandchildB", "svc",
+				mkSpan("leafB", "svc"),
+			),
+		),
+	)
+	spanMap := buildSpanMap(root)
+	_, uncollapsed, _, _ := GetSelectedSpans([]string{}, "root", []*model.Span{root}, spanMap, true)
+
+	// all internal nodes across both branches must be tracked
+	assert.Contains(t, uncollapsed, "root")
+	assert.Contains(t, uncollapsed, "childA", "internal node depth 1, branch A")
+	assert.Contains(t, uncollapsed, "childB", "internal node depth 1, branch B")
+	assert.Contains(t, uncollapsed, "grandchildA", "internal node depth 2, branch A")
+	assert.Contains(t, uncollapsed, "grandchildB", "internal node depth 2, branch B")
+	// leaves have no children to show — never added to uncollapsedSpans
+	assert.NotContains(t, uncollapsed, "leafA", "leaf spans are never added to uncollapsedSpans")
+	assert.NotContains(t, uncollapsed, "leafB", "leaf spans are never added to uncollapsedSpans")
+}
+
+// ─────────────────────────────────────────────────────────────────────────────
+// maxDepthForSelectedSpanChildren boundary tests
+// ─────────────────────────────────────────────────────────────────────────────
+
+// Depth is measured from the selected span, not the trace root.
+// Ancestors appear via the path-to-root logic, not the depth limit.
+// Each depth level has two children to confirm the limit is enforced on all
+// branches, not just the first.
+//
+//	root
+//	  └─ A                           ancestor ✓ (path-to-root)
+//	       └─ selected
+//	            ├─ d1a               depth 1 ✓
+//	            │    ├─ d2a          depth 2 ✓
+//	            │    │    ├─ d3a     depth 3 ✓
+//	            │    │    │    ├─ d4a   depth 4 ✓
+//	            │    │    │    │    ├─ d5a  depth 5 ✓
+//	            │    │    │    │    │    └─ d6a  depth 6 ✗
+//	            │    │    │    │    └─ d5b  depth 5 ✓
+//	            │    │    │    └─ d4b   depth 4 ✓
+//	            │    │    └─ d3b     depth 3 ✓
+//	            │    └─ d2b          depth 2 ✓
+//	            └─ d1b               depth 1 ✓
+func TestGetSelectedSpans_DepthCountedFromSelectedSpan(t *testing.T) {
+	selected := mkSpan("selected", "svc",
+		mkSpan("d1a", "svc",
+			mkSpan("d2a", "svc",
+				mkSpan("d3a", "svc",
+					mkSpan("d4a", "svc",
+						mkSpan("d5a", "svc",
+							mkSpan("d6a", "svc"), // depth 6 — excluded
+						),
+						mkSpan("d5b", "svc"), // depth 5 — included
+					),
+					mkSpan("d4b", "svc"), // depth 4 — included
+				),
+				mkSpan("d3b", "svc"), // depth 3 — included
+			),
+			mkSpan("d2b", "svc"), // depth 2 — included
+		),
+		mkSpan("d1b", "svc"), // depth 1 — included
+	)
+	root := mkSpan("root", "svc", mkSpan("A", "svc", selected))
+
+	spanMap := buildSpanMap(root)
+	spans, _, _, _ := GetSelectedSpans([]string{}, "selected", []*model.Span{root}, spanMap, true)
+	ids := spanIDs(spans)
+
+	assert.Contains(t, ids, "root", "ancestor shown via path-to-root")
+	assert.Contains(t, ids, "A", "ancestor shown via path-to-root")
+	for _, id := range []string{"d1a", "d1b", "d2a", "d2b", "d3a", "d3b", "d4a", "d4b", "d5a", "d5b"} {
+		assert.Contains(t, ids, id, "depth ≤ 5 — must be included")
+	}
+	assert.NotContains(t, ids, "d6a", "depth 6 > limit — excluded")
+}
+
+func TestGetAllSpans(t *testing.T) {
+	root := mkSpan("root", "svc",
+		mkSpan("childA", "svc",
+			mkSpan("grandchildA", "svc",
+				mkSpan("leafA", "svc2"),
+			),
+		),
+		mkSpan("childB", "svc3",
+			mkSpan("grandchildB", "svc",
+				mkSpan("leafB", "svc2"),
+			),
+		),
+	)
+	spans, rootServiceName, rootEntryPoint := GetAllSpans([]*model.Span{root})
+	assert.ElementsMatch(t, spanIDs(spans), []string{"root", "childA", "grandchildA", "leafA", "childB", "grandchildB", "leafB"})
+	assert.Equal(t, rootServiceName, "svc")
+	assert.Equal(t, rootEntryPoint, "root-op")
+}
+
 func mkSpan(id, service string, children ...*model.Span) *model.Span {
 	return &model.Span{
 		SpanID:      id,
--- a/pkg/query-service/model/queryParams.go
+++ b/pkg/query-service/model/queryParams.go
@@ -333,6 +333,7 @@ type GetWaterfallSpansForTraceWithMetadataParams struct {
 	SelectedSpanID              string   `json:"selectedSpanId"`
 	IsSelectedSpanIDUnCollapsed bool     `json:"isSelectedSpanIDUnCollapsed"`
 	UncollapsedSpans            []string `json:"uncollapsedSpans"`
+	Limit                       uint     `json:"limit"`
 }

 type GetFlamegraphSpansForTraceParams struct {
--- a/pkg/query-service/model/response.go
+++ b/pkg/query-service/model/response.go
@@ -329,6 +329,7 @@ type GetWaterfallSpansForTraceWithMetadataResponse struct {
 	HasMissingSpans               bool              `json:"hasMissingSpans"`
 	// this is needed for frontend and query service sync
 	UncollapsedSpans []string `json:"uncollapsedSpans"`
+	HasMore          bool     `json:"hasMore"`
 }

 type GetFlamegraphSpansForTraceResponse struct {
--- a/pkg/querybuilder/agg_rewrite.go
+++ b/pkg/querybuilder/agg_rewrite.go
@@ -48,6 +48,8 @@ func NewAggExprRewriter(
 // and the args if the parametric aggregation function is used.
 func (r *aggExprRewriter) Rewrite(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	expr string,
 	rateInterval uint64,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
@@ -74,7 +76,12 @@ func (r *aggExprRewriter) Rewrite(
 		return "", nil, errors.NewInternalf(errors.CodeInternal, "no SELECT items for %q", expr)
 	}

-	visitor := newExprVisitor(r.logger, keys,
+	visitor := newExprVisitor(
+		ctx,
+		startNs,
+		endNs,
+		r.logger,
+		keys,
 		r.fullTextColumn,
 		r.fieldMapper,
 		r.conditionBuilder,
@@ -94,6 +101,8 @@ func (r *aggExprRewriter) Rewrite(
 // RewriteMulti rewrites a slice of expressions.
 func (r *aggExprRewriter) RewriteMulti(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	exprs []string,
 	rateInterval uint64,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
@@ -102,7 +111,7 @@ func (r *aggExprRewriter) RewriteMulti(
 	var errs []error
 	var chArgsList [][]any
 	for i, e := range exprs {
-		w, chArgs, err := r.Rewrite(ctx, e, rateInterval, keys)
+		w, chArgs, err := r.Rewrite(ctx, startNs, endNs, e, rateInterval, keys)
 		if err != nil {
 			errs = append(errs, err)
 			out[i] = e
@@ -119,6 +128,9 @@ func (r *aggExprRewriter) RewriteMulti(

 // exprVisitor walks FunctionExpr nodes and applies the mappers.
 type exprVisitor struct {
+	ctx     context.Context
+	startNs uint64
+	endNs   uint64
 	chparser.DefaultASTVisitor
 	logger           *slog.Logger
 	fieldKeys        map[string][]*telemetrytypes.TelemetryFieldKey
@@ -132,6 +144,9 @@ type exprVisitor struct {
 }

 func newExprVisitor(
+	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	logger *slog.Logger,
 	fieldKeys map[string][]*telemetrytypes.TelemetryFieldKey,
 	fullTextColumn *telemetrytypes.TelemetryFieldKey,
@@ -140,6 +155,9 @@ func newExprVisitor(
 	jsonKeyToKey qbtypes.JsonKeyToFieldFunc,
 ) *exprVisitor {
 	return &exprVisitor{
+		ctx:              ctx,
+		startNs:          startNs,
+		endNs:            endNs,
 		logger:           logger,
 		fieldKeys:        fieldKeys,
 		fullTextColumn:   fullTextColumn,
@@ -186,13 +204,16 @@ func (v *exprVisitor) VisitFunctionExpr(fn *chparser.FunctionExpr) error {
 		whereClause, err := PrepareWhereClause(
 			origPred,
 			FilterExprVisitorOpts{
+				Context:          v.ctx,
 				Logger:           v.logger,
 				FieldKeys:        v.fieldKeys,
 				FieldMapper:      v.fieldMapper,
 				ConditionBuilder: v.conditionBuilder,
 				FullTextColumn:   v.fullTextColumn,
 				JsonKeyToKey:     v.jsonKeyToKey,
-			}, 0, 0,
+				StartNs:          v.startNs,
+				EndNs:            v.endNs,
+			},
 		)
 		if err != nil {
 			return err
@@ -212,7 +233,7 @@ func (v *exprVisitor) VisitFunctionExpr(fn *chparser.FunctionExpr) error {
 		for i := 0; i < len(args)-1; i++ {
 			origVal := args[i].String()
 			fieldKey := telemetrytypes.GetFieldKeyFromKeyText(origVal)
-			expr, exprArgs, err := CollisionHandledFinalExpr(context.Background(), &fieldKey, v.fieldMapper, v.conditionBuilder, v.fieldKeys, dataType, v.jsonKeyToKey)
+			expr, exprArgs, err := CollisionHandledFinalExpr(v.ctx, v.startNs, v.endNs, &fieldKey, v.fieldMapper, v.conditionBuilder, v.fieldKeys, dataType, v.jsonKeyToKey)
 			if err != nil {
 				return errors.WrapInvalidInputf(err, errors.CodeInvalidInput, "failed to get table field name for %q", origVal)
 			}
@@ -230,7 +251,7 @@ func (v *exprVisitor) VisitFunctionExpr(fn *chparser.FunctionExpr) error {
 		for i, arg := range args {
 			orig := arg.String()
 			fieldKey := telemetrytypes.GetFieldKeyFromKeyText(orig)
-			expr, exprArgs, err := CollisionHandledFinalExpr(context.Background(), &fieldKey, v.fieldMapper, v.conditionBuilder, v.fieldKeys, dataType, v.jsonKeyToKey)
+			expr, exprArgs, err := CollisionHandledFinalExpr(v.ctx, v.startNs, v.endNs, &fieldKey, v.fieldMapper, v.conditionBuilder, v.fieldKeys, dataType, v.jsonKeyToKey)
 			if err != nil {
 				return err
 			}
--- a/pkg/querybuilder/collision.go
+++ b/pkg/querybuilder/collision.go
@@ -147,12 +147,7 @@ func AdjustKey(key *telemetrytypes.TelemetryFieldKey, keys map[string][]*telemet
 			// So we can safely override the context and data type

 			actions = append(actions, fmt.Sprintf("Overriding key: %s to %s", key, intrinsicOrCalculatedField))
-			key.FieldContext = intrinsicOrCalculatedField.FieldContext
-			key.FieldDataType = intrinsicOrCalculatedField.FieldDataType
-			key.JSONDataType = intrinsicOrCalculatedField.JSONDataType
-			key.Indexes = intrinsicOrCalculatedField.Indexes
-			key.Materialized = intrinsicOrCalculatedField.Materialized
-			key.JSONPlan = intrinsicOrCalculatedField.JSONPlan
+			key.OverrideMetadataFrom(intrinsicOrCalculatedField)
 			return actions

 		}
@@ -198,13 +193,9 @@ func AdjustKey(key *telemetrytypes.TelemetryFieldKey, keys map[string][]*telemet
 		if !key.Equal(matchingKey) {
 			actions = append(actions, fmt.Sprintf("Adjusting key %s to %s", key, matchingKey))
 		}
+
 		key.Name = matchingKey.Name
-		key.FieldContext = matchingKey.FieldContext
-		key.FieldDataType = matchingKey.FieldDataType
-		key.JSONDataType = matchingKey.JSONDataType
-		key.Indexes = matchingKey.Indexes
-		key.Materialized = matchingKey.Materialized
-		key.JSONPlan = matchingKey.JSONPlan
+		key.OverrideMetadataFrom(matchingKey)

 		return actions
 	} else {
--- a/pkg/querybuilder/fallback_expr.go
+++ b/pkg/querybuilder/fallback_expr.go
@@ -19,6 +19,8 @@ import (

 func CollisionHandledFinalExpr(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	field *telemetrytypes.TelemetryFieldKey,
 	fm qbtypes.FieldMapper,
 	cb qbtypes.ConditionBuilder,
@@ -44,7 +46,7 @@ func CollisionHandledFinalExpr(

 	addCondition := func(key *telemetrytypes.TelemetryFieldKey) error {
 		sb := sqlbuilder.NewSelectBuilder()
-		condition, err := cb.ConditionFor(ctx, key, qbtypes.FilterOperatorExists, nil, sb, 0, 0)
+		condition, err := cb.ConditionFor(ctx, startNs, endNs, key, qbtypes.FilterOperatorExists, nil, sb)
 		if err != nil {
 			return err
 		}
@@ -57,7 +59,7 @@ func CollisionHandledFinalExpr(
 		return nil
 	}

-	colName, fieldForErr := fm.FieldFor(ctx, field)
+	fieldExpression, fieldForErr := fm.FieldFor(ctx, startNs, endNs, field)
 	if errors.Is(fieldForErr, qbtypes.ErrColumnNotFound) {
 		// the key didn't have the right context to be added to the query
 		// we try to use the context we know of
@@ -92,9 +94,9 @@ func CollisionHandledFinalExpr(
 				if err != nil {
 					return "", nil, err
 				}
-				colName, _ = fm.FieldFor(ctx, key)
-				colName, _ = DataTypeCollisionHandledFieldName(key, dummyValue, colName, qbtypes.FilterOperatorUnknown)
-				stmts = append(stmts, colName)
+				fieldExpression, _ = fm.FieldFor(ctx, startNs, endNs, key)
+				fieldExpression, _ = DataTypeCollisionHandledFieldName(key, dummyValue, fieldExpression, qbtypes.FilterOperatorUnknown)
+				stmts = append(stmts, fieldExpression)
 			}
 		}
 	} else {
@@ -109,10 +111,10 @@ func CollisionHandledFinalExpr(
 		} else if strings.Contains(field.Name, telemetrytypes.ArraySep) || strings.Contains(field.Name, telemetrytypes.ArrayAnyIndex) {
 			return "", nil, errors.NewInvalidInputf(errors.CodeInvalidInput, "Group by/Aggregation isn't available for the Array Paths: %s", field.Name)
 		} else {
-			colName, _ = DataTypeCollisionHandledFieldName(field, dummyValue, colName, qbtypes.FilterOperatorUnknown)
+			fieldExpression, _ = DataTypeCollisionHandledFieldName(field, dummyValue, fieldExpression, qbtypes.FilterOperatorUnknown)
 		}

-		stmts = append(stmts, colName)
+		stmts = append(stmts, fieldExpression)
 	}

 	for idx := range stmts {
--- a/pkg/querybuilder/resourcefilter/condition_builder.go
+++ b/pkg/querybuilder/resourcefilter/condition_builder.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"fmt"

+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
@@ -44,12 +45,12 @@ func keyIndexFilter(key *telemetrytypes.TelemetryFieldKey) any {

 func (b *defaultConditionBuilder) ConditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	op qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
-    _ uint64,
-    _ uint64,
 ) (string, error) {

 	if key.FieldContext != telemetrytypes.FieldContextResource {
@@ -60,15 +61,23 @@ func (b *defaultConditionBuilder) ConditionFor(
 	// as we store resource values as string
 	formattedValue := querybuilder.FormatValueForContains(value)

-	column, err := b.fm.ColumnFor(ctx, key)
+	columns, err := b.fm.ColumnFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

+	if len(columns) != 1 {
+		return "", errors.Newf(errors.TypeInternal, errors.CodeInternal, "expected exactly 1 column, got %d", len(columns))
+	}
+
+	// resource evolution on main table doesn't affect this
+	// as we have not changed the resource column in the resource fingerprint table.
+	column := columns[0]
+
 	keyIdxFilter := sb.Like(column.Name, keyIndexFilter(key))
 	valueForIndexFilter := valueForIndexFilter(op, key, value)

-	fieldName, err := b.fm.FieldFor(ctx, key)
+	fieldName, err := b.fm.FieldFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}
--- a/pkg/querybuilder/resourcefilter/condition_builder_test.go
+++ b/pkg/querybuilder/resourcefilter/condition_builder_test.go
@@ -206,7 +206,7 @@ func TestConditionBuilder(t *testing.T) {
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-			cond, err := conditionBuilder.ConditionFor(context.Background(), tc.key, tc.op, tc.value, sb, 0, 0)
+			cond, err := conditionBuilder.ConditionFor(context.Background(), 0, 0, tc.key, tc.op, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedErr != nil {
--- a/pkg/querybuilder/resourcefilter/field_mapper.go
+++ b/pkg/querybuilder/resourcefilter/field_mapper.go
@@ -27,46 +27,50 @@ func NewFieldMapper() *defaultFieldMapper {

 func (m *defaultFieldMapper) getColumn(
 	_ context.Context,
+	_, _ uint64,
 	key *telemetrytypes.TelemetryFieldKey,
-) (*schema.Column, error) {
+) ([]*schema.Column, error) {
 	if key.FieldContext == telemetrytypes.FieldContextResource {
-		return resourceColumns["labels"], nil
+		return []*schema.Column{resourceColumns["labels"]}, nil
 	}
 	if col, ok := resourceColumns[key.Name]; ok {
-		return col, nil
+		return []*schema.Column{col}, nil
 	}
 	return nil, qbtypes.ErrColumnNotFound
 }

 func (m *defaultFieldMapper) ColumnFor(
 	ctx context.Context,
+	tsStart, tsEnd uint64,
 	key *telemetrytypes.TelemetryFieldKey,
-) (*schema.Column, error) {
-	return m.getColumn(ctx, key)
+) ([]*schema.Column, error) {
+	return m.getColumn(ctx, tsStart, tsEnd, key)
 }

 func (m *defaultFieldMapper) FieldFor(
 	ctx context.Context,
+	tsStart, tsEnd uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 ) (string, error) {
-	column, err := m.getColumn(ctx, key)
+	columns, err := m.getColumn(ctx, tsStart, tsEnd, key)
 	if err != nil {
 		return "", err
 	}
 	if key.FieldContext == telemetrytypes.FieldContextResource {
-		return fmt.Sprintf("simpleJSONExtractString(%s, '%s')", column.Name, key.Name), nil
+		return fmt.Sprintf("simpleJSONExtractString(%s, '%s')", columns[0].Name, key.Name), nil
 	}
-	return column.Name, nil
+	return columns[0].Name, nil
 }

 func (m *defaultFieldMapper) ColumnExpressionFor(
 	ctx context.Context,
+	tsStart, tsEnd uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	_ map[string][]*telemetrytypes.TelemetryFieldKey,
 ) (string, error) {
-	colName, err := m.FieldFor(ctx, key)
+	fieldExpression, err := m.FieldFor(ctx, tsStart, tsEnd, key)
 	if err != nil {
 		return "", err
 	}
-	return fmt.Sprintf("%s AS `%s`", colName, key.Name), nil
+	return fmt.Sprintf("%s AS `%s`", fieldExpression, key.Name), nil
 }
--- a/pkg/querybuilder/resourcefilter/statement_builder.go
+++ b/pkg/querybuilder/resourcefilter/statement_builder.go
@@ -148,7 +148,7 @@ func (b *resourceFilterStatementBuilder[T]) Build(

 // addConditions adds both filter and time conditions to the query
 func (b *resourceFilterStatementBuilder[T]) addConditions(
-	_ context.Context,
+	ctx context.Context,
 	sb *sqlbuilder.SelectBuilder,
 	start, end uint64,
 	query qbtypes.QueryBuilderQuery[T],
@@ -160,6 +160,7 @@ func (b *resourceFilterStatementBuilder[T]) addConditions(

 		// warnings would be encountered as part of the main condition already
 		filterWhereClause, err := querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:            ctx,
 			Logger:             b.logger,
 			FieldMapper:        b.fieldMapper,
 			ConditionBuilder:   b.conditionBuilder,
@@ -171,7 +172,9 @@ func (b *resourceFilterStatementBuilder[T]) addConditions(
 			// there is no need for "key" not found error for resource filtering
 			IgnoreNotFoundKeys: true,
 			Variables:          variables,
-		}, start, end)
+			StartNs:            start,
+			EndNs:              end,
+		})

 		if err != nil {
 			return err
--- a/pkg/querybuilder/where_clause_visitor.go
+++ b/pkg/querybuilder/where_clause_visitor.go
@@ -23,6 +23,7 @@ const stringMatchingOperatorDocURL = "https://signoz.io/docs/userguide/operators
 // filterExpressionVisitor implements the FilterQueryVisitor interface
 // to convert the parsed filter expressions into ClickHouse WHERE clause
 type filterExpressionVisitor struct {
+	context            context.Context
 	logger             *slog.Logger
 	fieldMapper        qbtypes.FieldMapper
 	conditionBuilder   qbtypes.ConditionBuilder
@@ -46,6 +47,7 @@ type filterExpressionVisitor struct {
 }

 type FilterExprVisitorOpts struct {
+	Context            context.Context
 	Logger             *slog.Logger
 	FieldMapper        qbtypes.FieldMapper
 	ConditionBuilder   qbtypes.ConditionBuilder
@@ -65,6 +67,7 @@ type FilterExprVisitorOpts struct {
 // newFilterExpressionVisitor creates a new filterExpressionVisitor
 func newFilterExpressionVisitor(opts FilterExprVisitorOpts) *filterExpressionVisitor {
 	return &filterExpressionVisitor{
+		context:            opts.Context,
 		logger:             opts.Logger,
 		fieldMapper:        opts.FieldMapper,
 		conditionBuilder:   opts.ConditionBuilder,
@@ -90,7 +93,7 @@ type PreparedWhereClause struct {
 }

 // PrepareWhereClause generates a ClickHouse compatible WHERE clause from the filter query
-func PrepareWhereClause(query string, opts FilterExprVisitorOpts, startNs uint64, endNs uint64) (*PreparedWhereClause, error) {
+func PrepareWhereClause(query string, opts FilterExprVisitorOpts) (*PreparedWhereClause, error) {

 	// Setup the ANTLR parsing pipeline
 	input := antlr.NewInputStream(query)
@@ -124,8 +127,6 @@ func PrepareWhereClause(query string, opts FilterExprVisitorOpts, startNs uint64
 	}
 	tokens.Reset()

-	opts.StartNs = startNs
-	opts.EndNs = endNs
 	visitor := newFilterExpressionVisitor(opts)

 	// Handle syntax errors
@@ -331,7 +332,7 @@ func (v *filterExpressionVisitor) VisitPrimary(ctx *grammar.PrimaryContext) any
 				return ""
 			}
 		}
-		cond, err := v.conditionBuilder.ConditionFor(context.Background(), v.fullTextColumn, qbtypes.FilterOperatorRegexp, FormatFullTextSearch(searchText), v.builder, v.startNs, v.endNs)
+		cond, err := v.conditionBuilder.ConditionFor(context.Background(), v.startNs, v.endNs, v.fullTextColumn, qbtypes.FilterOperatorRegexp, FormatFullTextSearch(searchText), v.builder)
 		if err != nil {
 			v.errors = append(v.errors, fmt.Sprintf("failed to build full text search condition: %s", err.Error()))
 			return ""
@@ -374,7 +375,7 @@ func (v *filterExpressionVisitor) VisitComparison(ctx *grammar.ComparisonContext
 		}
 		var conds []string
 		for _, key := range keys {
-			condition, err := v.conditionBuilder.ConditionFor(context.Background(), key, op, nil, v.builder, v.startNs, v.endNs)
+			condition, err := v.conditionBuilder.ConditionFor(v.context, v.startNs, v.endNs, key, op, nil, v.builder)
 			if err != nil {
 				v.errors = append(v.errors, fmt.Sprintf("failed to build condition: %s", err.Error()))
 				return ""
@@ -447,7 +448,7 @@ func (v *filterExpressionVisitor) VisitComparison(ctx *grammar.ComparisonContext
 		}
 		var conds []string
 		for _, key := range keys {
-			condition, err := v.conditionBuilder.ConditionFor(context.Background(), key, op, values, v.builder, v.startNs, v.endNs)
+			condition, err := v.conditionBuilder.ConditionFor(v.context, v.startNs, v.endNs, key, op, values, v.builder)
 			if err != nil {
 				return ""
 			}
@@ -495,7 +496,7 @@ func (v *filterExpressionVisitor) VisitComparison(ctx *grammar.ComparisonContext

 		var conds []string
 		for _, key := range keys {
-			condition, err := v.conditionBuilder.ConditionFor(context.Background(), key, op, []any{value1, value2}, v.builder, v.startNs, v.endNs)
+			condition, err := v.conditionBuilder.ConditionFor(v.context, v.startNs, v.endNs, key, op, []any{value1, value2}, v.builder)
 			if err != nil {
 				return ""
 			}
@@ -580,7 +581,7 @@ func (v *filterExpressionVisitor) VisitComparison(ctx *grammar.ComparisonContext

 		var conds []string
 		for _, key := range keys {
-			condition, err := v.conditionBuilder.ConditionFor(context.Background(), key, op, value, v.builder, v.startNs, v.endNs)
+			condition, err := v.conditionBuilder.ConditionFor(v.context, v.startNs, v.endNs, key, op, value, v.builder)
 			if err != nil {
 				v.errors = append(v.errors, fmt.Sprintf("failed to build condition: %s", err.Error()))
 				return ""
@@ -658,7 +659,7 @@ func (v *filterExpressionVisitor) VisitFullText(ctx *grammar.FullTextContext) an
 		v.errors = append(v.errors, "full text search is not supported")
 		return ""
 	}
-	cond, err := v.conditionBuilder.ConditionFor(context.Background(), v.fullTextColumn, qbtypes.FilterOperatorRegexp, FormatFullTextSearch(text), v.builder, v.startNs, v.endNs)
+	cond, err := v.conditionBuilder.ConditionFor(v.context, v.startNs, v.endNs, v.fullTextColumn, qbtypes.FilterOperatorRegexp, FormatFullTextSearch(text), v.builder)
 	if err != nil {
 		v.errors = append(v.errors, fmt.Sprintf("failed to build full text search condition: %s", err.Error()))
 		return ""
@@ -744,13 +745,13 @@ func (v *filterExpressionVisitor) VisitFunctionCall(ctx *grammar.FunctionCallCon
 			if key.FieldContext == telemetrytypes.FieldContextBody {
 				var err error
 				if BodyJSONQueryEnabled {
-					fieldName, err = v.fieldMapper.FieldFor(context.Background(), key)
+					fieldName, err = v.fieldMapper.FieldFor(v.context, v.startNs, v.endNs, key)
 					if err != nil {
 						v.errors = append(v.errors, fmt.Sprintf("failed to get field name for key %s: %s", key.Name, err.Error()))
 						return ""
 					}
 				} else {
-					fieldName, _ = v.jsonKeyToKey(context.Background(), key, qbtypes.FilterOperatorUnknown, value)
+					fieldName, _ = v.jsonKeyToKey(v.context, key, qbtypes.FilterOperatorUnknown, value)
 				}
 			} else {
 				// TODO(add docs for json body search)
--- a/pkg/querybuilder/where_clause_visitor_test.go
+++ b/pkg/querybuilder/where_clause_visitor_test.go
@@ -1,6 +1,7 @@
 package querybuilder

 import (
+	"context"
 	"log/slog"
 	"strings"
 	"testing"
@@ -54,11 +55,12 @@ func TestPrepareWhereClause_EmptyVariableList(t *testing.T) {
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
 			opts := FilterExprVisitorOpts{
+				Context:   context.Background(),
 				FieldKeys: keys,
 				Variables: tt.variables,
 			}

-			_, err := PrepareWhereClause(tt.expr, opts, 0, 0)
+			_, err := PrepareWhereClause(tt.expr, opts)

 			if tt.expectError {
 				if err == nil {
@@ -467,7 +469,7 @@ func TestVisitKey(t *testing.T) {
 			expectedWarnings:   nil,
 			expectedMainWrnURL: "",
 		},
-				{
+		{
 			name:    "only attribute.custom_field is selected",
 			keyText: "attribute.attribute.custom_field",
 			fieldKeys: map[string][]*telemetrytypes.TelemetryFieldKey{
--- a/pkg/signoz/handler.go
+++ b/pkg/signoz/handler.go
@@ -94,6 +94,6 @@ func NewHandlers(
 		QuerierHandler:          querierHandler,
 		ServiceAccountHandler:   implserviceaccount.NewHandler(modules.ServiceAccount),
 		RegistryHandler:         registryHandler,
-		CloudIntegrationHandler: implcloudintegration.NewHandler(),
+		CloudIntegrationHandler: implcloudintegration.NewHandler(modules.CloudIntegration),
 	}
 }
--- a/pkg/signoz/handler_test.go
+++ b/pkg/signoz/handler_test.go
@@ -16,6 +16,8 @@ import (
 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard/impldashboard"
 	"github.com/SigNoz/signoz/pkg/modules/organization/implorganization"
+	"github.com/SigNoz/signoz/pkg/modules/quickfilter/implquickfilter"
+	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/modules/user/impluser"
 	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/queryparser"
@@ -52,8 +54,11 @@ func TestNewHandlers(t *testing.T) {
 	userRoleStore := impluser.NewUserRoleStore(sqlstore, providerSettings)

 	userGetter := impluser.NewGetter(impluser.NewStore(sqlstore, providerSettings), userRoleStore, flagger)
+	quickfilter := implquickfilter.NewModule(implquickfilter.NewStore(sqlstore))
+	orgSetter := implorganization.NewSetter(implorganization.NewStore(sqlstore), alertmanager, quickfilter)
+	userSetter := impluser.NewSetter(impluser.NewStore(sqlstore, providerSettings), tokenizer, emailing, providerSettings, orgSetter, nil, nil, user.Config{}, userRoleStore, userGetter)

-	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, nil, nil, nil, nil, nil, nil, nil, queryParser, Config{}, dashboardModule, userGetter, userRoleStore)
+	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, nil, nil, nil, nil, nil, nil, nil, queryParser, Config{}, dashboardModule, userGetter, userRoleStore, userSetter, orgSetter, quickfilter, nil)

 	querierHandler := querier.NewHandler(providerSettings, nil, nil)
 	registryHandler := factory.NewHandler(nil)
--- a/pkg/signoz/module.go
+++ b/pkg/signoz/module.go
@@ -12,17 +12,16 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/apdex/implapdex"
 	"github.com/SigNoz/signoz/pkg/modules/authdomain"
 	"github.com/SigNoz/signoz/pkg/modules/authdomain/implauthdomain"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard"
 	"github.com/SigNoz/signoz/pkg/modules/metricsexplorer"
 	"github.com/SigNoz/signoz/pkg/modules/metricsexplorer/implmetricsexplorer"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
-	"github.com/SigNoz/signoz/pkg/modules/organization/implorganization"
 	"github.com/SigNoz/signoz/pkg/modules/preference"
 	"github.com/SigNoz/signoz/pkg/modules/preference/implpreference"
 	"github.com/SigNoz/signoz/pkg/modules/promote"
 	"github.com/SigNoz/signoz/pkg/modules/promote/implpromote"
 	"github.com/SigNoz/signoz/pkg/modules/quickfilter"
-	"github.com/SigNoz/signoz/pkg/modules/quickfilter/implquickfilter"
 	"github.com/SigNoz/signoz/pkg/modules/rawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/rawdataexport/implrawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/savedview"
@@ -38,7 +37,6 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/tracefunnel"
 	"github.com/SigNoz/signoz/pkg/modules/tracefunnel/impltracefunnel"
 	"github.com/SigNoz/signoz/pkg/modules/user"
-	"github.com/SigNoz/signoz/pkg/modules/user/impluser"
 	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/queryparser"
 	"github.com/SigNoz/signoz/pkg/ruler/rulestore/sqlrulestore"
@@ -51,24 +49,25 @@ import (
 )

 type Modules struct {
-	OrgGetter       organization.Getter
-	OrgSetter       organization.Setter
-	Preference      preference.Module
-	UserSetter      user.Setter
-	UserGetter      user.Getter
-	SavedView       savedview.Module
-	Apdex           apdex.Module
-	Dashboard       dashboard.Module
-	QuickFilter     quickfilter.Module
-	TraceFunnel     tracefunnel.Module
-	RawDataExport   rawdataexport.Module
-	AuthDomain      authdomain.Module
-	Session         session.Module
-	Services        services.Module
-	SpanPercentile  spanpercentile.Module
-	MetricsExplorer metricsexplorer.Module
-	Promote         promote.Module
-	ServiceAccount  serviceaccount.Module
+	OrgGetter        organization.Getter
+	OrgSetter        organization.Setter
+	Preference       preference.Module
+	UserSetter       user.Setter
+	UserGetter       user.Getter
+	SavedView        savedview.Module
+	Apdex            apdex.Module
+	Dashboard        dashboard.Module
+	QuickFilter      quickfilter.Module
+	TraceFunnel      tracefunnel.Module
+	RawDataExport    rawdataexport.Module
+	AuthDomain       authdomain.Module
+	Session          session.Module
+	Services         services.Module
+	SpanPercentile   spanpercentile.Module
+	MetricsExplorer  metricsexplorer.Module
+	Promote          promote.Module
+	ServiceAccount   serviceaccount.Module
+	CloudIntegration cloudintegration.Module
 }

 func NewModules(
@@ -90,30 +89,32 @@ func NewModules(
 	dashboard dashboard.Module,
 	userGetter user.Getter,
 	userRoleStore authtypes.UserRoleStore,
+	userSetter user.Setter,
+	orgSetter organization.Setter,
+	quickfilter quickfilter.Module,
+	cloudIntegrationModule cloudintegration.Module,
 ) Modules {
-	quickfilter := implquickfilter.NewModule(implquickfilter.NewStore(sqlstore))
-	orgSetter := implorganization.NewSetter(implorganization.NewStore(sqlstore), alertmanager, quickfilter)
-	userSetter := impluser.NewSetter(impluser.NewStore(sqlstore, providerSettings), tokenizer, emailing, providerSettings, orgSetter, authz, analytics, config.User, userRoleStore, userGetter)
 	ruleStore := sqlrulestore.NewRuleStore(sqlstore, queryParser, providerSettings)

 	return Modules{
-		OrgGetter:       orgGetter,
-		OrgSetter:       orgSetter,
-		Preference:      implpreference.NewModule(implpreference.NewStore(sqlstore), preferencetypes.NewAvailablePreference()),
-		SavedView:       implsavedview.NewModule(sqlstore),
-		Apdex:           implapdex.NewModule(sqlstore),
-		Dashboard:       dashboard,
-		UserSetter:      userSetter,
-		UserGetter:      userGetter,
-		QuickFilter:     quickfilter,
-		TraceFunnel:     impltracefunnel.NewModule(impltracefunnel.NewStore(sqlstore)),
-		RawDataExport:   implrawdataexport.NewModule(querier),
-		AuthDomain:      implauthdomain.NewModule(implauthdomain.NewStore(sqlstore), authNs),
-		Session:         implsession.NewModule(providerSettings, authNs, userSetter, userGetter, implauthdomain.NewModule(implauthdomain.NewStore(sqlstore), authNs), tokenizer, orgGetter),
-		SpanPercentile:  implspanpercentile.NewModule(querier, providerSettings),
-		Services:        implservices.NewModule(querier, telemetryStore),
-		MetricsExplorer: implmetricsexplorer.NewModule(telemetryStore, telemetryMetadataStore, cache, ruleStore, dashboard, providerSettings, config.MetricsExplorer),
-		Promote:         implpromote.NewModule(telemetryMetadataStore, telemetryStore),
-		ServiceAccount:  implserviceaccount.NewModule(implserviceaccount.NewStore(sqlstore), authz, emailing, providerSettings),
+		OrgGetter:        orgGetter,
+		OrgSetter:        orgSetter,
+		Preference:       implpreference.NewModule(implpreference.NewStore(sqlstore), preferencetypes.NewAvailablePreference()),
+		SavedView:        implsavedview.NewModule(sqlstore),
+		Apdex:            implapdex.NewModule(sqlstore),
+		Dashboard:        dashboard,
+		UserSetter:       userSetter,
+		UserGetter:       userGetter,
+		QuickFilter:      quickfilter,
+		TraceFunnel:      impltracefunnel.NewModule(impltracefunnel.NewStore(sqlstore)),
+		RawDataExport:    implrawdataexport.NewModule(querier),
+		AuthDomain:       implauthdomain.NewModule(implauthdomain.NewStore(sqlstore), authNs),
+		Session:          implsession.NewModule(providerSettings, authNs, userSetter, userGetter, implauthdomain.NewModule(implauthdomain.NewStore(sqlstore), authNs), tokenizer, orgGetter),
+		SpanPercentile:   implspanpercentile.NewModule(querier, providerSettings),
+		Services:         implservices.NewModule(querier, telemetryStore),
+		MetricsExplorer:  implmetricsexplorer.NewModule(telemetryStore, telemetryMetadataStore, cache, ruleStore, dashboard, providerSettings, config.MetricsExplorer),
+		Promote:          implpromote.NewModule(telemetryMetadataStore, telemetryStore),
+		ServiceAccount:   implserviceaccount.NewModule(implserviceaccount.NewStore(sqlstore), authz, emailing, providerSettings),
+		CloudIntegration: cloudIntegrationModule,
 	}
 }
--- a/pkg/signoz/module_test.go
+++ b/pkg/signoz/module_test.go
@@ -13,8 +13,11 @@ import (
 	"github.com/SigNoz/signoz/pkg/factory/factorytest"
 	"github.com/SigNoz/signoz/pkg/flagger"
 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard/impldashboard"
 	"github.com/SigNoz/signoz/pkg/modules/organization/implorganization"
+	"github.com/SigNoz/signoz/pkg/modules/quickfilter/implquickfilter"
+	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/modules/user/impluser"
 	"github.com/SigNoz/signoz/pkg/queryparser"
 	"github.com/SigNoz/signoz/pkg/sharder"
@@ -51,7 +54,11 @@ func TestNewModules(t *testing.T) {

 	userGetter := impluser.NewGetter(impluser.NewStore(sqlstore, providerSettings), userRoleStore, flagger)

-	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, nil, nil, nil, nil, nil, nil, nil, queryParser, Config{}, dashboardModule, userGetter, userRoleStore)
+	quickfilter := implquickfilter.NewModule(implquickfilter.NewStore(sqlstore))
+	orgSetter := implorganization.NewSetter(implorganization.NewStore(sqlstore), alertmanager, quickfilter)
+	userSetter := impluser.NewSetter(impluser.NewStore(sqlstore, providerSettings), tokenizer, emailing, providerSettings, orgSetter, nil, nil, user.Config{}, userRoleStore, userGetter)
+
+	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, nil, nil, nil, nil, nil, nil, nil, queryParser, Config{}, dashboardModule, userGetter, userRoleStore, userSetter, orgSetter, quickfilter, implcloudintegration.NewModule())

 	reflectVal := reflect.ValueOf(modules)
 	for i := 0; i < reflectVal.NumField(); i++ {
--- a/pkg/signoz/signoz.go
+++ b/pkg/signoz/signoz.go
@@ -20,9 +20,13 @@ import (
 	"github.com/SigNoz/signoz/pkg/identn"
 	"github.com/SigNoz/signoz/pkg/instrumentation"
 	"github.com/SigNoz/signoz/pkg/licensing"
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	pkgimplcloudintegration "github.com/SigNoz/signoz/pkg/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
 	"github.com/SigNoz/signoz/pkg/modules/organization/implorganization"
+	"github.com/SigNoz/signoz/pkg/modules/quickfilter/implquickfilter"
+	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/modules/user/impluser"
 	"github.com/SigNoz/signoz/pkg/prometheus"
 	"github.com/SigNoz/signoz/pkg/querier"
@@ -41,6 +45,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/telemetrytraces"
 	pkgtokenizer "github.com/SigNoz/signoz/pkg/tokenizer"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/version"
 	"github.com/SigNoz/signoz/pkg/zeus"
@@ -94,6 +99,7 @@ func New(
 	dashboardModuleCallback func(sqlstore.SQLStore, factory.ProviderSettings, analytics.Analytics, organization.Getter, queryparser.QueryParser, querier.Querier, licensing.Licensing) dashboard.Module,
 	gatewayProviderFactory func(licensing.Licensing) factory.ProviderFactory[gateway.Gateway, gateway.Config],
 	querierHandlerCallback func(factory.ProviderSettings, querier.Querier, analytics.Analytics) querier.Handler,
+	cloudIntegrationCallback func(cloudintegrationtypes.Store, zeus.Zeus, gateway.Gateway, licensing.Licensing, user.Getter, user.Setter) (cloudintegration.Module, error),
 ) (*SigNoz, error) {
 	// Initialize instrumentation
 	instrumentation, err := instrumentation.New(ctx, config.Instrumentation, version.Info, "signoz")
@@ -394,6 +400,7 @@ func New(
 		telemetrylogs.LogResourceKeysTblName,
 		telemetrymetadata.DBName,
 		telemetrymetadata.AttributesMetadataLocalTableName,
+		telemetrymetadata.ColumnEvolutionMetadataTableName,
 	)

 	global, err := factory.NewProviderFromNamedMap(
@@ -407,8 +414,18 @@ func New(
 		return nil, err
 	}

+	quickfilter := implquickfilter.NewModule(implquickfilter.NewStore(sqlstore))
+	orgSetter := implorganization.NewSetter(implorganization.NewStore(sqlstore), alertmanager, quickfilter)
+	userSetter := impluser.NewSetter(impluser.NewStore(sqlstore, providerSettings), tokenizer, emailing, providerSettings, orgSetter, authz, analytics, config.User, userRoleStore, userGetter)
+
+	cloudIntegrationStore := pkgimplcloudintegration.NewStore(sqlstore)
+	cloudIntegrationModule, err := cloudIntegrationCallback(cloudIntegrationStore, zeus, gateway, licensing, userGetter, userSetter)
+	if err != nil {
+		return nil, err
+	}
+
 	// Initialize all modules
-	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, analytics, querier, telemetrystore, telemetryMetadataStore, authNs, authz, cache, queryParser, config, dashboard, userGetter, userRoleStore)
+	modules := NewModules(sqlstore, tokenizer, emailing, providerSettings, orgGetter, alertmanager, analytics, querier, telemetrystore, telemetryMetadataStore, authNs, authz, cache, queryParser, config, dashboard, userGetter, userRoleStore, userSetter, orgSetter, quickfilter, cloudIntegrationModule)

 	// Initialize identN resolver
 	identNFactories := NewIdentNProviderFactories(sqlstore, tokenizer, orgGetter, userGetter, config.User)
--- a/pkg/telemetrylogs/condition_builder.go
+++ b/pkg/telemetrylogs/condition_builder.go
@@ -23,56 +23,61 @@ func NewConditionBuilder(fm qbtypes.FieldMapper) *conditionBuilder {

 func (c *conditionBuilder) conditionFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
 ) (string, error) {
-	column, err := c.fm.ColumnFor(ctx, key)
+	columns, err := c.fm.ColumnFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

-	if column.Type.GetType() == schema.ColumnTypeEnumJSON && querybuilder.BodyJSONQueryEnabled && key.Name != messageSubField {
-		valueType, value := InferDataType(value, operator, key)
-		cond, err := NewJSONConditionBuilder(key, valueType).buildJSONCondition(operator, value, sb)
-		if err != nil {
-			return "", err
+	// TODO(Piyush): Update this to support multiple JSON columns based on evolutions
+	for _, column := range columns {
+		if column.Type.GetType() == schema.ColumnTypeEnumJSON && querybuilder.BodyJSONQueryEnabled && key.Name != messageSubField {
+			valueType, value := InferDataType(value, operator, key)
+			cond, err := NewJSONConditionBuilder(key, valueType).buildJSONCondition(operator, value, sb)
+			if err != nil {
+				return "", err
+			}
+			return cond, nil
 		}
-		return cond, nil
+
 	}

 	if operator.IsStringSearchOperator() {
 		value = querybuilder.FormatValueForContains(value)
 	}

-	tblFieldName, err := c.fm.FieldFor(ctx, key)
+	fieldExpression, err := c.fm.FieldFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

 	// Check if this is a body JSON search - either by FieldContext
 	if key.FieldContext == telemetrytypes.FieldContextBody && !querybuilder.BodyJSONQueryEnabled {
-		tblFieldName, value = GetBodyJSONKey(ctx, key, operator, value)
+		fieldExpression, value = GetBodyJSONKey(ctx, key, operator, value)
 	}

-	tblFieldName, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, tblFieldName, operator)
+	fieldExpression, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, fieldExpression, operator)

 	// make use of case insensitive index for body
-	if tblFieldName == "body" || tblFieldName == messageSubColumn {
+	if fieldExpression == "body" || fieldExpression == messageSubColumn {
 		switch operator {
 		case qbtypes.FilterOperatorLike:
-			return sb.ILike(tblFieldName, value), nil
+			return sb.ILike(fieldExpression, value), nil
 		case qbtypes.FilterOperatorNotLike:
-			return sb.NotILike(tblFieldName, value), nil
+			return sb.NotILike(fieldExpression, value), nil
 		case qbtypes.FilterOperatorRegexp:
 			// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 			// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-			return fmt.Sprintf(`match(LOWER(%s), LOWER(%s))`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+			return fmt.Sprintf(`match(LOWER(%s), LOWER(%s))`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 		case qbtypes.FilterOperatorNotRegexp:
 			// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 			// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-			return fmt.Sprintf(`NOT match(LOWER(%s), LOWER(%s))`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+			return fmt.Sprintf(`NOT match(LOWER(%s), LOWER(%s))`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 		}
 	}

@@ -80,40 +85,41 @@ func (c *conditionBuilder) conditionFor(
 	switch operator {
 	// regular operators
 	case qbtypes.FilterOperatorEqual:
-		return sb.E(tblFieldName, value), nil
+		return sb.E(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotEqual:
-		return sb.NE(tblFieldName, value), nil
+		return sb.NE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThan:
-		return sb.G(tblFieldName, value), nil
+		return sb.G(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThanOrEq:
-		return sb.GE(tblFieldName, value), nil
+		return sb.GE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThan:
-		return sb.LT(tblFieldName, value), nil
+		return sb.LT(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThanOrEq:
-		return sb.LE(tblFieldName, value), nil
+		return sb.LE(fieldExpression, value), nil

 	// like and not like
 	case qbtypes.FilterOperatorLike:
-		return sb.Like(tblFieldName, value), nil
+		return sb.Like(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotLike:
-		return sb.NotLike(tblFieldName, value), nil
+		return sb.NotLike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorILike:
-		return sb.ILike(tblFieldName, value), nil
+		return sb.ILike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotILike:
-		return sb.NotILike(tblFieldName, value), nil
+		return sb.NotILike(fieldExpression, value), nil

 	case qbtypes.FilterOperatorContains:
-		return sb.ILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.ILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil
 	case qbtypes.FilterOperatorNotContains:
-		return sb.NotILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.NotILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil
+
 	case qbtypes.FilterOperatorRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	case qbtypes.FilterOperatorNotRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	// between and not between
 	case qbtypes.FilterOperatorBetween:
 		values, ok := value.([]any)
@@ -123,7 +129,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.Between(tblFieldName, values[0], values[1]), nil
+		return sb.Between(fieldExpression, values[0], values[1]), nil
 	case qbtypes.FilterOperatorNotBetween:
 		values, ok := value.([]any)
 		if !ok {
@@ -132,7 +138,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.NotBetween(tblFieldName, values[0], values[1]), nil
+		return sb.NotBetween(fieldExpression, values[0], values[1]), nil

 	// in and not in
 	case qbtypes.FilterOperatorIn:
@@ -143,7 +149,7 @@ func (c *conditionBuilder) conditionFor(
 		// instead of using IN, we use `=` + `OR` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.E(tblFieldName, value))
+			conditions = append(conditions, sb.E(fieldExpression, value))
 		}
 		return sb.Or(conditions...), nil
 	case qbtypes.FilterOperatorNotIn:
@@ -154,7 +160,7 @@ func (c *conditionBuilder) conditionFor(
 		// instead of using NOT IN, we use `!=` + `AND` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.NE(tblFieldName, value))
+			conditions = append(conditions, sb.NE(fieldExpression, value))
 		}
 		return sb.And(conditions...), nil

@@ -171,36 +177,61 @@ func (c *conditionBuilder) conditionFor(
 		}

 		var value any
+		column := columns[0]
+		if len(key.Evolutions) > 0 {
+			// we will use the corresponding column and its evolution entry for the query
+			newColumns, _, err := selectEvolutionsForColumns(columns, key.Evolutions, startNs, endNs)
+			if err != nil {
+				return "", err
+			}
+
+			if len(newColumns) == 0 {
+				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "no valid evolution found for field %s in the given time range", key.Name)
+			}
+
+			// This mean tblFieldName is with multiIf, we just need to do a null check.
+			if len(newColumns) > 1 {
+				if operator == qbtypes.FilterOperatorExists {
+					return sb.IsNotNull(fieldExpression), nil
+				} else {
+					return sb.IsNull(fieldExpression), nil
+				}
+			}
+
+			// otherwise we have to find the correct exist operator based on the column type
+			column = newColumns[0]
+		}
+
 		switch column.Type.GetType() {
 		case schema.ColumnTypeEnumJSON:
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.IsNotNull(tblFieldName), nil
+				return sb.IsNotNull(fieldExpression), nil
 			}
-			return sb.IsNull(tblFieldName), nil
+			return sb.IsNull(fieldExpression), nil
 		case schema.ColumnTypeEnumLowCardinality:
 			switch elementType := column.Type.(schema.LowCardinalityColumnType).ElementType; elementType.GetType() {
 			case schema.ColumnTypeEnumString:
 				value = ""
 				if operator == qbtypes.FilterOperatorExists {
-					return sb.NE(tblFieldName, value), nil
+					return sb.NE(fieldExpression, value), nil
 				}
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			default:
 				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for low cardinality column type %s", elementType)
 			}
 		case schema.ColumnTypeEnumString:
 			value = ""
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.NE(tblFieldName, value), nil
+				return sb.NE(fieldExpression, value), nil
 			} else {
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			}
 		case schema.ColumnTypeEnumUInt64, schema.ColumnTypeEnumUInt32, schema.ColumnTypeEnumUInt8:
 			value = 0
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.NE(tblFieldName, value), nil
+				return sb.NE(fieldExpression, value), nil
 			} else {
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			}
 		case schema.ColumnTypeEnumMap:
 			keyType := column.Type.(schema.MapColumnType).KeyType
@@ -224,6 +255,7 @@ func (c *conditionBuilder) conditionFor(
 			}
 		default:
 			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for column type %s", column.Type)
+
 		}
 	}
 	return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "unsupported operator: %v", operator)
@@ -231,14 +263,15 @@ func (c *conditionBuilder) conditionFor(

 func (c *conditionBuilder) ConditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
-	_ uint64,
-	_ uint64,
 ) (string, error) {
-	condition, err := c.conditionFor(ctx, key, operator, value, sb)
+
+	condition, err := c.conditionFor(ctx, startNs, endNs, key, operator, value, sb)
 	if err != nil {
 		return "", err
 	}
@@ -261,7 +294,7 @@ func (c *conditionBuilder) ConditionFor(
 	}

 	if buildExistCondition {
-		existsCondition, err := c.conditionFor(ctx, key, qbtypes.FilterOperatorExists, nil, sb)
+		existsCondition, err := c.conditionFor(ctx, startNs, endNs, key, qbtypes.FilterOperatorExists, nil, sb)
 		if err != nil {
 			return "", err
 		}
--- a/pkg/telemetrylogs/condition_builder_test.go
+++ b/pkg/telemetrylogs/condition_builder_test.go
@@ -3,6 +3,7 @@ package telemetrylogs
 import (
 	"context"
 	"testing"
+	"time"

 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
@@ -11,14 +12,148 @@ import (
 	"github.com/stretchr/testify/require"
 )

+func TestExistsConditionForWithEvolutions(t *testing.T) {
+	testCases := []struct {
+		name          string
+		startTs       uint64
+		endTs         uint64
+		key           telemetrytypes.TelemetryFieldKey
+		operator      qbtypes.FilterOperator
+		value         any
+		expectedSQL   string
+		expectedArgs  []any
+		expectedError error
+	}{
+		{
+			name:    "New column",
+			startTs: uint64(time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			endTs:   uint64(time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "service.name",
+				FieldContext:  telemetrytypes.FieldContextResource,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+				Evolutions: []*telemetrytypes.EvolutionEntry{
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resources_string",
+						FieldContext: telemetrytypes.FieldContextResource,
+						ColumnType:   "Map(LowCardinality(String), String)",
+						FieldName:    "__all__",
+						ReleaseTime:  time.Unix(0, 0),
+					},
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resource",
+						ColumnType:   "JSON()",
+						FieldContext: telemetrytypes.FieldContextResource,
+						FieldName:    "__all__",
+						ReleaseTime:  time.Date(2024, 1, 1, 0, 0, 0, 0, time.UTC),
+					},
+				},
+			},
+			operator:      qbtypes.FilterOperatorExists,
+			value:         nil,
+			expectedSQL:   "WHERE resource.`service.name`::String IS NOT NULL",
+			expectedError: nil,
+		},
+		{
+			name:    "Old column",
+			startTs: uint64(time.Date(2023, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			endTs:   uint64(time.Date(2023, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "service.name",
+				FieldContext:  telemetrytypes.FieldContextResource,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+				Evolutions: []*telemetrytypes.EvolutionEntry{
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resources_string",
+						FieldContext: telemetrytypes.FieldContextResource,
+						ColumnType:   "Map(LowCardinality(String), String)",
+						FieldName:    "__all__",
+						ReleaseTime:  time.Unix(0, 0),
+					},
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resource",
+						ColumnType:   "JSON()",
+						FieldContext: telemetrytypes.FieldContextResource,
+						FieldName:    "__all__",
+						ReleaseTime:  time.Date(2024, 1, 1, 0, 0, 0, 0, time.UTC),
+					},
+				},
+			},
+			operator:      qbtypes.FilterOperatorExists,
+			value:         nil,
+			expectedSQL:   "WHERE mapContains(resources_string, 'service.name') = ?",
+			expectedArgs:  []any{true},
+			expectedError: nil,
+		},
+		{
+			name:    "Both Old column and new - empty filter",
+			startTs: uint64(time.Date(2023, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			endTs:   uint64(time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC).UnixNano()),
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "service.name",
+				FieldContext:  telemetrytypes.FieldContextResource,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+				Evolutions: []*telemetrytypes.EvolutionEntry{
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resources_string",
+						FieldContext: telemetrytypes.FieldContextResource,
+						ColumnType:   "Map(LowCardinality(String), String)",
+						FieldName:    "__all__",
+						ReleaseTime:  time.Unix(0, 0),
+					},
+					{
+						Signal:       telemetrytypes.SignalLogs,
+						ColumnName:   "resource",
+						ColumnType:   "JSON()",
+						FieldContext: telemetrytypes.FieldContextResource,
+						FieldName:    "__all__",
+						ReleaseTime:  time.Date(2024, 1, 1, 0, 0, 0, 0, time.UTC),
+					},
+				},
+			},
+			operator:      qbtypes.FilterOperatorExists,
+			value:         nil,
+			expectedSQL:   "WHERE multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL",
+			expectedError: nil,
+		},
+	}
+	fm := NewFieldMapper()
+	conditionBuilder := NewConditionBuilder(fm)
+	ctx := context.Background()
+
+	for _, tc := range testCases {
+		sb := sqlbuilder.NewSelectBuilder()
+		t.Run(tc.name, func(t *testing.T) {
+			cond, err := conditionBuilder.ConditionFor(ctx, tc.startTs, tc.endTs, &tc.key, tc.operator, tc.value, sb)
+			sb.Where(cond)
+
+			if tc.expectedError != nil {
+				assert.Equal(t, tc.expectedError, err)
+			} else {
+				require.NoError(t, err)
+				sql, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+				assert.Contains(t, sql, tc.expectedSQL)
+				assert.Equal(t, tc.expectedArgs, args)
+			}
+		})
+	}
+}
+
 func TestConditionFor(t *testing.T) {
 	ctx := context.Background()

+	mockEvolution := mockEvolutionData(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC))
 	testCases := []struct {
 		name          string
 		key           telemetrytypes.TelemetryFieldKey
 		operator      qbtypes.FilterOperator
 		value         any
+		evolutions    []*telemetrytypes.EvolutionEntry
 		expectedSQL   string
 		expectedArgs  []any
 		expectedError error
@@ -241,9 +376,11 @@ func TestConditionFor(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextResource,
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 			},
+			evolutions:    mockEvolution,
 			operator:      qbtypes.FilterOperatorExists,
 			value:         nil,
-			expectedSQL:   "WHERE multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL",
+			expectedSQL:   "mapContains(resources_string, 'service.name') = ?",
+			expectedArgs:  []any{true},
 			expectedError: nil,
 		},
 		{
@@ -253,9 +390,11 @@ func TestConditionFor(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextResource,
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 			},
+			evolutions:    mockEvolution,
 			operator:      qbtypes.FilterOperatorNotExists,
 			value:         nil,
-			expectedSQL:   "WHERE multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NULL",
+			expectedSQL:   "mapContains(resources_string, 'service.name') <> ?",
+			expectedArgs:  []any{true},
 			expectedError: nil,
 		},
 		{
@@ -316,10 +455,11 @@ func TestConditionFor(t *testing.T) {
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 				Materialized:  true,
 			},
+			evolutions:    mockEvolution,
 			operator:      qbtypes.FilterOperatorRegexp,
 			value:         "frontend-.*",
-			expectedSQL:   "(match(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, `resource_string_service$$name_exists`==true, `resource_string_service$$name`, NULL), ?) AND multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, `resource_string_service$$name_exists`==true, `resource_string_service$$name`, NULL) IS NOT NULL)",
-			expectedArgs:  []any{"frontend-.*"},
+			expectedSQL:   "WHERE (match(`resource_string_service$$name`, ?) AND `resource_string_service$$name_exists` = ?)",
+			expectedArgs:  []any{"frontend-.*", true},
 			expectedError: nil,
 		},
 		{
@@ -330,9 +470,10 @@ func TestConditionFor(t *testing.T) {
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 				Materialized:  true,
 			},
+			evolutions:    mockEvolution,
 			operator:      qbtypes.FilterOperatorNotRegexp,
 			value:         "test-.*",
-			expectedSQL:   "WHERE NOT match(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, `resource_string_service$$name_exists`==true, `resource_string_service$$name`, NULL), ?)",
+			expectedSQL:   "WHERE NOT match(`resource_string_service$$name`, ?)",
 			expectedArgs:  []any{"test-.*"},
 			expectedError: nil,
 		},
@@ -372,14 +513,13 @@ func TestConditionFor(t *testing.T) {
 			expectedError: qbtypes.ErrColumnNotFound,
 		},
 	}
-
 	fm := NewFieldMapper()
 	conditionBuilder := NewConditionBuilder(fm)
-
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-			cond, err := conditionBuilder.ConditionFor(ctx, &tc.key, tc.operator, tc.value, sb, 0, 0)
+			tc.key.Evolutions = tc.evolutions
+			cond, err := conditionBuilder.ConditionFor(ctx, 0, 0, &tc.key, tc.operator, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedError != nil {
@@ -434,7 +574,7 @@ func TestConditionForMultipleKeys(t *testing.T) {
 		t.Run(tc.name, func(t *testing.T) {
 			var err error
 			for _, key := range tc.keys {
-				cond, err := conditionBuilder.ConditionFor(ctx, &key, tc.operator, tc.value, sb, 0, 0)
+				cond, err := conditionBuilder.conditionFor(ctx, 0, 0, &key, tc.operator, tc.value, sb)
 				sb.Where(cond)
 				if err != nil {
 					t.Fatalf("Error getting condition for key %s: %v", key.Name, err)
@@ -691,7 +831,7 @@ func TestConditionForJSONBodySearch(t *testing.T) {
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-			cond, err := conditionBuilder.ConditionFor(ctx, &tc.key, tc.operator, tc.value, sb, 0, 0)
+			cond, err := conditionBuilder.conditionFor(ctx, 0, 0, &tc.key, tc.operator, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedError != nil {
--- a/pkg/telemetrylogs/field_mapper.go
+++ b/pkg/telemetrylogs/field_mapper.go
@@ -3,7 +3,11 @@ package telemetrylogs
 import (
 	"context"
 	"fmt"
+	"slices"
+	"sort"
+	"strconv"
 	"strings"
+	"time"

 	schema "github.com/SigNoz/signoz-otel-collector/cmd/signozschemamigrator/schema_migrator"
 	"github.com/SigNoz/signoz-otel-collector/utils"
@@ -67,40 +71,42 @@ type fieldMapper struct{}
 func NewFieldMapper() qbtypes.FieldMapper {
 	return &fieldMapper{}
 }
-func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
+
+func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {
 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource:
-		return logsV2Columns["resource"], nil
+		columns := []*schema.Column{logsV2Columns["resources_string"], logsV2Columns["resource"]}
+		return columns, nil
 	case telemetrytypes.FieldContextScope:
 		switch key.Name {
 		case "name", "scope.name", "scope_name":
-			return logsV2Columns["scope_name"], nil
+			return []*schema.Column{logsV2Columns["scope_name"]}, nil
 		case "version", "scope.version", "scope_version":
-			return logsV2Columns["scope_version"], nil
+			return []*schema.Column{logsV2Columns["scope_version"]}, nil
 		}
-		return logsV2Columns["scope_string"], nil
+		return []*schema.Column{logsV2Columns["scope_string"]}, nil
 	case telemetrytypes.FieldContextAttribute:
 		switch key.FieldDataType {
 		case telemetrytypes.FieldDataTypeString:
-			return logsV2Columns["attributes_string"], nil
+			return []*schema.Column{logsV2Columns["attributes_string"]}, nil
 		case telemetrytypes.FieldDataTypeInt64, telemetrytypes.FieldDataTypeFloat64, telemetrytypes.FieldDataTypeNumber:
-			return logsV2Columns["attributes_number"], nil
+			return []*schema.Column{logsV2Columns["attributes_number"]}, nil
 		case telemetrytypes.FieldDataTypeBool:
-			return logsV2Columns["attributes_bool"], nil
+			return []*schema.Column{logsV2Columns["attributes_bool"]}, nil
 		}
 	case telemetrytypes.FieldContextBody:
 		// Body context is for JSON body fields. Use body_v2 if feature flag is enabled.
 		if querybuilder.BodyJSONQueryEnabled {
 			if key.Name == messageSubField {
-				return logsV2Columns[messageSubColumn], nil
+				return []*schema.Column{logsV2Columns[messageSubColumn]}, nil
 			}
-			return logsV2Columns[LogsV2BodyV2Column], nil
+			return []*schema.Column{logsV2Columns[LogsV2BodyV2Column]}, nil
 		}
 		// Fall back to legacy body column
-		return logsV2Columns["body"], nil
+		return []*schema.Column{logsV2Columns["body"]}, nil
 	case telemetrytypes.FieldContextLog, telemetrytypes.FieldContextUnspecified:
 		if key.Name == LogsV2BodyColumn && querybuilder.BodyJSONQueryEnabled {
-			return logsV2Columns[messageSubColumn], nil
+			return []*schema.Column{logsV2Columns[messageSubColumn]}, nil
 		}
 		col, ok := logsV2Columns[key.Name]
 		if !ok {
@@ -108,100 +114,248 @@ func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.Telemetry
 			if strings.HasPrefix(key.Name, telemetrytypes.BodyJSONStringSearchPrefix) {
 				// Use body_v2 if feature flag is enabled and we have a body condition builder
 				if querybuilder.BodyJSONQueryEnabled {
-					return logsV2Columns[LogsV2BodyV2Column], nil
+					// TODO(Piyush): Update this to support multiple JSON columns based on evolutions
+					// i.e return both the body json and body json promoted and let the evolutions decide which one to use
+					// based on the query range time.
+					return []*schema.Column{logsV2Columns[LogsV2BodyV2Column]}, nil
 				}
 				// Fall back to legacy body column
-				return logsV2Columns["body"], nil
+				return []*schema.Column{logsV2Columns["body"]}, nil
 			}
 			return nil, qbtypes.ErrColumnNotFound
 		}
-		return col, nil
+		return []*schema.Column{col}, nil
 	}

 	return nil, qbtypes.ErrColumnNotFound
 }

-func (m *fieldMapper) FieldFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (string, error) {
-	column, err := m.getColumn(ctx, key)
+// selectEvolutionsForColumns selects the appropriate evolution entries for each column based on the time range.
+// Logic:
+//   - Finds the latest base evolution (<= tsStartTime) across ALL columns
+//   - Rejects all evolutions before this latest base evolution
+//   - For duplicate evolutions it considers the oldest one (first in ReleaseTime)
+//   - For each column, includes its evolution if it's >= latest base evolution and <= tsEndTime
+//   - Results are sorted by ReleaseTime descending (newest first)
+func selectEvolutionsForColumns(columns []*schema.Column, evolutions []*telemetrytypes.EvolutionEntry, tsStart, tsEnd uint64) ([]*schema.Column, []*telemetrytypes.EvolutionEntry, error) {
+
+	sortedEvolutions := make([]*telemetrytypes.EvolutionEntry, len(evolutions))
+	copy(sortedEvolutions, evolutions)
+
+	// sort the evolutions by ReleaseTime ascending
+	sort.Slice(sortedEvolutions, func(i, j int) bool {
+		return sortedEvolutions[i].ReleaseTime.Before(sortedEvolutions[j].ReleaseTime)
+	})
+
+	tsStartTime := time.Unix(0, int64(tsStart))
+	tsEndTime := time.Unix(0, int64(tsEnd))
+
+	// Build evolution map: column name -> evolution
+	evolutionMap := make(map[string]*telemetrytypes.EvolutionEntry)
+	for _, evolution := range sortedEvolutions {
+		if _, exists := evolutionMap[evolution.ColumnName+":"+evolution.FieldName+":"+strconv.Itoa(int(evolution.Version))]; exists {
+			// since if there is duplicate we would just use the oldest one.
+			continue
+		}
+		evolutionMap[evolution.ColumnName+":"+evolution.FieldName+":"+strconv.Itoa(int(evolution.Version))] = evolution
+	}
+
+	// Find the latest base evolution (<= tsStartTime) across ALL columns
+	// Evolutions are sorted, so we can break early
+	var latestBaseEvolutionAcrossAll *telemetrytypes.EvolutionEntry
+	for _, evolution := range sortedEvolutions {
+		if evolution.ReleaseTime.After(tsStartTime) {
+			break
+		}
+		latestBaseEvolutionAcrossAll = evolution
+	}
+
+	// We shouldn't reach this, it basically means there is something wrong with the evolutions data
+	if latestBaseEvolutionAcrossAll == nil {
+		return nil, nil, errors.Newf(errors.TypeInternal, errors.CodeInternal, "no base evolution found for columns %v", columns)
+	}
+
+	columnLookUpMap := make(map[string]*schema.Column)
+	for _, column := range columns {
+		columnLookUpMap[column.Name] = column
+	}
+
+	// Collect column-evolution pairs
+	type colEvoPair struct {
+		column    *schema.Column
+		evolution *telemetrytypes.EvolutionEntry
+	}
+	pairs := []colEvoPair{}
+
+	for _, evolution := range evolutionMap {
+		// Reject evolutions before the latest base evolution
+		if evolution.ReleaseTime.Before(latestBaseEvolutionAcrossAll.ReleaseTime) {
+			continue
+		}
+		// skip evolutions after tsEndTime
+		if evolution.ReleaseTime.After(tsEndTime) || evolution.ReleaseTime.Equal(tsEndTime) {
+			continue
+		}
+
+		if _, exists := columnLookUpMap[evolution.ColumnName]; !exists {
+			return nil, nil, errors.Newf(errors.TypeInternal, errors.CodeInternal, "evolution column %s not found in columns %v", evolution.ColumnName, columns)
+		}
+
+		pairs = append(pairs, colEvoPair{columnLookUpMap[evolution.ColumnName], evolution})
+	}
+
+	// If no pairs found, fall back to latestBaseEvolutionAcrossAll for matching columns
+	if len(pairs) == 0 {
+		for _, column := range columns {
+			// Use latestBaseEvolutionAcrossAll if this column name matches its column name
+			if column.Name == latestBaseEvolutionAcrossAll.ColumnName {
+				pairs = append(pairs, colEvoPair{column, latestBaseEvolutionAcrossAll})
+			}
+		}
+	}
+
+	// Sort by ReleaseTime descending (newest first)
+	slices.SortFunc(pairs, func(a, b colEvoPair) int {
+		// Sort by ReleaseTime descending (newest first)
+		if a.evolution.ReleaseTime.After(b.evolution.ReleaseTime) {
+			return -1
+		}
+		if a.evolution.ReleaseTime.Before(b.evolution.ReleaseTime) {
+			return 1
+		}
+		return 0
+	})
+
+	// Extract results
+	newColumns := make([]*schema.Column, len(pairs))
+	evolutionsEntries := make([]*telemetrytypes.EvolutionEntry, len(pairs))
+	for i, pair := range pairs {
+		newColumns[i] = pair.column
+		evolutionsEntries[i] = pair.evolution
+	}
+
+	return newColumns, evolutionsEntries, nil
+}
+
+func (m *fieldMapper) FieldFor(ctx context.Context, tsStart, tsEnd uint64, key *telemetrytypes.TelemetryFieldKey) (string, error) {
+	columns, err := m.getColumn(ctx, key)
 	if err != nil {
 		return "", err
 	}

-	switch column.Type.GetType() {
-	case schema.ColumnTypeEnumJSON:
-		// json is only supported for resource context as of now
-		switch key.FieldContext {
-		case telemetrytypes.FieldContextResource:
-			oldColumn := logsV2Columns["resources_string"]
-			oldKeyName := fmt.Sprintf("%s['%s']", oldColumn.Name, key.Name)
-
-			// have to add ::string as clickHouse throws an error :- data types Variant/Dynamic are not allowed in GROUP BY
-			// once clickHouse dependency is updated, we need to check if we can remove it.
-			if key.Materialized {
-				oldKeyName = telemetrytypes.FieldKeyToMaterializedColumnName(key)
-				oldKeyNameExists := telemetrytypes.FieldKeyToMaterializedColumnNameForExists(key)
-				return fmt.Sprintf("multiIf(%s.`%s` IS NOT NULL, %s.`%s`::String, %s==true, %s, NULL)", column.Name, key.Name, column.Name, key.Name, oldKeyNameExists, oldKeyName), nil
-			}
-			return fmt.Sprintf("multiIf(%s.`%s` IS NOT NULL, %s.`%s`::String, mapContains(%s, '%s'), %s, NULL)", column.Name, key.Name, column.Name, key.Name, oldColumn.Name, key.Name, oldKeyName), nil
-		case telemetrytypes.FieldContextBody:
-			if key.Name == messageSubField {
-				return messageSubColumn, nil
-			}
-
-			if key.JSONDataType == nil {
-				return "", qbtypes.ErrColumnNotFound
-			}
-
-			if key.KeyNameContainsArray() && !key.JSONDataType.IsArray {
-				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "FieldFor not supported for nested fields; only supported for flat paths (e.g. body.status.detail) and paths of Array type: %s(%s)", key.Name, key.FieldDataType)
-			}
-
-			return m.buildFieldForJSON(key)
-		default:
-			return "", errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "only resource/body context fields are supported for json columns, got %s", key.FieldContext.String)
+	var newColumns []*schema.Column
+	var evolutionsEntries []*telemetrytypes.EvolutionEntry
+	if len(key.Evolutions) > 0 {
+		// we will use the corresponding column and its evolution entry for the query
+		newColumns, evolutionsEntries, err = selectEvolutionsForColumns(columns, key.Evolutions, tsStart, tsEnd)
+		if err != nil {
+			return "", err
 		}
-	case schema.ColumnTypeEnumLowCardinality:
-		switch elementType := column.Type.(schema.LowCardinalityColumnType).ElementType; elementType.GetType() {
-		case schema.ColumnTypeEnumString:
-			return column.Name, nil
-		default:
-			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for low cardinality column type %s", elementType)
-		}
-	case schema.ColumnTypeEnumString,
-		schema.ColumnTypeEnumUInt64, schema.ColumnTypeEnumUInt32, schema.ColumnTypeEnumUInt8:
-		return column.Name, nil
-	case schema.ColumnTypeEnumMap:
-		keyType := column.Type.(schema.MapColumnType).KeyType
-		if _, ok := keyType.(schema.LowCardinalityColumnType); !ok {
-			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "key type %s is not supported for map column type %s", keyType, column.Type)
+	} else {
+		newColumns = columns
+	}
+
+	exprs := []string{}
+	existExpr := []string{}
+	for i, column := range newColumns {
+		// Use evolution column name if available, otherwise use the column name
+		columnName := column.Name
+		if evolutionsEntries != nil && evolutionsEntries[i] != nil {
+			columnName = evolutionsEntries[i].ColumnName
 		}

-		switch valueType := column.Type.(schema.MapColumnType).ValueType; valueType.GetType() {
-		case schema.ColumnTypeEnumString, schema.ColumnTypeEnumBool, schema.ColumnTypeEnumFloat64:
-			// a key could have been materialized, if so return the materialized column name
-			if key.Materialized {
-				return telemetrytypes.FieldKeyToMaterializedColumnName(key), nil
+		switch column.Type.GetType() {
+		case schema.ColumnTypeEnumJSON:
+			switch key.FieldContext {
+			case telemetrytypes.FieldContextResource:
+				exprs = append(exprs, fmt.Sprintf("%s.`%s`::String", columnName, key.Name))
+				existExpr = append(existExpr, fmt.Sprintf("%s.`%s` IS NOT NULL", columnName, key.Name))
+			case telemetrytypes.FieldContextBody:
+				if key.Name == messageSubField {
+					exprs = append(exprs, messageSubColumn)
+					continue
+				}
+
+				if key.JSONDataType == nil {
+					return "", qbtypes.ErrColumnNotFound
+				}
+
+				if key.KeyNameContainsArray() && !key.JSONDataType.IsArray {
+					return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "FieldFor not supported for nested fields; only supported for flat paths (e.g. body.status.detail) and paths of Array type: %s(%s)", key.Name, key.FieldDataType)
+				}
+
+				expr, err := m.buildFieldForJSON(key)
+				if err != nil {
+					return "", err
+				}
+
+				exprs = append(exprs, expr)
+			default:
+				return "", errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "only resource/body context fields are supported for json columns, got %s", key.FieldContext.String)
+			}
+
+		case schema.ColumnTypeEnumLowCardinality:
+			switch elementType := column.Type.(schema.LowCardinalityColumnType).ElementType; elementType.GetType() {
+			case schema.ColumnTypeEnumString:
+				exprs = append(exprs, column.Name)
+			default:
+				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for low cardinality column type %s", elementType)
+			}
+		case schema.ColumnTypeEnumString,
+			schema.ColumnTypeEnumUInt64, schema.ColumnTypeEnumUInt32, schema.ColumnTypeEnumUInt8:
+			exprs = append(exprs, column.Name)
+		case schema.ColumnTypeEnumMap:
+			keyType := column.Type.(schema.MapColumnType).KeyType
+			if _, ok := keyType.(schema.LowCardinalityColumnType); !ok {
+				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "key type %s is not supported for map column type %s", keyType, column.Type)
+			}
+
+			switch valueType := column.Type.(schema.MapColumnType).ValueType; valueType.GetType() {
+			case schema.ColumnTypeEnumString, schema.ColumnTypeEnumBool, schema.ColumnTypeEnumFloat64:
+				// a key could have been materialized, if so return the materialized column name
+				if key.Materialized {
+					exprs = append(exprs, telemetrytypes.FieldKeyToMaterializedColumnName(key))
+					existExpr = append(existExpr, fmt.Sprintf("%s==true", telemetrytypes.FieldKeyToMaterializedColumnNameForExists(key)))
+				} else {
+					exprs = append(exprs, fmt.Sprintf("%s['%s']", columnName, key.Name))
+					existExpr = append(existExpr, fmt.Sprintf("mapContains(%s, '%s')", columnName, key.Name))
+				}
+			default:
+				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for map column type %s", valueType)
 			}
-			return fmt.Sprintf("%s['%s']", column.Name, key.Name), nil
-		default:
-			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for map column type %s", valueType)
 		}
 	}
+
+	if len(exprs) == 1 {
+		return exprs[0], nil
+	} else if len(exprs) > 1 {
+		// Ensure existExpr has the same length as exprs
+		if len(existExpr) != len(exprs) {
+			return "", errors.New(errors.TypeInternal, errors.CodeInternal, "length of exist exprs doesn't match to that of exprs")
+		}
+		finalExprs := []string{}
+		for i, expr := range exprs {
+			finalExprs = append(finalExprs, fmt.Sprintf("%s, %s", existExpr[i], expr))
+		}
+		return "multiIf(" + strings.Join(finalExprs, ", ") + ", NULL)", nil
+	}
+
 	// should not reach here
-	return column.Name, nil
+	return columns[0].Name, nil
 }

-func (m *fieldMapper) ColumnFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
+func (m *fieldMapper) ColumnFor(ctx context.Context, _, _ uint64, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {
 	return m.getColumn(ctx, key)
 }

 func (m *fieldMapper) ColumnExpressionFor(
 	ctx context.Context,
+	tsStart, tsEnd uint64,
 	field *telemetrytypes.TelemetryFieldKey,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
 ) (string, error) {

-	colName, err := m.FieldFor(ctx, field)
+	fieldExpression, err := m.FieldFor(ctx, tsStart, tsEnd, field)
 	if errors.Is(err, qbtypes.ErrColumnNotFound) {
 		// the key didn't have the right context to be added to the query
 		// we try to use the context we know of
@@ -211,7 +365,7 @@ func (m *fieldMapper) ColumnExpressionFor(
 			if _, ok := logsV2Columns[field.Name]; ok {
 				// if it is, attach the column name directly
 				field.FieldContext = telemetrytypes.FieldContextLog
-				colName, _ = m.FieldFor(ctx, field)
+				fieldExpression, _ = m.FieldFor(ctx, tsStart, tsEnd, field)
 			} else {
 				// - the context is not provided
 				// - there are not keys for the field
@@ -229,19 +383,19 @@ func (m *fieldMapper) ColumnExpressionFor(
 			}
 		} else if len(keysForField) == 1 {
 			// we have a single key for the field, use it
-			colName, _ = m.FieldFor(ctx, keysForField[0])
+			fieldExpression, _ = m.FieldFor(ctx, tsStart, tsEnd, keysForField[0])
 		} else {
 			// select any non-empty value from the keys
 			args := []string{}
 			for _, key := range keysForField {
-				colName, _ = m.FieldFor(ctx, key)
-				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", colName, colName))
+				fieldExpression, _ = m.FieldFor(ctx, tsStart, tsEnd, key)
+				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", fieldExpression, fieldExpression))
 			}
-			colName = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
+			fieldExpression = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
 		}
 	}

-	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(colName), field.Name), nil
+	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(fieldExpression), field.Name), nil
 }

 // buildFieldForJSON builds the field expression for body JSON fields using arrayConcat pattern
--- a/pkg/telemetrylogs/field_mapper_test.go
+++ b/pkg/telemetrylogs/field_mapper_test.go
@@ -3,6 +3,7 @@ package telemetrylogs
 import (
 	"context"
 	"testing"
+	"time"

 	schema "github.com/SigNoz/signoz-otel-collector/cmd/signozschemamigrator/schema_migrator"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
@@ -17,7 +18,7 @@ func TestGetColumn(t *testing.T) {
 	testCases := []struct {
 		name          string
 		key           telemetrytypes.TelemetryFieldKey
-		expectedCol   *schema.Column
+		expectedCol   []*schema.Column
 		expectedError error
 	}{
 		{
@@ -26,7 +27,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "service.name",
 				FieldContext: telemetrytypes.FieldContextResource,
 			},
-			expectedCol:   logsV2Columns["resource"],
+			expectedCol:   []*schema.Column{logsV2Columns["resources_string"], logsV2Columns["resource"]},
 			expectedError: nil,
 		},
 		{
@@ -35,7 +36,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "name",
 				FieldContext: telemetrytypes.FieldContextScope,
 			},
-			expectedCol:   logsV2Columns["scope_name"],
+			expectedCol:   []*schema.Column{logsV2Columns["scope_name"]},
 			expectedError: nil,
 		},
 		{
@@ -44,7 +45,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "scope.name",
 				FieldContext: telemetrytypes.FieldContextScope,
 			},
-			expectedCol:   logsV2Columns["scope_name"],
+			expectedCol:   []*schema.Column{logsV2Columns["scope_name"]},
 			expectedError: nil,
 		},
 		{
@@ -53,7 +54,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "scope_name",
 				FieldContext: telemetrytypes.FieldContextScope,
 			},
-			expectedCol:   logsV2Columns["scope_name"],
+			expectedCol:   []*schema.Column{logsV2Columns["scope_name"]},
 			expectedError: nil,
 		},
 		{
@@ -62,7 +63,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "version",
 				FieldContext: telemetrytypes.FieldContextScope,
 			},
-			expectedCol:   logsV2Columns["scope_version"],
+			expectedCol:   []*schema.Column{logsV2Columns["scope_version"]},
 			expectedError: nil,
 		},
 		{
@@ -71,7 +72,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "custom.scope.field",
 				FieldContext: telemetrytypes.FieldContextScope,
 			},
-			expectedCol:   logsV2Columns["scope_string"],
+			expectedCol:   []*schema.Column{logsV2Columns["scope_string"]},
 			expectedError: nil,
 		},
 		{
@@ -81,7 +82,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 			},
-			expectedCol:   logsV2Columns["attributes_string"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_string"]},
 			expectedError: nil,
 		},
 		{
@@ -91,7 +92,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeNumber,
 			},
-			expectedCol:   logsV2Columns["attributes_number"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_number"]},
 			expectedError: nil,
 		},
 		{
@@ -101,7 +102,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeInt64,
 			},
-			expectedCol:   logsV2Columns["attributes_number"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_number"]},
 			expectedError: nil,
 		},
 		{
@@ -111,7 +112,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeFloat64,
 			},
-			expectedCol:   logsV2Columns["attributes_number"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_number"]},
 			expectedError: nil,
 		},
 		{
@@ -121,7 +122,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeBool,
 			},
-			expectedCol:   logsV2Columns["attributes_bool"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_bool"]},
 			expectedError: nil,
 		},
 		{
@@ -130,7 +131,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "timestamp",
 				FieldContext: telemetrytypes.FieldContextLog,
 			},
-			expectedCol:   logsV2Columns["timestamp"],
+			expectedCol:   []*schema.Column{logsV2Columns["timestamp"]},
 			expectedError: nil,
 		},
 		{
@@ -139,7 +140,7 @@ func TestGetColumn(t *testing.T) {
 				Name:         "body",
 				FieldContext: telemetrytypes.FieldContextLog,
 			},
-			expectedCol:   logsV2Columns["body"],
+			expectedCol:   []*schema.Column{logsV2Columns["body"]},
 			expectedError: nil,
 		},
 		{
@@ -159,7 +160,7 @@ func TestGetColumn(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeBool,
 			},
-			expectedCol:   logsV2Columns["attributes_bool"],
+			expectedCol:   []*schema.Column{logsV2Columns["attributes_bool"]},
 			expectedError: nil,
 		},
 	}
@@ -168,7 +169,7 @@ func TestGetColumn(t *testing.T) {

 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
-			col, err := fm.ColumnFor(ctx, &tc.key)
+			col, err := fm.ColumnFor(ctx, 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
@@ -183,11 +184,14 @@ func TestGetColumn(t *testing.T) {
 func TestGetFieldKeyName(t *testing.T) {
 	ctx := context.Background()

+	resourceEvolution := mockEvolutionData(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC))
+
 	testCases := []struct {
-		name           string
-		key            telemetrytypes.TelemetryFieldKey
-		expectedResult string
-		expectedError  error
+		name            string
+		key             telemetrytypes.TelemetryFieldKey
+		expectedResult  string
+		expectedError   error
+		addExistsFilter bool
 	}{
 		{
 			name: "Simple column type - timestamp",
@@ -195,8 +199,9 @@ func TestGetFieldKeyName(t *testing.T) {
 				Name:         "timestamp",
 				FieldContext: telemetrytypes.FieldContextLog,
 			},
-			expectedResult: "timestamp",
-			expectedError:  nil,
+			expectedResult:  "timestamp",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
 			name: "Map column type - string attribute",
@@ -205,8 +210,9 @@ func TestGetFieldKeyName(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 			},
-			expectedResult: "attributes_string['user.id']",
-			expectedError:  nil,
+			expectedResult:  "attributes_string['user.id']",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
 			name: "Map column type - number attribute",
@@ -215,8 +221,9 @@ func TestGetFieldKeyName(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeNumber,
 			},
-			expectedResult: "attributes_number['request.size']",
-			expectedError:  nil,
+			expectedResult:  "attributes_number['request.size']",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
 			name: "Map column type - bool attribute",
@@ -225,28 +232,33 @@ func TestGetFieldKeyName(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeBool,
 			},
-			expectedResult: "attributes_bool['request.success']",
-			expectedError:  nil,
+			expectedResult:  "attributes_bool['request.success']",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
 			name: "Map column type - resource attribute",
 			key: telemetrytypes.TelemetryFieldKey{
 				Name:         "service.name",
 				FieldContext: telemetrytypes.FieldContextResource,
+				Evolutions:   resourceEvolution,
 			},
-			expectedResult: "multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL)",
-			expectedError:  nil,
+			expectedResult:  "resources_string['service.name']",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
-			name: "Map column type - resource attribute - Materialized",
+			name: "Map column type - resource attribute - Materialized - json",
 			key: telemetrytypes.TelemetryFieldKey{
 				Name:          "service.name",
 				FieldContext:  telemetrytypes.FieldContextResource,
 				FieldDataType: telemetrytypes.FieldDataTypeString,
 				Materialized:  true,
+				Evolutions:    resourceEvolution,
 			},
-			expectedResult: "multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, `resource_string_service$$name_exists`==true, `resource_string_service$$name`, NULL)",
-			expectedError:  nil,
+			expectedResult:  "`resource_string_service$$name`",
+			expectedError:   nil,
+			addExistsFilter: false,
 		},
 		{
 			name: "Non-existent column",
@@ -262,7 +274,7 @@ func TestGetFieldKeyName(t *testing.T) {
 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
 			fm := NewFieldMapper()
-			result, err := fm.FieldFor(ctx, &tc.key)
+			result, err := fm.FieldFor(ctx, 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
@@ -273,3 +285,693 @@ func TestGetFieldKeyName(t *testing.T) {
 		})
 	}
 }
+
+func TestFieldForWithEvolutions(t *testing.T) {
+	ctx := context.Background()
+
+	key := &telemetrytypes.TelemetryFieldKey{
+		Name:         "service.name",
+		FieldContext: telemetrytypes.FieldContextResource,
+	}
+
+	testCases := []struct {
+		name           string
+		evolutions     []*telemetrytypes.EvolutionEntry
+		key            *telemetrytypes.TelemetryFieldKey
+		tsStartTime    time.Time
+		tsEndTime      time.Time
+		expectedResult string
+		expectedError  error
+	}{
+		{
+			name: "Single evolution before tsStartTime",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "resources_string['service.name']",
+			expectedError:  nil,
+		},
+		{
+			name: "Single evolution exactly at tsStartTime",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "resources_string['service.name']",
+			expectedError:  nil,
+		},
+		{
+			name: "Single evolution after tsStartTime",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL)",
+			expectedError:  nil,
+		},
+		// TODO(piyush): to be added once integration with JSON is done.
+		// {
+		// 	name: "Single evolution after tsStartTime - JSON body",
+		// 	evolutions: []*telemetrytypes.EvolutionEntry{
+		// 		{
+		// 			Signal:       telemetrytypes.SignalLogs,
+		// 			ColumnName:   LogsV2BodyV2Column,
+		// 			ColumnType:   "JSON(max_dynamic_paths=0)",
+		// 			FieldContext: telemetrytypes.FieldContextBody,
+		// 			FieldName:    "__all__",
+		// 			ReleaseTime:  time.Unix(0, 0),
+		// 		},
+		// 		{
+		// 			Signal:       telemetrytypes.SignalLogs,
+		// 			ColumnName:   LogsV2BodyPromotedColumn,
+		// 			ColumnType:   "JSON()",
+		// 			FieldContext: telemetrytypes.FieldContextBody,
+		// 			FieldName:    "user.name",
+		// 			ReleaseTime:  time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+		// 		},
+		// 	},
+		// 	key: &telemetrytypes.TelemetryFieldKey{
+		// 		Name:         "user.name",
+		// 		FieldContext: telemetrytypes.FieldContextBody,
+		// 		JSONDataType: &telemetrytypes.String,
+		// 		Materialized: true,
+		// 	},
+		// 	tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+		// 	tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+		// 	expectedResult: "coalesce(dynamicElement(body_json.`user.name`, 'String'), dynamicElement(body_promoted.`user.name`, 'String'))",
+		// 	expectedError:  nil,
+		// },
+		{
+			name: "Multiple evolutions before tsStartTime - only latest should be included",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 1, 2, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "resource.`service.name`::String",
+			expectedError:  nil,
+		},
+		{
+			name: "Multiple evolutions after tsStartTime - all should be included",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 1, 2, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Unix(0, 0),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL)",
+			expectedError:  nil,
+		},
+		{
+			name: "Duplicate evolutions after tsStartTime - all should be included",
+			// Note: on production when this happens, we should go ahead and clean it up if required
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 3, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "resource.`service.name`::String",
+			expectedError:  nil,
+		},
+		{
+			name: "Evolution exactly at tsEndTime - should not be included",
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			key:            key,
+			tsStartTime:    time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			tsEndTime:      time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC),
+			expectedResult: "resources_string['service.name']",
+			expectedError:  nil,
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			fm := NewFieldMapper()
+
+			tsStart := uint64(tc.tsStartTime.UnixNano())
+			tsEnd := uint64(tc.tsEndTime.UnixNano())
+			tc.key.Evolutions = tc.evolutions
+
+			result, err := fm.FieldFor(ctx, tsStart, tsEnd, tc.key)
+
+			if tc.expectedError != nil {
+				assert.Equal(t, tc.expectedError, err)
+			} else {
+				require.NoError(t, err)
+				assert.Equal(t, tc.expectedResult, result)
+			}
+		})
+	}
+}
+
+func TestSelectEvolutionsForColumns(t *testing.T) {
+	testCases := []struct {
+		name            string
+		columns         []*schema.Column
+		evolutions      []*telemetrytypes.EvolutionEntry
+		tsStart         uint64
+		tsEnd           uint64
+		expectedColumns []string // column names
+		expectedEvols   []string // evolution column names
+		expectedError   bool
+		errorStr        string
+	}{
+		{
+			name: "New evolutions at tsStartTime - should include latest evolution",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 2, 25, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 25, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 30, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resource"},
+			expectedEvols:   []string{"resource"},
+		},
+		{
+			name: "New evolutions after tsStartTime but less than tsEndTime - should include both",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 2, 3, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resource", "resources_string"}, // sorted by ReleaseTime desc
+			expectedEvols:   []string{"resource", "resources_string"},
+		},
+		{
+			name: "Columns without matching evolutions - should exclude them",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],          // no evolution for this
+				logsV2Columns["attributes_string"], // no evolution for this
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resources_string"},
+			expectedEvols:   []string{"resources_string"},
+		},
+		{
+			name: "New evolutions at tsEndTime - should not include new evolution",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 2, 30, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 25, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 30, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resources_string"},
+			expectedEvols:   []string{"resources_string"},
+		},
+		{
+			name: "New evolutions after tsEndTime - should exclude new",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 2, 25, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resources_string"},
+			expectedEvols:   []string{"resources_string"},
+		},
+		{
+			name:    "Empty columns array",
+			columns: []*schema.Column{},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{},
+			expectedEvols:   []string{},
+			expectedError:   true,
+			errorStr:        "column resources_string not found",
+		},
+		{
+			name: "Duplicate evolutions - should use first encountered (oldest if sorted)",
+			columns: []*schema.Column{
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 1, 20, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resource"},
+			expectedEvols:   []string{"resource"}, // should use first one (older)
+		},
+		{
+			name: "Genuine Duplicate evolutions with new version- should consider both",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      0,
+					ReleaseTime:  time.Date(0, 0, 0, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      1,
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					Version:      2,
+					ReleaseTime:  time.Date(2024, 1, 20, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 1, 16, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resources_string", "resource"},
+			expectedEvols:   []string{"resources_string", "resource"}, // should use first one (older)
+		},
+		{
+			name: "Evolution exactly at tsEndTime",
+			columns: []*schema.Column{
+				logsV2Columns["resources_string"],
+				logsV2Columns["resource"],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resources_string",
+					ColumnType:   "Map(LowCardinality(String), String)",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 1, 15, 0, 0, 0, 0, time.UTC),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   "resource",
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextResource,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC), // exactly at tsEnd
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{"resources_string"}, // resource excluded because After(tsEnd) is true
+			expectedEvols:   []string{"resources_string"},
+		},
+		{
+			name: "Single evolution after tsStartTime - JSON body",
+			columns: []*schema.Column{
+				logsV2Columns[LogsV2BodyV2Column],
+				logsV2Columns[LogsV2BodyPromotedColumn],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   LogsV2BodyV2Column,
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextBody,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   LogsV2BodyPromotedColumn,
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextBody,
+					FieldName:    "user.name",
+					ReleaseTime:  time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{LogsV2BodyPromotedColumn, LogsV2BodyV2Column}, // sorted by ReleaseTime desc (newest first)
+			expectedEvols:   []string{LogsV2BodyPromotedColumn, LogsV2BodyV2Column},
+		},
+		{
+			name: "No evolution after tsStartTime - JSON body",
+			columns: []*schema.Column{
+				logsV2Columns[LogsV2BodyV2Column],
+				logsV2Columns[LogsV2BodyPromotedColumn],
+			},
+			evolutions: []*telemetrytypes.EvolutionEntry{
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   LogsV2BodyV2Column,
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextBody,
+					FieldName:    "__all__",
+					ReleaseTime:  time.Unix(0, 0),
+				},
+				{
+					Signal:       telemetrytypes.SignalLogs,
+					ColumnName:   LogsV2BodyPromotedColumn,
+					ColumnType:   "JSON()",
+					FieldContext: telemetrytypes.FieldContextBody,
+					FieldName:    "user.name",
+					ReleaseTime:  time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+				},
+			},
+			tsStart:         uint64(time.Date(2024, 2, 3, 0, 0, 0, 0, time.UTC).UnixNano()),
+			tsEnd:           uint64(time.Date(2024, 2, 15, 0, 0, 0, 0, time.UTC).UnixNano()),
+			expectedColumns: []string{LogsV2BodyPromotedColumn},
+			expectedEvols:   []string{LogsV2BodyPromotedColumn},
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			resultColumns, resultEvols, err := selectEvolutionsForColumns(tc.columns, tc.evolutions, tc.tsStart, tc.tsEnd)
+
+			if tc.expectedError {
+				assert.Contains(t, err.Error(), tc.errorStr)
+			} else {
+				require.NoError(t, err)
+				assert.Equal(t, len(tc.expectedColumns), len(resultColumns), "column count mismatch")
+				assert.Equal(t, len(tc.expectedEvols), len(resultEvols), "evolution count mismatch")
+
+				resultColumnNames := make([]string, len(resultColumns))
+				for i, col := range resultColumns {
+					resultColumnNames[i] = col.Name
+				}
+				resultEvolNames := make([]string, len(resultEvols))
+				for i, evol := range resultEvols {
+					resultEvolNames[i] = evol.ColumnName
+				}
+
+				for i := range tc.expectedColumns {
+					assert.Equal(t, resultColumnNames[i], tc.expectedColumns[i], "expected column missing: "+tc.expectedColumns[i])
+				}
+				for i := range tc.expectedEvols {
+					assert.Equal(t, resultEvolNames[i], tc.expectedEvols[i], "expected evolution missing: "+tc.expectedEvols[i])
+				}
+				// Verify sorting: should be descending by ReleaseTime
+				for i := 0; i < len(resultEvols)-1; i++ {
+					assert.True(t, !resultEvols[i].ReleaseTime.Before(resultEvols[i+1].ReleaseTime),
+						"evolutions should be sorted descending by ReleaseTime")
+				}
+			}
+		})
+	}
+}
+
+func TestFieldForWithMaterialized(t *testing.T) {
+	ctx := context.Background()
+
+	materializedKey := &telemetrytypes.TelemetryFieldKey{
+		Name:          "service.name",
+		FieldContext:  telemetrytypes.FieldContextResource,
+		FieldDataType: telemetrytypes.FieldDataTypeString,
+		Materialized:  true,
+		Evolutions: []*telemetrytypes.EvolutionEntry{
+			{
+				Signal:       telemetrytypes.SignalLogs,
+				ColumnName:   "resources_string",
+				ColumnType:   "Map(LowCardinality(String), String)",
+				FieldContext: telemetrytypes.FieldContextResource,
+				FieldName:    "__all__",
+				ReleaseTime:  time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			},
+			{
+				Signal:       telemetrytypes.SignalLogs,
+				ColumnName:   "resource",
+				ColumnType:   "JSON()",
+				FieldContext: telemetrytypes.FieldContextResource,
+				FieldName:    "__all__",
+				ReleaseTime:  time.Date(2024, 3, 2, 0, 0, 0, 0, time.UTC),
+			},
+		},
+	}
+
+	tests := []struct {
+		name           string
+		start, end     time.Time
+		expectedResult string
+	}{
+		{
+			name:           "Map column in use (pre-evolution to JSON)",
+			start:          time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			end:            time.Date(2024, 2, 2, 0, 0, 0, 0, time.UTC),
+			expectedResult: "`resource_string_service$$name`",
+		},
+		{
+			name:           "Multi evolution - both columns (JSON + materialized)",
+			start:          time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+			end:            time.Date(2024, 4, 2, 0, 0, 0, 0, time.UTC),
+			expectedResult: "multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, `resource_string_service$$name_exists`==true, `resource_string_service$$name`, NULL)",
+		},
+	}
+
+	fm := NewFieldMapper()
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			start := uint64(tc.start.UnixNano())
+			end := uint64(tc.end.UnixNano())
+			result, err := fm.FieldFor(ctx, start, end, materializedKey)
+			require.NoError(t, err)
+			assert.Equal(t, tc.expectedResult, result)
+		})
+	}
+}
--- a/pkg/telemetrylogs/filter_expr_like_warning_test.go
+++ b/pkg/telemetrylogs/filter_expr_like_warning_test.go
@@ -1,7 +1,9 @@
 package telemetrylogs

 import (
+	"context"
 	"testing"
+	"time"

 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
@@ -10,12 +12,15 @@ import (

 // TestLikeAndILikeWithoutWildcards_Warns Tests that LIKE/ILIKE without wildcards add warnings and include docs URL
 func TestLikeAndILikeWithoutWildcards_Warns(t *testing.T) {
+	ctx := context.Background()
 	fm := NewFieldMapper()
 	cb := NewConditionBuilder(fm)

-	keys := buildCompleteFieldKeyMap()
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	keys := buildCompleteFieldKeyMap(releaseTime)

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          ctx,
 		Logger:           instrumentationtest.New().Logger(),
 		FieldMapper:      fm,
 		ConditionBuilder: cb,
@@ -33,7 +38,7 @@ func TestLikeAndILikeWithoutWildcards_Warns(t *testing.T) {

 	for _, expr := range tests {
 		t.Run(expr, func(t *testing.T) {
-			clause, err := querybuilder.PrepareWhereClause(expr, opts, 0, 0)
+			clause, err := querybuilder.PrepareWhereClause(expr, opts)
 			require.NoError(t, err)
 			require.NotNil(t, clause)

@@ -49,9 +54,11 @@ func TestLikeAndILikeWithWildcards_NoWarn(t *testing.T) {
 	fm := NewFieldMapper()
 	cb := NewConditionBuilder(fm)

-	keys := buildCompleteFieldKeyMap()
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	keys := buildCompleteFieldKeyMap(releaseTime)

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          context.Background(),
 		Logger:           instrumentationtest.New().Logger(),
 		FieldMapper:      fm,
 		ConditionBuilder: cb,
@@ -69,7 +76,7 @@ func TestLikeAndILikeWithWildcards_NoWarn(t *testing.T) {

 	for _, expr := range tests {
 		t.Run(expr, func(t *testing.T) {
-			clause, err := querybuilder.PrepareWhereClause(expr, opts, 0, 0)
+			clause, err := querybuilder.PrepareWhereClause(expr, opts)
 			require.NoError(t, err)
 			require.NotNil(t, clause)

--- a/pkg/telemetrylogs/filter_expr_logs_body_json_test.go
+++ b/pkg/telemetrylogs/filter_expr_logs_body_json_test.go
@@ -1,8 +1,10 @@
 package telemetrylogs

 import (
+	"context"
 	"fmt"
 	"testing"
+	"time"

 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
@@ -16,9 +18,11 @@ func TestFilterExprLogsBodyJSON(t *testing.T) {
 	fm := NewFieldMapper()
 	cb := NewConditionBuilder(fm)
 	// Define a comprehensive set of field keys to support all test cases
-	keys := buildCompleteFieldKeyMap()
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	keys := buildCompleteFieldKeyMap(releaseTime)

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          context.Background(),
 		Logger:           instrumentationtest.New().Logger(),
 		FieldMapper:      fm,
 		ConditionBuilder: cb,
@@ -161,7 +165,7 @@ func TestFilterExprLogsBodyJSON(t *testing.T) {
 	for _, tc := range testCases {
 		t.Run(fmt.Sprintf("%s: %s", tc.category, limitString(tc.query, 50)), func(t *testing.T) {

-			clause, err := querybuilder.PrepareWhereClause(tc.query, opts, 0, 0)
+			clause, err := querybuilder.PrepareWhereClause(tc.query, opts)

 			if tc.shouldPass {
 				if err != nil {
--- a/pkg/telemetrylogs/filter_expr_logs_test.go
+++ b/pkg/telemetrylogs/filter_expr_logs_test.go
@@ -1,9 +1,11 @@
 package telemetrylogs

 import (
+	"context"
 	"fmt"
 	"strings"
 	"testing"
+	"time"

 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
@@ -15,19 +17,24 @@ import (

 // TestFilterExprLogs tests a comprehensive set of query patterns for logs search
 func TestFilterExprLogs(t *testing.T) {
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	ctx := context.Background()
 	fm := NewFieldMapper()
 	cb := NewConditionBuilder(fm)

 	// Define a comprehensive set of field keys to support all test cases
-	keys := buildCompleteFieldKeyMap()
+	keys := buildCompleteFieldKeyMap(releaseTime)

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          ctx,
 		Logger:           instrumentationtest.New().Logger(),
 		FieldMapper:      fm,
 		ConditionBuilder: cb,
 		FieldKeys:        keys,
 		FullTextColumn:   DefaultFullTextColumn,
 		JsonKeyToKey:     GetBodyJSONKey,
+		StartNs:          uint64(releaseTime.Add(-5 * time.Minute).UnixNano()),
+		EndNs:            uint64(releaseTime.Add(5 * time.Minute).UnixNano()),
 	}

 	testCases := []struct {
@@ -466,7 +473,7 @@ func TestFilterExprLogs(t *testing.T) {
 			expectedErrorContains: "",
 		},

-		// fulltext with parenthesized expression
+		//fulltext with parenthesized expression
 		{
 			category:              "FREETEXT with parentheses",
 			query:                 "error (status.code=500 OR status.code=503)",
@@ -2386,7 +2393,7 @@ func TestFilterExprLogs(t *testing.T) {
 	for _, tc := range testCases {
 		t.Run(fmt.Sprintf("%s: %s", tc.category, limitString(tc.query, 50)), func(t *testing.T) {

-			clause, err := querybuilder.PrepareWhereClause(tc.query, opts, 0, 0)
+			clause, err := querybuilder.PrepareWhereClause(tc.query, opts)

 			if tc.shouldPass {
 				if err != nil {
@@ -2426,7 +2433,8 @@ func TestFilterExprLogsConflictNegation(t *testing.T) {
 	cb := NewConditionBuilder(fm)

 	// Define a comprehensive set of field keys to support all test cases
-	keys := buildCompleteFieldKeyMap()
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	keys := buildCompleteFieldKeyMap(releaseTime)

 	keys["body"] = []*telemetrytypes.TelemetryFieldKey{
 		{
@@ -2442,6 +2450,7 @@ func TestFilterExprLogsConflictNegation(t *testing.T) {
 	}

 	opts := querybuilder.FilterExprVisitorOpts{
+		Context:          context.Background(),
 		Logger:           instrumentationtest.New().Logger(),
 		FieldMapper:      fm,
 		ConditionBuilder: cb,
@@ -2504,7 +2513,7 @@ func TestFilterExprLogsConflictNegation(t *testing.T) {
 	for _, tc := range testCases {
 		t.Run(fmt.Sprintf("%s: %s", tc.category, limitString(tc.query, 50)), func(t *testing.T) {

-			clause, err := querybuilder.PrepareWhereClause(tc.query, opts, 0, 0)
+			clause, err := querybuilder.PrepareWhereClause(tc.query, opts)

 			if tc.shouldPass {
 				if err != nil {
--- a/pkg/telemetrylogs/statement_builder.go
+++ b/pkg/telemetrylogs/statement_builder.go
@@ -283,7 +283,7 @@ func (b *logQueryStatementBuilder) buildListQuery(
 			}

 			// get column expression for the field - use array index directly to avoid pointer to loop variable
-			colExpr, err := b.fm.ColumnExpressionFor(ctx, &query.SelectFields[index], keys)
+			colExpr, err := b.fm.ColumnExpressionFor(ctx, start, end, &query.SelectFields[index], keys)
 			if err != nil {
 				return nil, err
 			}
@@ -292,7 +292,6 @@ func (b *logQueryStatementBuilder) buildListQuery(
 	}

 	sb.From(fmt.Sprintf("%s.%s", DBName, LogsV2TableName))
-
 	// Add filter conditions
 	preparedWhereClause, err := b.addFilterCondition(ctx, sb, start, end, query, keys, variables)

@@ -302,7 +301,8 @@ func (b *logQueryStatementBuilder) buildListQuery(

 	// Add order by
 	for _, orderBy := range query.Order {
-		colExpr, err := b.fm.ColumnExpressionFor(ctx, &orderBy.Key.TelemetryFieldKey, keys)
+
+		colExpr, err := b.fm.ColumnExpressionFor(ctx, start, end, &orderBy.Key.TelemetryFieldKey, keys)
 		if err != nil {
 			return nil, err
 		}
@@ -368,7 +368,7 @@ func (b *logQueryStatementBuilder) buildTimeSeriesQuery(
 	// Keep original column expressions so we can build the tuple
 	fieldNames := make([]string, 0, len(query.GroupBy))
 	for _, gb := range query.GroupBy {
-		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, b.jsonKeyToKey)
+		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, start, end, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, b.jsonKeyToKey)
 		if err != nil {
 			return nil, err
 		}
@@ -383,7 +383,7 @@ func (b *logQueryStatementBuilder) buildTimeSeriesQuery(
 	allAggChArgs := make([]any, 0)
 	for i, agg := range query.Aggregations {
 		rewritten, chArgs, err := b.aggExprRewriter.Rewrite(
-			ctx, agg.Expression,
+			ctx, start, end, agg.Expression,
 			uint64(query.StepInterval.Seconds()),
 			keys,
 		)
@@ -515,7 +515,7 @@ func (b *logQueryStatementBuilder) buildScalarQuery(
 	var allGroupByArgs []any

 	for _, gb := range query.GroupBy {
-		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, b.jsonKeyToKey)
+		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, start, end, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, b.jsonKeyToKey)
 		if err != nil {
 			return nil, err
 		}
@@ -533,7 +533,7 @@ func (b *logQueryStatementBuilder) buildScalarQuery(
 		for idx := range query.Aggregations {
 			aggExpr := query.Aggregations[idx]
 			rewritten, chArgs, err := b.aggExprRewriter.Rewrite(
-				ctx, aggExpr.Expression,
+				ctx, start, end, aggExpr.Expression,
 				rateInterval,
 				keys,
 			)
@@ -605,7 +605,7 @@ func (b *logQueryStatementBuilder) buildScalarQuery(

 // buildFilterCondition builds SQL condition from filter expression
 func (b *logQueryStatementBuilder) addFilterCondition(
-	_ context.Context,
+	ctx context.Context,
 	sb *sqlbuilder.SelectBuilder,
 	start, end uint64,
 	query qbtypes.QueryBuilderQuery[qbtypes.LogAggregation],
@@ -619,6 +619,7 @@ func (b *logQueryStatementBuilder) addFilterCondition(
 	if query.Filter != nil && query.Filter.Expression != "" {
 		// add filter expression
 		preparedWhereClause, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:            ctx,
 			Logger:             b.logger,
 			FieldMapper:        b.fm,
 			ConditionBuilder:   b.cb,
@@ -627,7 +628,9 @@ func (b *logQueryStatementBuilder) addFilterCondition(
 			FullTextColumn:     b.fullTextColumn,
 			JsonKeyToKey:       b.jsonKeyToKey,
 			Variables:          variables,
-		}, start, end)
+			StartNs:            start,
+			EndNs:              end,
+		})

 		if err != nil {
 			return nil, err
--- a/pkg/telemetrylogs/stmt_builder_test.go
+++ b/pkg/telemetrylogs/stmt_builder_test.go
@@ -19,7 +19,7 @@ func resourceFilterStmtBuilder() qbtypes.StatementBuilder[qbtypes.LogAggregation
 	fm := resourcefilter.NewFieldMapper()
 	cb := resourcefilter.NewConditionBuilder(fm)
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	keysMap := buildCompleteFieldKeyMap()
+	keysMap := buildCompleteFieldKeyMap(time.Now())
 	for _, keys := range keysMap {
 		for _, key := range keys {
 			key.Signal = telemetrytypes.SignalLogs
@@ -38,7 +38,14 @@ func resourceFilterStmtBuilder() qbtypes.StatementBuilder[qbtypes.LogAggregation
 }

 func TestStatementBuilderTimeSeries(t *testing.T) {
+
+	// Create a test release time
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	releaseTimeNano := uint64(releaseTime.UnixNano())
+
 	cases := []struct {
+		startTs     uint64
+		endTs       uint64
 		name        string
 		requestType qbtypes.RequestType
 		query       qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]
@@ -46,14 +53,16 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 		expectedErr error
 	}{
 		{
-			name:        "Time series with limit",
+			startTs:     releaseTimeNano + uint64(24*time.Hour.Nanoseconds()),
+			endTs:       releaseTimeNano + uint64(48*time.Hour.Nanoseconds()),
+			name:        "Time series with limit and count distinct on service.name",
 			requestType: qbtypes.RequestTypeTimeSeries,
 			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
 				Signal:       telemetrytypes.SignalLogs,
 				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
 				Aggregations: []qbtypes.LogAggregation{
 					{
-						Expression: "count()",
+						Expression: "count_distinct(service.name)",
 					},
 				},
 				Filter: &qbtypes.Filter{
@@ -69,20 +78,22 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name`",
-				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1747945619), uint64(1747983448), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448)},
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS `service.name`, countDistinct(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS `service.name`, countDistinct(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name`",
+				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1705397400), uint64(1705485600), "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600), 10, "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600)},
 			},
 			expectedErr: nil,
 		},
 		{
-			name:        "Time series with OR b/w resource attr and attribute filter",
+			startTs:     releaseTimeNano - uint64(24*time.Hour.Nanoseconds()),
+			endTs:       releaseTimeNano + uint64(48*time.Hour.Nanoseconds()),
+			name:        "Time series with OR b/w resource attr and attribute filter and count distinct on service.name",
 			requestType: qbtypes.RequestTypeTimeSeries,
 			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
 				Signal:       telemetrytypes.SignalTraces,
 				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
 				Aggregations: []qbtypes.LogAggregation{
 					{
-						Expression: "count()",
+						Expression: "count_distinct(service.name)",
 					},
 				},
 				Filter: &qbtypes.Filter{
@@ -98,12 +109,14 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE ((simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) OR true) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) = ? AND multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL) OR (attributes_string['http.method'] = ? AND mapContains(attributes_string, 'http.method') = ?)) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) = ? AND multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL) OR (attributes_string['http.method'] = ? AND mapContains(attributes_string, 'http.method') = ?)) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name`",
-				Args:  []any{"redis-manual", "%service.name%", "%service.name\":\"redis-manual%", uint64(1747945619), uint64(1747983448), "redis-manual", "GET", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10, "redis-manual", "GET", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448)},
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE ((simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) OR true) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, countDistinct(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) = ? AND multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL) OR (attributes_string['http.method'] = ? AND mapContains(attributes_string, 'http.method') = ?)) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, countDistinct(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) = ? AND multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL) OR (attributes_string['http.method'] = ? AND mapContains(attributes_string, 'http.method') = ?)) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name`",
+				Args:  []any{"redis-manual", "%service.name%", "%service.name\":\"redis-manual%", uint64(1705224600), uint64(1705485600), "redis-manual", "GET", true, "1705226400000000000", uint64(1705224600), "1705485600000000000", uint64(1705485600), 10, "redis-manual", "GET", true, "1705226400000000000", uint64(1705224600), "1705485600000000000", uint64(1705485600)},
 			},
 			expectedErr: nil,
 		},
 		{
+			startTs:     releaseTimeNano + uint64(24*time.Hour.Nanoseconds()),
+			endTs:       releaseTimeNano + uint64(48*time.Hour.Nanoseconds()),
 			name:        "Time series with limit + custom order by",
 			requestType: qbtypes.RequestTypeTimeSeries,
 			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
@@ -137,12 +150,14 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY `service.name` desc LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name` ORDER BY `service.name` desc, ts desc",
-				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1747945619), uint64(1747983448), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448)},
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `service.name` ORDER BY `service.name` desc LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(resource.`service.name`::String IS NOT NULL, resource.`service.name`::String, NULL)) AS `service.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`service.name`) GLOBAL IN (SELECT `service.name` FROM __limit_cte) GROUP BY ts, `service.name` ORDER BY `service.name` desc, ts desc",
+				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1705397400), uint64(1705485600), "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600), 10, "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600)},
 			},
 			expectedErr: nil,
 		},
 		{
+			startTs:     releaseTimeNano + uint64(24*time.Hour.Nanoseconds()),
+			endTs:       releaseTimeNano + uint64(48*time.Hour.Nanoseconds()),
 			name:        "Time series with group by on materialized column",
 			requestType: qbtypes.RequestTypeTimeSeries,
 			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
@@ -169,10 +184,12 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 			},
 			expected: qbtypes.Statement{
 				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (simpleJSONExtractString(labels, 'service.name') = ? AND labels LIKE ? AND labels LIKE ?) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?), __limit_cte AS (SELECT toString(multiIf(`attribute_string_materialized$$key$$name_exists` = ?, `attribute_string_materialized$$key$$name`, NULL)) AS `materialized.key.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY `materialized.key.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, toString(multiIf(`attribute_string_materialized$$key$$name_exists` = ?, `attribute_string_materialized$$key$$name`, NULL)) AS `materialized.key.name`, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND true AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? AND (`materialized.key.name`) GLOBAL IN (SELECT `materialized.key.name` FROM __limit_cte) GROUP BY ts, `materialized.key.name`",
-				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1747945619), uint64(1747983448), true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10, true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448)},
+				Args:  []any{"cartservice", "%service.name%", "%service.name\":\"cartservice%", uint64(1705397400), uint64(1705485600), true, "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600), 10, true, "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600)},
 			},
 		},
 		{
+			startTs:     releaseTimeNano + uint64(24*time.Hour.Nanoseconds()),
+			endTs:       releaseTimeNano + uint64(48*time.Hour.Nanoseconds()),
 			name:        "Time series with materialised column using or with regex operator",
 			requestType: qbtypes.RequestTypeTimeSeries,
 			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
@@ -190,14 +207,19 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 			},
 			expected: qbtypes.Statement{
 				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (true OR true) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT toStartOfInterval(fromUnixTimestamp64Nano(timestamp), INTERVAL 30 SECOND) AS ts, count() AS __result_0 FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((match(`attribute_string_materialized$$key$$name`, ?) AND `attribute_string_materialized$$key$$name_exists` = ?) OR (`attribute_string_materialized$$key$$name` = ? AND `attribute_string_materialized$$key$$name_exists` = ?)) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? GROUP BY ts",
-				Args:  []any{uint64(1747945619), uint64(1747983448), "redis.*", true, "memcached", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448)},
+				Args:  []any{uint64(1705397400), uint64(1705485600), "redis.*", true, "memcached", true, "1705399200000000000", uint64(1705397400), "1705485600000000000", uint64(1705485600)},
 			},
 			expectedErr: nil,
 		},
 	}

+	ctx := context.Background()
+
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap()
+	keysMap := buildCompleteFieldKeyMap(releaseTime)
+
+	mockMetadataStore.KeysMap = keysMap
+
 	fm := NewFieldMapper()
 	cb := NewConditionBuilder(fm)

@@ -219,7 +241,7 @@ func TestStatementBuilderTimeSeries(t *testing.T) {
 	for _, c := range cases {
 		t.Run(c.name, func(t *testing.T) {

-			q, err := statementBuilder.Build(context.Background(), 1747947419000, 1747983448000, c.requestType, c.query, nil)
+			q, err := statementBuilder.Build(ctx, c.startTs, c.endTs, c.requestType, c.query, nil)

 			if c.expectedErr != nil {
 				require.Error(t, err)
@@ -316,9 +338,13 @@ func TestStatementBuilderListQuery(t *testing.T) {
 		},
 	}

+	ctx := context.Background()
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap()
 	fm := NewFieldMapper()
+
+	// Create a test release time
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap(releaseTime)
 	cb := NewConditionBuilder(fm)

 	aggExprRewriter := querybuilder.NewAggExprRewriter(instrumentationtest.New().ToProviderSettings(), nil, fm, cb, nil)
@@ -339,7 +365,7 @@ func TestStatementBuilderListQuery(t *testing.T) {
 	for _, c := range cases {
 		t.Run(c.name, func(t *testing.T) {

-			q, err := statementBuilder.Build(context.Background(), 1747947419000, 1747983448000, c.requestType, c.query, nil)
+			q, err := statementBuilder.Build(ctx, 1747947419000, 1747983448000, c.requestType, c.query, nil)

 			if c.expectedErr != nil {
 				require.Error(t, err)
@@ -456,9 +482,12 @@ func TestStatementBuilderListQueryResourceTests(t *testing.T) {
 		},
 	}

+	ctx := context.Background()
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap()
 	fm := NewFieldMapper()
+	// Create a test release time
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap(releaseTime)
 	cb := NewConditionBuilder(fm)

 	aggExprRewriter := querybuilder.NewAggExprRewriter(instrumentationtest.New().ToProviderSettings(), nil, fm, cb, nil)
@@ -476,12 +505,10 @@ func TestStatementBuilderListQueryResourceTests(t *testing.T) {
 		GetBodyJSONKey,
 	)

-	//
-
 	for _, c := range cases {
 		t.Run(c.name, func(t *testing.T) {

-			q, err := statementBuilder.Build(context.Background(), 1747947419000, 1747983448000, c.requestType, c.query, nil)
+			q, err := statementBuilder.Build(ctx, 1747947419000, 1747983448000, c.requestType, c.query, nil)

 			if c.expectedErr != nil {
 				require.Error(t, err)
@@ -532,9 +559,12 @@ func TestStatementBuilderTimeSeriesBodyGroupBy(t *testing.T) {
 		},
 	}

+	ctx := context.Background()
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap()
 	fm := NewFieldMapper()
+	// Create a test release time
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
+	mockMetadataStore.KeysMap = buildCompleteFieldKeyMap(releaseTime)
 	cb := NewConditionBuilder(fm)

 	aggExprRewriter := querybuilder.NewAggExprRewriter(instrumentationtest.New().ToProviderSettings(), nil, fm, cb, nil)
@@ -555,7 +585,7 @@ func TestStatementBuilderTimeSeriesBodyGroupBy(t *testing.T) {
 	for _, c := range cases {
 		t.Run(c.name, func(t *testing.T) {

-			q, err := statementBuilder.Build(context.Background(), 1747947419000, 1747983448000, c.requestType, c.query, nil)
+			q, err := statementBuilder.Build(ctx, 1747947419000, 1747983448000, c.requestType, c.query, nil)

 			if c.expectedErrContains != "" {
 				require.Error(t, err)
@@ -627,9 +657,10 @@ func TestStatementBuilderListQueryServiceCollision(t *testing.T) {
 		},
 	}

+	ctx := context.Background()
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()
-	mockMetadataStore.KeysMap = buildCompleteFieldKeyMapCollision()
 	fm := NewFieldMapper()
+	mockMetadataStore.KeysMap = buildCompleteFieldKeyMapCollision()
 	cb := NewConditionBuilder(fm)

 	aggExprRewriter := querybuilder.NewAggExprRewriter(instrumentationtest.New().ToProviderSettings(), nil, fm, cb, nil)
@@ -650,7 +681,7 @@ func TestStatementBuilderListQueryServiceCollision(t *testing.T) {
 	for _, c := range cases {
 		t.Run(c.name, func(t *testing.T) {

-			q, err := statementBuilder.Build(context.Background(), 1747947419000, 1747983448000, c.requestType, c.query, nil)
+			q, err := statementBuilder.Build(ctx, 1747947419000, 1747983448000, c.requestType, c.query, nil)

 			if c.expectedErr != nil {
 				require.Error(t, err)
@@ -668,6 +699,9 @@ func TestStatementBuilderListQueryServiceCollision(t *testing.T) {
 }

 func TestAdjustKey(t *testing.T) {
+
+	// Create a test release time
+	releaseTime := time.Date(2024, 1, 15, 10, 0, 0, 0, time.UTC)
 	cases := []struct {
 		name        string
 		inputKey    telemetrytypes.TelemetryFieldKey
@@ -681,7 +715,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: IntrinsicFields["severity_text"],
 		},
 		{
@@ -718,7 +752,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextBody,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "severity_number",
 				FieldContext:  telemetrytypes.FieldContextBody,
@@ -732,8 +766,8 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
-			expectedKey: *buildCompleteFieldKeyMap()["service.name"][0],
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
+			expectedKey: *buildCompleteFieldKeyMap(releaseTime)["service.name"][0],
 		},
 		{
 			name: "single matching key with incorrect context specified - no override",
@@ -742,7 +776,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "service.name",
 				FieldContext:  telemetrytypes.FieldContextAttribute,
@@ -756,8 +790,8 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
-			expectedKey: *buildCompleteFieldKeyMap()["service.name"][0],
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
+			expectedKey: *buildCompleteFieldKeyMap(releaseTime)["service.name"][0],
 		},
 		{
 			name: "multiple matching keys - all materialized",
@@ -766,7 +800,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "multi.mat.key",
 				FieldDataType: telemetrytypes.FieldDataTypeString,
@@ -780,7 +814,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "mixed.materialization.key",
 				FieldDataType: telemetrytypes.FieldDataTypeString,
@@ -794,8 +828,8 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
-			expectedKey: *buildCompleteFieldKeyMap()["mixed.materialization.key"][0],
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
+			expectedKey: *buildCompleteFieldKeyMap(releaseTime)["mixed.materialization.key"][0],
 		},
 		{
 			name: "no matching keys - unknown field",
@@ -804,7 +838,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "unknown.field",
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
@@ -819,7 +853,7 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextAttribute,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap: buildCompleteFieldKeyMap(),
+			keysMap: buildCompleteFieldKeyMap(releaseTime),
 			expectedKey: telemetrytypes.TelemetryFieldKey{
 				Name:          "unknown.field",
 				FieldContext:  telemetrytypes.FieldContextAttribute,
@@ -834,8 +868,8 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
-			expectedKey: *buildCompleteFieldKeyMap()["mat.key"][0],
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
+			expectedKey: *buildCompleteFieldKeyMap(releaseTime)["mat.key"][0],
 		},
 		{
 			name: "non-materialized field",
@@ -844,8 +878,8 @@ func TestAdjustKey(t *testing.T) {
 				FieldContext:  telemetrytypes.FieldContextUnspecified,
 				FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
 			},
-			keysMap:     buildCompleteFieldKeyMap(),
-			expectedKey: *buildCompleteFieldKeyMap()["user.id"][0],
+			keysMap:     buildCompleteFieldKeyMap(releaseTime),
+			expectedKey: *buildCompleteFieldKeyMap(releaseTime)["user.id"][0],
 		},
 	}

--- a/pkg/telemetrylogs/test_data.go
+++ b/pkg/telemetrylogs/test_data.go
@@ -2,6 +2,7 @@ package telemetrylogs

 import (
 	"strings"
+	"time"

 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 )
@@ -18,7 +19,7 @@ func limitString(s string, maxLen int) string {
 }

 // Function to build a complete field key map for testing all scenarios
-func buildCompleteFieldKeyMap() map[string][]*telemetrytypes.TelemetryFieldKey {
+func buildCompleteFieldKeyMap(releaseTime time.Time) map[string][]*telemetrytypes.TelemetryFieldKey {
 	keysMap := map[string][]*telemetrytypes.TelemetryFieldKey{
 		"service.name": {
 			{
@@ -943,6 +944,9 @@ func buildCompleteFieldKeyMap() map[string][]*telemetrytypes.TelemetryFieldKey {
 	for _, keys := range keysMap {
 		for _, key := range keys {
 			key.Signal = telemetrytypes.SignalLogs
+			if key.FieldContext == telemetrytypes.FieldContextResource {
+				key.Evolutions = mockEvolutionData(releaseTime)
+			}
 		}
 	}

@@ -1008,3 +1012,24 @@ func buildCompleteFieldKeyMapCollision() map[string][]*telemetrytypes.TelemetryF
 	}
 	return keysMap
 }
+
+func mockEvolutionData(releaseTime time.Time) []*telemetrytypes.EvolutionEntry {
+	return []*telemetrytypes.EvolutionEntry{
+		{
+			Signal:       telemetrytypes.SignalLogs,
+			ColumnName:   "resources_string",
+			FieldContext: telemetrytypes.FieldContextResource,
+			ColumnType:   "Map(LowCardinality(String), String)",
+			FieldName:    "__all__",
+			ReleaseTime:  time.Unix(0, 0),
+		},
+		{
+			Signal:       telemetrytypes.SignalLogs,
+			ColumnName:   "resource",
+			ColumnType:   "JSON()",
+			FieldContext: telemetrytypes.FieldContextResource,
+			FieldName:    "__all__",
+			ReleaseTime:  releaseTime,
+		},
+	}
+}
--- a/pkg/telemetrymetadata/condition_builder.go
+++ b/pkg/telemetrymetadata/condition_builder.go
@@ -21,12 +21,11 @@ func NewConditionBuilder(fm qbtypes.FieldMapper) *conditionBuilder {

 func (c *conditionBuilder) ConditionFor(
 	ctx context.Context,
+	tsStart, tsEnd uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
-    _ uint64,
-    _ uint64,
 ) (string, error) {

 	switch operator {
@@ -39,13 +38,13 @@ func (c *conditionBuilder) ConditionFor(
 		value = querybuilder.FormatValueForContains(value)
 	}

-	column, err := c.fm.ColumnFor(ctx, key)
+	columns, err := c.fm.ColumnFor(ctx, tsStart, tsEnd, key)
 	if err != nil {
 		// if we don't have a column, we can't build a condition for related values
 		return "", nil
 	}

-	tblFieldName, err := c.fm.FieldFor(ctx, key)
+	fieldExpression, err := c.fm.FieldFor(ctx, tsStart, tsEnd, key)
 	if err != nil {
 		// if we don't have a table field name, we can't build a condition for related values
 		return "", nil
@@ -57,7 +56,7 @@ func (c *conditionBuilder) ConditionFor(
 		return "", nil
 	}

-	tblFieldName, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, tblFieldName, operator)
+	fieldExpression, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, fieldExpression, operator)

 	// key must exists to apply main filter
 	expr := `if(mapContains(%s, %s), %s, true)`
@@ -68,29 +67,29 @@ func (c *conditionBuilder) ConditionFor(
 	switch operator {
 	// regular operators
 	case qbtypes.FilterOperatorEqual:
-		cond = sb.E(tblFieldName, value)
+		cond = sb.E(fieldExpression, value)
 	case qbtypes.FilterOperatorNotEqual:
-		cond = sb.NE(tblFieldName, value)
+		cond = sb.NE(fieldExpression, value)

 	// like and not like
 	case qbtypes.FilterOperatorLike:
-		cond = sb.Like(tblFieldName, value)
+		cond = sb.Like(fieldExpression, value)
 	case qbtypes.FilterOperatorNotLike:
-		cond = sb.NotLike(tblFieldName, value)
+		cond = sb.NotLike(fieldExpression, value)
 	case qbtypes.FilterOperatorILike:
-		cond = sb.ILike(tblFieldName, value)
+		cond = sb.ILike(fieldExpression, value)
 	case qbtypes.FilterOperatorNotILike:
-		cond = sb.NotILike(tblFieldName, value)
+		cond = sb.NotILike(fieldExpression, value)

 	case qbtypes.FilterOperatorContains:
-		cond = sb.ILike(tblFieldName, fmt.Sprintf("%%%s%%", value))
+		cond = sb.ILike(fieldExpression, fmt.Sprintf("%%%s%%", value))
 	case qbtypes.FilterOperatorNotContains:
-		cond = sb.NotILike(tblFieldName, fmt.Sprintf("%%%s%%", value))
+		cond = sb.NotILike(fieldExpression, fmt.Sprintf("%%%s%%", value))

 	case qbtypes.FilterOperatorRegexp:
-		cond = fmt.Sprintf(`match(%s, %s)`, tblFieldName, sb.Var(value))
+		cond = fmt.Sprintf(`match(%s, %s)`, fieldExpression, sb.Var(value))
 	case qbtypes.FilterOperatorNotRegexp:
-		cond = fmt.Sprintf(`NOT match(%s, %s)`, tblFieldName, sb.Var(value))
+		cond = fmt.Sprintf(`NOT match(%s, %s)`, fieldExpression, sb.Var(value))

 	// in and not in
 	case qbtypes.FilterOperatorIn:
@@ -101,7 +100,7 @@ func (c *conditionBuilder) ConditionFor(
 		// instead of using IN, we use `=` + `OR` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.E(tblFieldName, value))
+			conditions = append(conditions, sb.E(fieldExpression, value))
 		}
 		cond = sb.Or(conditions...)
 	case qbtypes.FilterOperatorNotIn:
@@ -112,7 +111,7 @@ func (c *conditionBuilder) ConditionFor(
 		// instead of using NOT IN, we use `!=` + `AND` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.NE(tblFieldName, value))
+			conditions = append(conditions, sb.NE(fieldExpression, value))
 		}
 		cond = sb.And(conditions...)

@@ -120,12 +119,12 @@ func (c *conditionBuilder) ConditionFor(
 	// in the query builder, `exists` and `not exists` are used for
 	// key membership checks, so depending on the column type, the condition changes
 	case qbtypes.FilterOperatorExists, qbtypes.FilterOperatorNotExists:
-		switch column.Type {
+		switch columns[0].Type {
 		case schema.MapColumnType{
 			KeyType:   schema.LowCardinalityColumnType{ElementType: schema.ColumnTypeString},
 			ValueType: schema.ColumnTypeString,
 		}:
-			leftOperand := fmt.Sprintf("mapContains(%s, '%s')", column.Name, key.Name)
+			leftOperand := fmt.Sprintf("mapContains(%s, '%s')", columns[0].Name, key.Name)
 			if operator == qbtypes.FilterOperatorExists {
 				cond = sb.E(leftOperand, true)
 			} else {
@@ -134,5 +133,5 @@ func (c *conditionBuilder) ConditionFor(
 		}
 	}

-	return fmt.Sprintf(expr, column.Name, sb.Var(key.Name), cond), nil
+	return fmt.Sprintf(expr, columns[0].Name, sb.Var(key.Name), cond), nil
 }
--- a/pkg/telemetrymetadata/condition_builder_test.go
+++ b/pkg/telemetrymetadata/condition_builder_test.go
@@ -53,7 +53,7 @@ func TestConditionFor(t *testing.T) {
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-            cond, err := conditionBuilder.ConditionFor(ctx, &tc.key, tc.operator, tc.value, sb, 0, 0)
+			cond, err := conditionBuilder.ConditionFor(ctx, 0, 0, &tc.key, tc.operator, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedError != nil {
--- a/pkg/telemetrymetadata/field_mapper.go
+++ b/pkg/telemetrymetadata/field_mapper.go
@@ -33,47 +33,48 @@ func NewFieldMapper() qbtypes.FieldMapper {
 	return &fieldMapper{}
 }

-func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
+func (m *fieldMapper) getColumn(_ context.Context, _, _ uint64, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {
 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource:
-		return attributeMetadataColumns["resource_attributes"], nil
+		return []*schema.Column{attributeMetadataColumns["resource_attributes"]}, nil
 	case telemetrytypes.FieldContextAttribute:
-		return attributeMetadataColumns["attributes"], nil
+		return []*schema.Column{attributeMetadataColumns["attributes"]}, nil
 	}
 	return nil, qbtypes.ErrColumnNotFound
 }

-func (m *fieldMapper) ColumnFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
-	column, err := m.getColumn(ctx, key)
+func (m *fieldMapper) ColumnFor(ctx context.Context, tsStart, tsEnd uint64, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {
+	columns, err := m.getColumn(ctx, tsStart, tsEnd, key)
 	if err != nil {
 		return nil, err
 	}
-	return column, nil
+	return columns, nil
 }

-func (m *fieldMapper) FieldFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (string, error) {
-	column, err := m.getColumn(ctx, key)
+func (m *fieldMapper) FieldFor(ctx context.Context, startNs, endNs uint64, key *telemetrytypes.TelemetryFieldKey) (string, error) {
+	columns, err := m.getColumn(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

-	switch column.Type {
+	switch columns[0].Type {
 	case schema.MapColumnType{
 		KeyType:   schema.LowCardinalityColumnType{ElementType: schema.ColumnTypeString},
 		ValueType: schema.ColumnTypeString,
 	}:
-		return fmt.Sprintf("%s['%s']", column.Name, key.Name), nil
+		return fmt.Sprintf("%s['%s']", columns[0].Name, key.Name), nil
 	}
-	return column.Name, nil
+	return columns[0].Name, nil
 }

 func (m *fieldMapper) ColumnExpressionFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	field *telemetrytypes.TelemetryFieldKey,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
 ) (string, error) {

-	colName, err := m.FieldFor(ctx, field)
+	fieldExpression, err := m.FieldFor(ctx, startNs, endNs, field)
 	if errors.Is(err, qbtypes.ErrColumnNotFound) {
 		// the key didn't have the right context to be added to the query
 		// we try to use the context we know of
@@ -83,7 +84,7 @@ func (m *fieldMapper) ColumnExpressionFor(
 			if _, ok := attributeMetadataColumns[field.Name]; ok {
 				// if it is, attach the column name directly
 				field.FieldContext = telemetrytypes.FieldContextSpan
-				colName, _ = m.FieldFor(ctx, field)
+				fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, field)
 			} else {
 				// - the context is not provided
 				// - there are not keys for the field
@@ -101,17 +102,17 @@ func (m *fieldMapper) ColumnExpressionFor(
 			}
 		} else if len(keysForField) == 1 {
 			// we have a single key for the field, use it
-			colName, _ = m.FieldFor(ctx, keysForField[0])
+			fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, keysForField[0])
 		} else {
 			// select any non-empty value from the keys
 			args := []string{}
 			for _, key := range keysForField {
-				colName, _ = m.FieldFor(ctx, key)
-				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", colName, colName))
+				fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, key)
+				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", fieldExpression, fieldExpression))
 			}
-			colName = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
+			fieldExpression = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
 		}
 	}

-	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(colName), field.Name), nil
+	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(fieldExpression), field.Name), nil
 }
--- a/pkg/telemetrymetadata/field_mapper_test.go
+++ b/pkg/telemetrymetadata/field_mapper_test.go
@@ -128,13 +128,13 @@ func TestGetColumn(t *testing.T) {

 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
-			col, err := fm.ColumnFor(context.Background(), &tc.key)
+			col, err := fm.ColumnFor(context.Background(), 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
 			} else {
 				require.NoError(t, err)
-				assert.Equal(t, tc.expectedCol, col)
+				assert.Equal(t, tc.expectedCol, col[0])
 			}
 		})
 	}
@@ -145,6 +145,8 @@ func TestGetFieldKeyName(t *testing.T) {

 	testCases := []struct {
 		name           string
+		tsStart        uint64
+		tsEnd          uint64
 		key            telemetrytypes.TelemetryFieldKey
 		expectedResult string
 		expectedError  error
@@ -203,7 +205,7 @@ func TestGetFieldKeyName(t *testing.T) {

 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
-			result, err := fm.FieldFor(ctx, &tc.key)
+			result, err := fm.FieldFor(ctx, tc.tsStart, tc.tsEnd, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
--- a/pkg/telemetrymetadata/metadata.go
+++ b/pkg/telemetrymetadata/metadata.go
@@ -5,6 +5,7 @@ import (
 	"fmt"
 	"log/slog"
 	"strings"
+	"time"

 	"github.com/huandu/go-sqlbuilder"
 	"golang.org/x/exp/maps"
@@ -34,23 +35,24 @@ var (
 )

 type telemetryMetaStore struct {
-	logger                    *slog.Logger
-	telemetrystore            telemetrystore.TelemetryStore
-	tracesDBName              string
-	tracesFieldsTblName       string
-	spanAttributesKeysTblName string
-	indexV3TblName            string
-	metricsDBName             string
-	metricsFieldsTblName      string
-	meterDBName               string
-	meterFieldsTblName        string
-	logsDBName                string
-	logsFieldsTblName         string
-	logAttributeKeysTblName   string
-	logResourceKeysTblName    string
-	logsV2TblName             string
-	relatedMetadataDBName     string
-	relatedMetadataTblName    string
+	logger                         *slog.Logger
+	telemetrystore                 telemetrystore.TelemetryStore
+	tracesDBName                   string
+	tracesFieldsTblName            string
+	spanAttributesKeysTblName      string
+	indexV3TblName                 string
+	metricsDBName                  string
+	metricsFieldsTblName           string
+	meterDBName                    string
+	meterFieldsTblName             string
+	logsDBName                     string
+	logsFieldsTblName              string
+	logAttributeKeysTblName        string
+	logResourceKeysTblName         string
+	logsV2TblName                  string
+	relatedMetadataDBName          string
+	relatedMetadataTblName         string
+	columnEvolutionMetadataTblName string

 	fm                 qbtypes.FieldMapper
 	conditionBuilder   qbtypes.ConditionBuilder
@@ -79,27 +81,29 @@ func NewTelemetryMetaStore(
 	logResourceKeysTblName string,
 	relatedMetadataDBName string,
 	relatedMetadataTblName string,
+	columnEvolutionMetadataTblName string,
 ) telemetrytypes.MetadataStore {
 	metadataSettings := factory.NewScopedProviderSettings(settings, "github.com/SigNoz/signoz/pkg/telemetrymetadata")

 	t := &telemetryMetaStore{
-		logger:                    metadataSettings.Logger(),
-		telemetrystore:            telemetrystore,
-		tracesDBName:              tracesDBName,
-		tracesFieldsTblName:       tracesFieldsTblName,
-		spanAttributesKeysTblName: spanAttributesKeysTblName,
-		indexV3TblName:            indexV3TblName,
-		metricsDBName:             metricsDBName,
-		metricsFieldsTblName:      metricsFieldsTblName,
-		meterDBName:               meterDBName,
-		meterFieldsTblName:        meterFieldsTblName,
-		logsDBName:                logsDBName,
-		logsV2TblName:             logsV2TblName,
-		logsFieldsTblName:         logsFieldsTblName,
-		logAttributeKeysTblName:   logAttributeKeysTblName,
-		logResourceKeysTblName:    logResourceKeysTblName,
-		relatedMetadataDBName:     relatedMetadataDBName,
-		relatedMetadataTblName:    relatedMetadataTblName,
+		logger:                         metadataSettings.Logger(),
+		telemetrystore:                 telemetrystore,
+		tracesDBName:                   tracesDBName,
+		tracesFieldsTblName:            tracesFieldsTblName,
+		spanAttributesKeysTblName:      spanAttributesKeysTblName,
+		indexV3TblName:                 indexV3TblName,
+		metricsDBName:                  metricsDBName,
+		metricsFieldsTblName:           metricsFieldsTblName,
+		meterDBName:                    meterDBName,
+		meterFieldsTblName:             meterFieldsTblName,
+		logsDBName:                     logsDBName,
+		logsV2TblName:                  logsV2TblName,
+		logsFieldsTblName:              logsFieldsTblName,
+		logAttributeKeysTblName:        logAttributeKeysTblName,
+		logResourceKeysTblName:         logResourceKeysTblName,
+		relatedMetadataDBName:          relatedMetadataDBName,
+		relatedMetadataTblName:         relatedMetadataTblName,
+		columnEvolutionMetadataTblName: columnEvolutionMetadataTblName,
 		jsonColumnMetadata: map[telemetrytypes.Signal]map[telemetrytypes.FieldContext]telemetrytypes.JSONColumnMetadata{
 			telemetrytypes.SignalLogs: {
 				telemetrytypes.FieldContextBody: telemetrytypes.JSONColumnMetadata{
@@ -588,6 +592,11 @@ func (t *telemetryMetaStore) getLogsKeys(ctx context.Context, fieldKeySelectors
 		keys = append(keys, bodyJSONPaths...)
 		complete = complete && finished
 	}
+
+	if _, err := t.updateColumnEvolutionMetadataForKeys(ctx, keys); err != nil {
+		return nil, false, err
+	}
+
 	return keys, complete, nil
 }

@@ -1027,18 +1036,18 @@ func (t *telemetryMetaStore) getRelatedValues(ctx context.Context, fieldValueSel
 		FieldDataType: fieldValueSelector.FieldDataType,
 	}

-	selectColumn, err := t.fm.FieldFor(ctx, key)
+	selectColumn, err := t.fm.FieldFor(ctx, 0, 0, key)

 	if err != nil {
 		// we don't have a explicit column to select from the related metadata table
 		// so we will select either from resource_attributes or attributes table
 		// in that order
-		resourceColumn, _ := t.fm.FieldFor(ctx, &telemetrytypes.TelemetryFieldKey{
+		resourceColumn, _ := t.fm.FieldFor(ctx, 0, 0, &telemetrytypes.TelemetryFieldKey{
 			Name:          key.Name,
 			FieldContext:  telemetrytypes.FieldContextResource,
 			FieldDataType: telemetrytypes.FieldDataTypeString,
 		})
-		attributeColumn, _ := t.fm.FieldFor(ctx, &telemetrytypes.TelemetryFieldKey{
+		attributeColumn, _ := t.fm.FieldFor(ctx, 0, 0, &telemetrytypes.TelemetryFieldKey{
 			Name:          key.Name,
 			FieldContext:  telemetrytypes.FieldContextAttribute,
 			FieldDataType: telemetrytypes.FieldDataTypeString,
@@ -1059,11 +1068,12 @@ func (t *telemetryMetaStore) getRelatedValues(ctx context.Context, fieldValueSel
 		}

 		whereClause, err := querybuilder.PrepareWhereClause(fieldValueSelector.ExistingQuery, querybuilder.FilterExprVisitorOpts{
+			Context:          ctx,
 			Logger:           t.logger,
 			FieldMapper:      t.fm,
 			ConditionBuilder: t.conditionBuilder,
 			FieldKeys:        keys,
-		}, 0, 0)
+		})
 		if err == nil {
 			sb.AddWhereClause(whereClause.WhereClause)
 		} else {
@@ -1087,20 +1097,20 @@ func (t *telemetryMetaStore) getRelatedValues(ctx context.Context, fieldValueSel

 			// search on attributes
 			key.FieldContext = telemetrytypes.FieldContextAttribute
-			cond, err := t.conditionBuilder.ConditionFor(ctx, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb, 0, 0)
+			cond, err := t.conditionBuilder.ConditionFor(ctx, 0, 0, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb)
 			if err == nil {
 				conds = append(conds, cond)
 			}

 			// search on resource
 			key.FieldContext = telemetrytypes.FieldContextResource
-			cond, err = t.conditionBuilder.ConditionFor(ctx, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb, 0, 0)
+			cond, err = t.conditionBuilder.ConditionFor(ctx, 0, 0, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb)
 			if err == nil {
 				conds = append(conds, cond)
 			}
 			key.FieldContext = origContext
 		} else {
-			cond, err := t.conditionBuilder.ConditionFor(ctx, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb, 0, 0)
+			cond, err := t.conditionBuilder.ConditionFor(ctx, 0, 0, key, qbtypes.FilterOperatorContains, fieldValueSelector.Value, sb)
 			if err == nil {
 				conds = append(conds, cond)
 			}
@@ -1844,6 +1854,113 @@ func (t *telemetryMetaStore) fetchMeterSourceMetricsTemporalityAndType(ctx conte
 	return temporalities, types, nil
 }

+func (k *telemetryMetaStore) fetchEvolutionEntryFromClickHouse(ctx context.Context, selectors []*telemetrytypes.EvolutionSelector) ([]*telemetrytypes.EvolutionEntry, error) {
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("signal", "column_name", "column_type", "field_context", "field_name", "version", "release_time")
+	sb.From(fmt.Sprintf("%s.%s", k.relatedMetadataDBName, k.columnEvolutionMetadataTblName))
+	sb.OrderBy("release_time ASC")
+
+	var clauses []string
+	for _, selector := range selectors {
+		var clause string
+
+		if selector.FieldContext != telemetrytypes.FieldContextUnspecified {
+			clause = sb.E("field_context", selector.FieldContext)
+		}
+
+		clause = sb.And(clause,
+			sb.Or(sb.E("field_name", selector.FieldName), sb.E("field_name", "__all__")),
+		)
+
+		clauses = append(clauses, sb.And(sb.E("signal", selector.Signal), clause))
+	}
+	sb.Where(sb.Or(clauses...))
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+
+	var entries []*telemetrytypes.EvolutionEntry
+	rows, err := k.telemetrystore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var entry telemetrytypes.EvolutionEntry
+		var releaseTimeNs float64
+		if err := rows.Scan(
+			&entry.Signal,
+			&entry.ColumnName,
+			&entry.ColumnType,
+			&entry.FieldContext,
+			&entry.FieldName,
+			&entry.Version,
+			&releaseTimeNs,
+		); err != nil {
+			return nil, err
+		}
+		// Convert nanoseconds to time.Time
+		releaseTime := time.Unix(0, int64(releaseTimeNs))
+		entry.ReleaseTime = releaseTime
+		entries = append(entries, &entry)
+	}
+
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+
+	return entries, nil
+}
+
+// Get retrieves all evolutions for the given selectors from DB.
+func (k *telemetryMetaStore) updateColumnEvolutionMetadataForKeys(ctx context.Context, keysToUpdate []*telemetrytypes.TelemetryFieldKey) (map[string][]*telemetrytypes.EvolutionEntry, error) {
+
+	var metadataKeySelectors []*telemetrytypes.EvolutionSelector
+	for _, keySelector := range keysToUpdate {
+		selector := &telemetrytypes.EvolutionSelector{
+			Signal:       keySelector.Signal,
+			FieldContext: keySelector.FieldContext,
+			FieldName:    keySelector.Name,
+		}
+		metadataKeySelectors = append(metadataKeySelectors, selector)
+	}
+
+	evolutions, err := k.fetchEvolutionEntryFromClickHouse(ctx, metadataKeySelectors)
+	if err != nil {
+		return nil, errors.Newf(errors.TypeInternal, errors.CodeInternal, "failed to fetch evolution from clickhouse %s", err.Error())
+	}
+
+	evolutionsByUniqueKey := make(map[string][]*telemetrytypes.EvolutionEntry)
+	for _, evolution := range evolutions {
+		key := &telemetrytypes.EvolutionSelector{
+			Signal:       evolution.Signal,
+			FieldContext: evolution.FieldContext,
+			FieldName:    evolution.FieldName,
+		}
+		evolutionsByUniqueKey[key.QualifiedName()] = append(evolutionsByUniqueKey[key.QualifiedName()], evolution)
+	}
+
+	if len(keysToUpdate) > 0 {
+		for i, key := range keysToUpdate {
+			selector := &telemetrytypes.EvolutionSelector{
+				Signal:       key.Signal,
+				FieldContext: key.FieldContext,
+				FieldName:    "__all__",
+			}
+			// first check if there is evolutions that with field name as __all__
+			if keyEvolutions, ok := evolutionsByUniqueKey[selector.QualifiedName()]; ok {
+				keysToUpdate[i].Evolutions = keyEvolutions
+			}
+			// then check for specific field name
+			selector.FieldName = key.Name
+			if keyEvolutions, ok := evolutionsByUniqueKey[selector.QualifiedName()]; ok {
+				keysToUpdate[i].Evolutions = keyEvolutions
+			}
+		}
+	}
+	return evolutionsByUniqueKey, nil
+}
+
 // chunkSizeFirstSeenMetricMetadata limits the number of tuples per SQL query to avoid hitting the max_query_size limit.
 //
 // Calculation Logic:
--- a/pkg/telemetrymetadata/metadata_query_test.go
+++ b/pkg/telemetrymetadata/metadata_query_test.go
@@ -39,6 +39,7 @@ func TestGetFirstSeenFromMetricMetadata(t *testing.T) {
 		telemetrylogs.LogResourceKeysTblName,
 		DBName,
 		AttributesMetadataLocalTableName,
+		ColumnEvolutionMetadataTableName,
 	)

 	lookupKeys := []telemetrytypes.MetricMetadataLookupKey{
--- a/pkg/telemetrymetadata/metadata_test.go
+++ b/pkg/telemetrymetadata/metadata_test.go
@@ -38,6 +38,7 @@ func newTestTelemetryMetaStoreTestHelper(store telemetrystore.TelemetryStore) te
 		telemetrylogs.LogResourceKeysTblName,
 		DBName,
 		AttributesMetadataLocalTableName,
+		ColumnEvolutionMetadataTableName,
 	)
 }

--- a/pkg/telemetrymetadata/tables.go
+++ b/pkg/telemetrymetadata/tables.go
@@ -6,6 +6,7 @@ const (
 	DBName                           = "signoz_metadata"
 	AttributesMetadataTableName      = "distributed_attributes_metadata"
 	AttributesMetadataLocalTableName = "attributes_metadata"
+	ColumnEvolutionMetadataTableName = "distributed_column_evolution_metadata"
 	PathTypesTableName               = otelcollectorconst.DistributedPathTypesTable
 	// Column Evolution table stores promoted paths as (signal, column_name, field_context, field_name); see signoz-otel-collector metadata_migrations.
 	PromotedPathsTableName           = "distributed_column_evolution_metadata"
--- a/pkg/telemetrymeter/statement_builder.go
+++ b/pkg/telemetrymeter/statement_builder.go
@@ -122,7 +122,7 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 		stepSec,
 	))
 	for _, g := range query.GroupBy {
-		col, err := b.fm.ColumnExpressionFor(ctx, &g.TelemetryFieldKey, keys)
+		col, err := b.fm.ColumnExpressionFor(ctx, start, end, &g.TelemetryFieldKey, keys)
 		if err != nil {
 			return "", nil, err
 		}
@@ -147,13 +147,16 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 	)
 	if query.Filter != nil && query.Filter.Expression != "" {
 		filterWhere, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:          ctx,
 			Logger:           b.logger,
 			FieldMapper:      b.fm,
 			ConditionBuilder: b.cb,
 			FieldKeys:        keys,
 			FullTextColumn:   &telemetrytypes.TelemetryFieldKey{Name: "labels"},
 			Variables:        variables,
-		}, start, end)
+			StartNs:          start,
+			EndNs:            end,
+		})
 		if err != nil {
 			return "", nil, err
 		}
@@ -205,7 +208,7 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDelta(
 	))

 	for _, g := range query.GroupBy {
-		col, err := b.fm.ColumnExpressionFor(ctx, &g.TelemetryFieldKey, keys)
+		col, err := b.fm.ColumnExpressionFor(ctx, start, end, &g.TelemetryFieldKey, keys)
 		if err != nil {
 			return "", nil, err
 		}
@@ -233,13 +236,16 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDelta(

 	if query.Filter != nil && query.Filter.Expression != "" {
 		filterWhere, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:          ctx,
 			Logger:           b.logger,
 			FieldMapper:      b.fm,
 			ConditionBuilder: b.cb,
 			FieldKeys:        keys,
 			FullTextColumn:   &telemetrytypes.TelemetryFieldKey{Name: "labels"},
 			Variables:        variables,
-		}, start, end)
+			StartNs:          start,
+			EndNs:            end,
+		})
 		if err != nil {
 			return "", nil, err
 		}
@@ -278,7 +284,7 @@ func (b *meterQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 		stepSec,
 	))
 	for _, g := range query.GroupBy {
-		col, err := b.fm.ColumnExpressionFor(ctx, &g.TelemetryFieldKey, keys)
+		col, err := b.fm.ColumnExpressionFor(ctx, start, end, &g.TelemetryFieldKey, keys)
 		if err != nil {
 			return "", nil, err
 		}
@@ -300,13 +306,16 @@ func (b *meterQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 	)
 	if query.Filter != nil && query.Filter.Expression != "" {
 		filterWhere, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:          ctx,
 			Logger:           b.logger,
 			FieldMapper:      b.fm,
 			ConditionBuilder: b.cb,
 			FieldKeys:        keys,
 			FullTextColumn:   &telemetrytypes.TelemetryFieldKey{Name: "labels"},
 			Variables:        variables,
-		}, start, end)
+			StartNs:          start,
+			EndNs:            end,
+		})
 		if err != nil {
 			return "", nil, err
 		}
--- a/pkg/telemetrymetrics/condition_builder.go
+++ b/pkg/telemetrymetrics/condition_builder.go
@@ -23,6 +23,8 @@ func NewConditionBuilder(fm qbtypes.FieldMapper) *conditionBuilder {

 func (c *conditionBuilder) conditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
@@ -33,7 +35,7 @@ func (c *conditionBuilder) conditionFor(
 		value = querybuilder.FormatValueForContains(value)
 	}

-	tblFieldName, err := c.fm.FieldFor(ctx, key)
+	fieldExpression, err := c.fm.FieldFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}
@@ -41,52 +43,52 @@ func (c *conditionBuilder) conditionFor(
 	// TODO(srikanthccv): use the same data type collision handling when metrics schemas are updated
 	switch v := value.(type) {
 	case float64:
-		tblFieldName = fmt.Sprintf("toFloat64OrNull(%s)", tblFieldName)
+		fieldExpression = fmt.Sprintf("toFloat64OrNull(%s)", fieldExpression)
 	case []any:
 		if len(v) > 0 && (operator == qbtypes.FilterOperatorBetween || operator == qbtypes.FilterOperatorNotBetween) {
 			if _, ok := v[0].(float64); ok {
-				tblFieldName = fmt.Sprintf("toFloat64OrNull(%s)", tblFieldName)
+				fieldExpression = fmt.Sprintf("toFloat64OrNull(%s)", fieldExpression)
 			}
 		}
 	}

 	switch operator {
 	case qbtypes.FilterOperatorEqual:
-		return sb.E(tblFieldName, value), nil
+		return sb.E(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotEqual:
-		return sb.NE(tblFieldName, value), nil
+		return sb.NE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThan:
-		return sb.G(tblFieldName, value), nil
+		return sb.G(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThanOrEq:
-		return sb.GE(tblFieldName, value), nil
+		return sb.GE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThan:
-		return sb.LT(tblFieldName, value), nil
+		return sb.LT(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThanOrEq:
-		return sb.LE(tblFieldName, value), nil
+		return sb.LE(fieldExpression, value), nil

 	// like and not like
 	case qbtypes.FilterOperatorLike:
-		return sb.Like(tblFieldName, value), nil
+		return sb.Like(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotLike:
-		return sb.NotLike(tblFieldName, value), nil
+		return sb.NotLike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorILike:
-		return sb.ILike(tblFieldName, value), nil
+		return sb.ILike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotILike:
-		return sb.NotILike(tblFieldName, value), nil
+		return sb.NotILike(fieldExpression, value), nil

 	case qbtypes.FilterOperatorContains:
-		return sb.ILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.ILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil
 	case qbtypes.FilterOperatorNotContains:
-		return sb.NotILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.NotILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil

 	case qbtypes.FilterOperatorRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	case qbtypes.FilterOperatorNotRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	// between and not between
 	case qbtypes.FilterOperatorBetween:
 		values, ok := value.([]any)
@@ -96,7 +98,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.Between(tblFieldName, values[0], values[1]), nil
+		return sb.Between(fieldExpression, values[0], values[1]), nil
 	case qbtypes.FilterOperatorNotBetween:
 		values, ok := value.([]any)
 		if !ok {
@@ -105,7 +107,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.NotBetween(tblFieldName, values[0], values[1]), nil
+		return sb.NotBetween(fieldExpression, values[0], values[1]), nil

 	// in and not in
 	case qbtypes.FilterOperatorIn:
@@ -113,13 +115,13 @@ func (c *conditionBuilder) conditionFor(
 		if !ok {
 			return "", qbtypes.ErrInValues
 		}
-		return sb.In(tblFieldName, values), nil
+		return sb.In(fieldExpression, values), nil
 	case qbtypes.FilterOperatorNotIn:
 		values, ok := value.([]any)
 		if !ok {
 			return "", qbtypes.ErrInValues
 		}
-		return sb.NotIn(tblFieldName, values), nil
+		return sb.NotIn(fieldExpression, values), nil

 	// exists and not exists
 	// in the UI based query builder, `exists` and `not exists` are used for
@@ -141,14 +143,14 @@ func (c *conditionBuilder) conditionFor(

 func (c *conditionBuilder) ConditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
-	_ uint64,
-	_ uint64,
 ) (string, error) {
-	condition, err := c.conditionFor(ctx, key, operator, value, sb)
+	condition, err := c.conditionFor(ctx, startNs, endNs, key, operator, value, sb)
 	if err != nil {
 		return "", err
 	}
--- a/pkg/telemetrymetrics/condition_builder_test.go
+++ b/pkg/telemetrymetrics/condition_builder_test.go
@@ -234,7 +234,7 @@ func TestConditionFor(t *testing.T) {
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-            cond, err := conditionBuilder.ConditionFor(ctx, &tc.key, tc.operator, tc.value, sb, 0, 0)
+			cond, err := conditionBuilder.ConditionFor(ctx, 0, 0, &tc.key, tc.operator, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedError != nil {
@@ -289,7 +289,7 @@ func TestConditionForMultipleKeys(t *testing.T) {
 		t.Run(tc.name, func(t *testing.T) {
 			var err error
 			for _, key := range tc.keys {
-                cond, err := conditionBuilder.ConditionFor(ctx, &key, tc.operator, tc.value, sb, 0, 0)
+				cond, err := conditionBuilder.ConditionFor(ctx, 0, 0, &key, tc.operator, tc.value, sb)
 				sb.Where(cond)
 				if err != nil {
 					t.Fatalf("Error getting condition for key %s: %v", key.Name, err)
--- a/pkg/telemetrymetrics/field_mapper.go
+++ b/pkg/telemetrymetrics/field_mapper.go
@@ -41,65 +41,66 @@ func NewFieldMapper() qbtypes.FieldMapper {
 	return &fieldMapper{}
 }

-func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
+func (m *fieldMapper) getColumn(_ context.Context, _, _ uint64, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {

 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource, telemetrytypes.FieldContextScope, telemetrytypes.FieldContextAttribute:
-		return timeSeriesV4Columns["labels"], nil
+		return []*schema.Column{timeSeriesV4Columns["labels"]}, nil
 	case telemetrytypes.FieldContextMetric:
 		col, ok := timeSeriesV4Columns[key.Name]
 		if !ok {
-			return nil, qbtypes.ErrColumnNotFound
+			return []*schema.Column{}, qbtypes.ErrColumnNotFound
 		}
-		return col, nil
+		return []*schema.Column{col}, nil
 	case telemetrytypes.FieldContextUnspecified:
 		col, ok := timeSeriesV4Columns[key.Name]
 		if !ok {
 			// if nothing is found, return labels column
 			// as we keep all the labels in the labels column
-			return timeSeriesV4Columns["labels"], nil
+			return []*schema.Column{timeSeriesV4Columns["labels"]}, nil
 		}
-		return col, nil
+		return []*schema.Column{col}, nil
 	}

 	return nil, qbtypes.ErrColumnNotFound
 }

-func (m *fieldMapper) FieldFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (string, error) {
-	column, err := m.getColumn(ctx, key)
+func (m *fieldMapper) FieldFor(ctx context.Context, startNs, endNs uint64, key *telemetrytypes.TelemetryFieldKey) (string, error) {
+	columns, err := m.getColumn(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource, telemetrytypes.FieldContextScope, telemetrytypes.FieldContextAttribute:
-		return fmt.Sprintf("JSONExtractString(%s, '%s')", column.Name, key.Name), nil
+		return fmt.Sprintf("JSONExtractString(%s, '%s')", columns[0].Name, key.Name), nil
 	case telemetrytypes.FieldContextMetric:
-		return column.Name, nil
+		return columns[0].Name, nil
 	case telemetrytypes.FieldContextUnspecified:
 		if slices.Contains(IntrinsicFields, key.Name) {
-			return column.Name, nil
+			return columns[0].Name, nil
 		}
-		return fmt.Sprintf("JSONExtractString(%s, '%s')", column.Name, key.Name), nil
+		return fmt.Sprintf("JSONExtractString(%s, '%s')", columns[0].Name, key.Name), nil
 	}

-	return column.Name, nil
+	return columns[0].Name, nil
 }

-func (m *fieldMapper) ColumnFor(ctx context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
-	return m.getColumn(ctx, key)
+func (m *fieldMapper) ColumnFor(ctx context.Context, tsStart, tsEnd uint64, key *telemetrytypes.TelemetryFieldKey) ([]*schema.Column, error) {
+	return m.getColumn(ctx, tsStart, tsEnd, key)
 }

 func (m *fieldMapper) ColumnExpressionFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	field *telemetrytypes.TelemetryFieldKey,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
 ) (string, error) {

-	colName, err := m.FieldFor(ctx, field)
+	fieldExpression, err := m.FieldFor(ctx, startNs, endNs, field)
 	if err != nil {
 		return "", err
 	}

-	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(colName), field.Name), nil
+	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(fieldExpression), field.Name), nil
 }
--- a/pkg/telemetrymetrics/field_mapper_test.go
+++ b/pkg/telemetrymetrics/field_mapper_test.go
@@ -123,13 +123,13 @@ func TestGetColumn(t *testing.T) {

 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
-			col, err := fm.ColumnFor(ctx, &tc.key)
+			col, err := fm.ColumnFor(ctx, 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
 			} else {
 				require.NoError(t, err)
-				assert.Equal(t, tc.expectedCol, col)
+				assert.Equal(t, tc.expectedCol, col[0])
 			}
 		})
 	}
@@ -207,7 +207,7 @@ func TestGetFieldKeyName(t *testing.T) {

 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
-			result, err := fm.FieldFor(ctx, &tc.key)
+			result, err := fm.FieldFor(ctx, 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
--- a/pkg/telemetrymetrics/statement_builder.go
+++ b/pkg/telemetrymetrics/statement_builder.go
@@ -269,13 +269,16 @@ func (b *MetricQueryStatementBuilder) buildTimeSeriesCTE(

 	if query.Filter != nil && query.Filter.Expression != "" {
 		preparedWhereClause, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:          ctx,
 			Logger:           b.logger,
 			FieldMapper:      b.fm,
 			ConditionBuilder: b.cb,
 			FieldKeys:        keys,
 			FullTextColumn:   &telemetrytypes.TelemetryFieldKey{Name: "labels"},
 			Variables:        variables,
-		}, start, end)
+			StartNs:          start,
+			EndNs:            end,
+		})
 		if err != nil {
 			return "", nil, err
 		}
@@ -286,7 +289,7 @@ func (b *MetricQueryStatementBuilder) buildTimeSeriesCTE(

 	sb.Select("fingerprint")
 	for _, g := range query.GroupBy {
-		col, err := b.fm.ColumnExpressionFor(ctx, &g.TelemetryFieldKey, keys)
+		col, err := b.fm.ColumnExpressionFor(ctx, start, end, &g.TelemetryFieldKey, keys)
 		if err != nil {
 			return "", nil, err
 		}
--- a/pkg/telemetrytraces/condition_builder.go
+++ b/pkg/telemetrytraces/condition_builder.go
@@ -29,6 +29,8 @@ func NewConditionBuilder(fm qbtypes.FieldMapper) *conditionBuilder {

 func (c *conditionBuilder) conditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
@@ -40,13 +42,13 @@ func (c *conditionBuilder) conditionFor(
 	}

 	// first, locate the raw column type (so we can choose the right EXISTS logic)
-	column, err := c.fm.ColumnFor(ctx, key)
+	columns, err := c.fm.ColumnFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}

 	// then ask the mapper for the actual SQL reference
-	tblFieldName, err := c.fm.FieldFor(ctx, key)
+	fieldExpression, err := c.fm.FieldFor(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}
@@ -67,48 +69,48 @@ func (c *conditionBuilder) conditionFor(
 			}
 		}
 	} else {
-		tblFieldName, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, tblFieldName, operator)
+		fieldExpression, value = querybuilder.DataTypeCollisionHandledFieldName(key, value, fieldExpression, operator)
 	}

 	// regular operators
 	switch operator {
 	// regular operators
 	case qbtypes.FilterOperatorEqual:
-		return sb.E(tblFieldName, value), nil
+		return sb.E(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotEqual:
-		return sb.NE(tblFieldName, value), nil
+		return sb.NE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThan:
-		return sb.G(tblFieldName, value), nil
+		return sb.G(fieldExpression, value), nil
 	case qbtypes.FilterOperatorGreaterThanOrEq:
-		return sb.GE(tblFieldName, value), nil
+		return sb.GE(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThan:
-		return sb.LT(tblFieldName, value), nil
+		return sb.LT(fieldExpression, value), nil
 	case qbtypes.FilterOperatorLessThanOrEq:
-		return sb.LE(tblFieldName, value), nil
+		return sb.LE(fieldExpression, value), nil

 	// like and not like
 	case qbtypes.FilterOperatorLike:
-		return sb.Like(tblFieldName, value), nil
+		return sb.Like(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotLike:
-		return sb.NotLike(tblFieldName, value), nil
+		return sb.NotLike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorILike:
-		return sb.ILike(tblFieldName, value), nil
+		return sb.ILike(fieldExpression, value), nil
 	case qbtypes.FilterOperatorNotILike:
-		return sb.NotILike(tblFieldName, value), nil
+		return sb.NotILike(fieldExpression, value), nil

 	case qbtypes.FilterOperatorContains:
-		return sb.ILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.ILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil
 	case qbtypes.FilterOperatorNotContains:
-		return sb.NotILike(tblFieldName, fmt.Sprintf("%%%s%%", value)), nil
+		return sb.NotILike(fieldExpression, fmt.Sprintf("%%%s%%", value)), nil

 	case qbtypes.FilterOperatorRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	case qbtypes.FilterOperatorNotRegexp:
 		// Note: Escape $$ to $$$$ to avoid sqlbuilder interpreting materialized $ signs
 		// Only needed because we are using sprintf instead of sb.Match (not implemented in sqlbuilder)
-		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(tblFieldName), sb.Var(value)), nil
+		return fmt.Sprintf(`NOT match(%s, %s)`, sqlbuilder.Escape(fieldExpression), sb.Var(value)), nil
 	// between and not between
 	case qbtypes.FilterOperatorBetween:
 		values, ok := value.([]any)
@@ -118,7 +120,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.Between(tblFieldName, values[0], values[1]), nil
+		return sb.Between(fieldExpression, values[0], values[1]), nil
 	case qbtypes.FilterOperatorNotBetween:
 		values, ok := value.([]any)
 		if !ok {
@@ -127,7 +129,7 @@ func (c *conditionBuilder) conditionFor(
 		if len(values) != 2 {
 			return "", qbtypes.ErrBetweenValues
 		}
-		return sb.NotBetween(tblFieldName, values[0], values[1]), nil
+		return sb.NotBetween(fieldExpression, values[0], values[1]), nil

 	// in and not in
 	case qbtypes.FilterOperatorIn:
@@ -138,7 +140,7 @@ func (c *conditionBuilder) conditionFor(
 		// instead of using IN, we use `=` + `OR` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.E(tblFieldName, value))
+			conditions = append(conditions, sb.E(fieldExpression, value))
 		}
 		return sb.Or(conditions...), nil
 	case qbtypes.FilterOperatorNotIn:
@@ -149,7 +151,7 @@ func (c *conditionBuilder) conditionFor(
 		// instead of using NOT IN, we use `!=` + `AND` to make use of index
 		conditions := []string{}
 		for _, value := range values {
-			conditions = append(conditions, sb.NE(tblFieldName, value))
+			conditions = append(conditions, sb.NE(fieldExpression, value))
 		}
 		return sb.And(conditions...), nil

@@ -159,30 +161,30 @@ func (c *conditionBuilder) conditionFor(
 	case qbtypes.FilterOperatorExists, qbtypes.FilterOperatorNotExists:

 		var value any
-		switch column.Type.GetType() {
+		switch columns[0].Type.GetType() {
 		case schema.ColumnTypeEnumJSON:
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.IsNotNull(tblFieldName), nil
+				return sb.IsNotNull(fieldExpression), nil
 			} else {
-				return sb.IsNull(tblFieldName), nil
+				return sb.IsNull(fieldExpression), nil
 			}
 		case schema.ColumnTypeEnumString,
 			schema.ColumnTypeEnumFixedString,
 			schema.ColumnTypeEnumDateTime64:
 			value = ""
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.NE(tblFieldName, value), nil
+				return sb.NE(fieldExpression, value), nil
 			} else {
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			}
 		case schema.ColumnTypeEnumLowCardinality:
-			switch elementType := column.Type.(schema.LowCardinalityColumnType).ElementType; elementType.GetType() {
+			switch elementType := columns[0].Type.(schema.LowCardinalityColumnType).ElementType; elementType.GetType() {
 			case schema.ColumnTypeEnumString:
 				value = ""
 				if operator == qbtypes.FilterOperatorExists {
-					return sb.NE(tblFieldName, value), nil
+					return sb.NE(fieldExpression, value), nil
 				}
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			default:
 				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for low cardinality column type %s", elementType)
 			}
@@ -195,19 +197,19 @@ func (c *conditionBuilder) conditionFor(
 			schema.ColumnTypeEnumBool:
 			value = 0
 			if operator == qbtypes.FilterOperatorExists {
-				return sb.NE(tblFieldName, value), nil
+				return sb.NE(fieldExpression, value), nil
 			} else {
-				return sb.E(tblFieldName, value), nil
+				return sb.E(fieldExpression, value), nil
 			}
 		case schema.ColumnTypeEnumMap:
-			keyType := column.Type.(schema.MapColumnType).KeyType
+			keyType := columns[0].Type.(schema.MapColumnType).KeyType
 			if _, ok := keyType.(schema.LowCardinalityColumnType); !ok {
-				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "key type %s is not supported for map column type %s", keyType, column.Type)
+				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "key type %s is not supported for map column type %s", keyType, columns[0].Type)
 			}

-			switch valueType := column.Type.(schema.MapColumnType).ValueType; valueType.GetType() {
+			switch valueType := columns[0].Type.(schema.MapColumnType).ValueType; valueType.GetType() {
 			case schema.ColumnTypeEnumString, schema.ColumnTypeEnumBool, schema.ColumnTypeEnumFloat64:
-				leftOperand := fmt.Sprintf("mapContains(%s, '%s')", column.Name, key.Name)
+				leftOperand := fmt.Sprintf("mapContains(%s, '%s')", columns[0].Name, key.Name)
 				if key.Materialized {
 					leftOperand = telemetrytypes.FieldKeyToMaterializedColumnNameForExists(key)
 				}
@@ -220,7 +222,7 @@ func (c *conditionBuilder) conditionFor(
 				return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for map column type %s", valueType)
 			}
 		default:
-			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for column type %s", column.Type)
+			return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "exists operator is not supported for column type %s", columns[0].Type)
 		}
 	}
 	return "", nil
@@ -228,25 +230,25 @@ func (c *conditionBuilder) conditionFor(

 func (c *conditionBuilder) ConditionFor(
 	ctx context.Context,
+	startNs uint64,
+	endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 	operator qbtypes.FilterOperator,
 	value any,
 	sb *sqlbuilder.SelectBuilder,
-	startNs uint64,
-	_ uint64,
 ) (string, error) {
 	if c.isSpanScopeField(key.Name) {
 		return c.buildSpanScopeCondition(key, operator, value, startNs)
 	}

-	condition, err := c.conditionFor(ctx, key, operator, value, sb)
+	condition, err := c.conditionFor(ctx, startNs, endNs, key, operator, value, sb)
 	if err != nil {
 		return "", err
 	}

 	if operator.AddDefaultExistsFilter() {
 		// skip adding exists filter for intrinsic fields
-		field, _ := c.fm.FieldFor(ctx, key)
+		field, _ := c.fm.FieldFor(ctx, startNs, endNs, key)
 		if slices.Contains(maps.Keys(IntrinsicFields), field) ||
 			slices.Contains(maps.Keys(IntrinsicFieldsDeprecated), field) ||
 			slices.Contains(maps.Keys(CalculatedFields), field) ||
@@ -254,7 +256,7 @@ func (c *conditionBuilder) ConditionFor(
 			return condition, nil
 		}

-		existsCondition, err := c.conditionFor(ctx, key, qbtypes.FilterOperatorExists, nil, sb)
+		existsCondition, err := c.conditionFor(ctx, startNs, endNs, key, qbtypes.FilterOperatorExists, nil, sb)
 		if err != nil {
 			return "", err
 		}
--- a/pkg/telemetrytraces/condition_builder_test.go
+++ b/pkg/telemetrytraces/condition_builder_test.go
@@ -289,7 +289,7 @@ func TestConditionFor(t *testing.T) {
 	for _, tc := range testCases {
 		sb := sqlbuilder.NewSelectBuilder()
 		t.Run(tc.name, func(t *testing.T) {
-			cond, err := conditionBuilder.ConditionFor(ctx, &tc.key, tc.operator, tc.value, sb, 1761437108000000000, 1761458708000000000)
+			cond, err := conditionBuilder.ConditionFor(ctx, 1761437108000000000, 1761458708000000000, &tc.key, tc.operator, tc.value, sb)
 			sb.Where(cond)

 			if tc.expectedError != nil {
--- a/pkg/telemetrytraces/field_mapper.go
+++ b/pkg/telemetrytraces/field_mapper.go
@@ -169,23 +169,24 @@ func NewFieldMapper() *defaultFieldMapper {

 func (m *defaultFieldMapper) getColumn(
 	_ context.Context,
+	_, _ uint64,
 	key *telemetrytypes.TelemetryFieldKey,
-) (*schema.Column, error) {
+) ([]*schema.Column, error) {
 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource:
-		return indexV3Columns["resource"], nil
+		return []*schema.Column{indexV3Columns["resource"]}, nil
 	case telemetrytypes.FieldContextScope:
-		return nil, qbtypes.ErrColumnNotFound
+		return []*schema.Column{}, qbtypes.ErrColumnNotFound
 	case telemetrytypes.FieldContextAttribute:
 		switch key.FieldDataType {
 		case telemetrytypes.FieldDataTypeString:
-			return indexV3Columns["attributes_string"], nil
+			return []*schema.Column{indexV3Columns["attributes_string"]}, nil
 		case telemetrytypes.FieldDataTypeInt64,
 			telemetrytypes.FieldDataTypeFloat64,
 			telemetrytypes.FieldDataTypeNumber:
-			return indexV3Columns["attributes_number"], nil
+			return []*schema.Column{indexV3Columns["attributes_number"]}, nil
 		case telemetrytypes.FieldDataTypeBool:
-			return indexV3Columns["attributes_bool"], nil
+			return []*schema.Column{indexV3Columns["attributes_bool"]}, nil
 		}
 	case telemetrytypes.FieldContextSpan, telemetrytypes.FieldContextUnspecified:
 		/*
@@ -196,7 +197,7 @@ func (m *defaultFieldMapper) getColumn(
 		// Check if this is a span scope field
 		if strings.ToLower(key.Name) == SpanSearchScopeRoot || strings.ToLower(key.Name) == SpanSearchScopeEntryPoint {
 			// The actual SQL will be generated in the condition builder
-			return &schema.Column{Name: key.Name, Type: schema.ColumnTypeBool}, nil
+			return []*schema.Column{{Name: key.Name, Type: schema.ColumnTypeBool}}, nil
 		}

 		// TODO(srikanthccv): remove this when it's safe to remove
@@ -210,18 +211,18 @@ func (m *defaultFieldMapper) getColumn(
 		if _, ok := CalculatedFieldsDeprecated[key.Name]; ok {
 			// Check if we have a mapping for the deprecated calculated field
 			if col, ok := indexV3Columns[oldToNew[key.Name]]; ok {
-				return col, nil
+				return []*schema.Column{col}, nil
 			}
 		}
 		if _, ok := IntrinsicFieldsDeprecated[key.Name]; ok {
 			// Check if we have a mapping for the deprecated intrinsic field
 			if col, ok := indexV3Columns[oldToNew[key.Name]]; ok {
-				return col, nil
+				return []*schema.Column{col}, nil
 			}
 		}

 		if col, ok := indexV3Columns[key.Name]; ok {
-			return col, nil
+			return []*schema.Column{col}, nil
 		}
 	}
 	return nil, qbtypes.ErrColumnNotFound
@@ -229,15 +230,17 @@ func (m *defaultFieldMapper) getColumn(

 func (m *defaultFieldMapper) ColumnFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
-) (*schema.Column, error) {
-	return m.getColumn(ctx, key)
+) ([]*schema.Column, error) {
+	return m.getColumn(ctx, startNs, endNs, key)
 }

 // FieldFor returns the table field name for the given key if it exists
 // otherwise it returns qbtypes.ErrColumnNotFound
 func (m *defaultFieldMapper) FieldFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	key *telemetrytypes.TelemetryFieldKey,
 ) (string, error) {
 	// Special handling for span scope fields
@@ -247,10 +250,14 @@ func (m *defaultFieldMapper) FieldFor(
 		return key.Name, nil
 	}

-	column, err := m.getColumn(ctx, key)
+	columns, err := m.getColumn(ctx, startNs, endNs, key)
 	if err != nil {
 		return "", err
 	}
+	if len(columns) != 1 {
+		return "", errors.Newf(errors.TypeInternal, errors.CodeInternal, "expected exactly 1 column, got %d", len(columns))
+	}
+	column := columns[0]

 	switch column.Type.GetType() {
 	case schema.ColumnTypeEnumJSON:
@@ -310,11 +317,12 @@ func (m *defaultFieldMapper) FieldFor(
 // if it exists otherwise it returns qbtypes.ErrColumnNotFound
 func (m *defaultFieldMapper) ColumnExpressionFor(
 	ctx context.Context,
+	startNs, endNs uint64,
 	field *telemetrytypes.TelemetryFieldKey,
 	keys map[string][]*telemetrytypes.TelemetryFieldKey,
 ) (string, error) {

-	colName, err := m.FieldFor(ctx, field)
+	fieldExpression, err := m.FieldFor(ctx, startNs, endNs, field)
 	if errors.Is(err, qbtypes.ErrColumnNotFound) {
 		// the key didn't have the right context to be added to the query
 		// we try to use the context we know of
@@ -324,7 +332,7 @@ func (m *defaultFieldMapper) ColumnExpressionFor(
 			if _, ok := indexV3Columns[field.Name]; ok {
 				// if it is, attach the column name directly
 				field.FieldContext = telemetrytypes.FieldContextSpan
-				colName, _ = m.FieldFor(ctx, field)
+				fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, field)
 			} else {
 				// - the context is not provided
 				// - there are not keys for the field
@@ -342,17 +350,17 @@ func (m *defaultFieldMapper) ColumnExpressionFor(
 			}
 		} else if len(keysForField) == 1 {
 			// we have a single key for the field, use it
-			colName, _ = m.FieldFor(ctx, keysForField[0])
+			fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, keysForField[0])
 		} else {
 			// select any non-empty value from the keys
 			args := []string{}
 			for _, key := range keysForField {
-				colName, _ = m.FieldFor(ctx, key)
-				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", colName, colName))
+				fieldExpression, _ = m.FieldFor(ctx, startNs, endNs, key)
+				args = append(args, fmt.Sprintf("toString(%s) != '', toString(%s)", fieldExpression, fieldExpression))
 			}
-			colName = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
+			fieldExpression = fmt.Sprintf("multiIf(%s, NULL)", strings.Join(args, ", "))
 		}
 	}

-	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(colName), field.Name), nil
+	return fmt.Sprintf("%s AS `%s`", sqlbuilder.Escape(fieldExpression), field.Name), nil
 }
--- a/pkg/telemetrytraces/field_mapper_test.go
+++ b/pkg/telemetrytraces/field_mapper_test.go
@@ -92,7 +92,7 @@ func TestGetFieldKeyName(t *testing.T) {
 	for _, tc := range testCases {
 		t.Run(tc.name, func(t *testing.T) {
 			fm := NewFieldMapper()
-			result, err := fm.FieldFor(ctx, &tc.key)
+			result, err := fm.FieldFor(ctx, 0, 0, &tc.key)

 			if tc.expectedError != nil {
 				assert.Equal(t, tc.expectedError, err)
--- a/pkg/telemetrytraces/span_scope_simple_test.go
+++ b/pkg/telemetrytraces/span_scope_simple_test.go
@@ -1,6 +1,7 @@
 package telemetrytraces

 import (
+	"context"
 	"testing"

 	"github.com/SigNoz/signoz/pkg/instrumentation/instrumentationtest"
@@ -75,13 +76,16 @@ func TestSpanScopeFilterExpression(t *testing.T) {
 				FieldContext: telemetrytypes.FieldContextSpan,
 			}}

-            whereClause, err := querybuilder.PrepareWhereClause(tt.expression, querybuilder.FilterExprVisitorOpts{
+			whereClause, err := querybuilder.PrepareWhereClause(tt.expression, querybuilder.FilterExprVisitorOpts{
+				Context:          context.Background(),
 				Logger:           instrumentationtest.New().Logger(),
 				FieldMapper:      fm,
 				ConditionBuilder: cb,
 				FieldKeys:        fieldKeys,
 				Builder:          sb,
-            }, tt.startNs, 1761458708000000000)
+				StartNs:          tt.startNs,
+				EndNs:            1761458708000000000,
+			})

 			if tt.expectError {
 				assert.Error(t, err)
@@ -142,13 +146,16 @@ func TestSpanScopeWithResourceFilter(t *testing.T) {
 				FieldContext: telemetrytypes.FieldContextResource,
 			}}

-            _, err := querybuilder.PrepareWhereClause(tt.expression, querybuilder.FilterExprVisitorOpts{
+			_, err := querybuilder.PrepareWhereClause(tt.expression, querybuilder.FilterExprVisitorOpts{
+				Context:            context.Background(),
 				Logger:             instrumentationtest.New().Logger(),
 				FieldMapper:        fm,
 				ConditionBuilder:   cb,
 				FieldKeys:          fieldKeys,
 				SkipResourceFilter: false, // This would be set by the statement builder
-            }, 1761437108000000000, 1761458708000000000)
+				StartNs:            1761437108000000000,
+				EndNs:              1761458708000000000,
+			})

 			assert.NoError(t, err)
 		})
--- a/pkg/telemetrytraces/statement_builder.go
+++ b/pkg/telemetrytraces/statement_builder.go
@@ -296,7 +296,7 @@ func (b *traceQueryStatementBuilder) buildListQuery(

 	// TODO: should we deprecate `SelectFields` and return everything from a span like we do for logs?
 	for _, field := range query.SelectFields {
-		colExpr, err := b.fm.ColumnExpressionFor(ctx, &field, keys)
+		colExpr, err := b.fm.ColumnExpressionFor(ctx, start, end, &field, keys)
 		if err != nil {
 			return nil, err
 		}
@@ -314,7 +314,7 @@ func (b *traceQueryStatementBuilder) buildListQuery(

 	// Add order by
 	for _, orderBy := range query.Order {
-		colExpr, err := b.fm.ColumnExpressionFor(ctx, &orderBy.Key.TelemetryFieldKey, keys)
+		colExpr, err := b.fm.ColumnExpressionFor(ctx, start, end, &orderBy.Key.TelemetryFieldKey, keys)
 		if err != nil {
 			return nil, err
 		}
@@ -498,7 +498,7 @@ func (b *traceQueryStatementBuilder) buildTimeSeriesQuery(
 	// Keep original column expressions so we can build the tuple
 	fieldNames := make([]string, 0, len(query.GroupBy))
 	for _, gb := range query.GroupBy {
-		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, nil)
+		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, start, end, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, nil)
 		if err != nil {
 			return nil, err
 		}
@@ -512,7 +512,7 @@ func (b *traceQueryStatementBuilder) buildTimeSeriesQuery(
 	allAggChArgs := make([]any, 0)
 	for i, agg := range query.Aggregations {
 		rewritten, chArgs, err := b.aggExprRewriter.Rewrite(
-			ctx, agg.Expression,
+			ctx, start, end, agg.Expression,
 			uint64(query.StepInterval.Seconds()),
 			keys,
 		)
@@ -640,7 +640,7 @@ func (b *traceQueryStatementBuilder) buildScalarQuery(

 	var allGroupByArgs []any
 	for _, gb := range query.GroupBy {
-		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, nil)
+		expr, args, err := querybuilder.CollisionHandledFinalExpr(ctx, start, end, &gb.TelemetryFieldKey, b.fm, b.cb, keys, telemetrytypes.FieldDataTypeString, nil)
 		if err != nil {
 			return nil, err
 		}
@@ -657,7 +657,7 @@ func (b *traceQueryStatementBuilder) buildScalarQuery(
 		for idx := range query.Aggregations {
 			aggExpr := query.Aggregations[idx]
 			rewritten, chArgs, err := b.aggExprRewriter.Rewrite(
-				ctx, aggExpr.Expression,
+				ctx, start, end, aggExpr.Expression,
 				rateInterval,
 				keys,
 			)
@@ -729,7 +729,7 @@ func (b *traceQueryStatementBuilder) buildScalarQuery(

 // buildFilterCondition builds SQL condition from filter expression
 func (b *traceQueryStatementBuilder) addFilterCondition(
-	_ context.Context,
+	ctx context.Context,
 	sb *sqlbuilder.SelectBuilder,
 	start, end uint64,
 	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
@@ -743,13 +743,16 @@ func (b *traceQueryStatementBuilder) addFilterCondition(
 	if query.Filter != nil && query.Filter.Expression != "" {
 		// add filter expression
 		preparedWhereClause, err = querybuilder.PrepareWhereClause(query.Filter.Expression, querybuilder.FilterExprVisitorOpts{
+			Context:            ctx,
 			Logger:             b.logger,
 			FieldMapper:        b.fm,
 			ConditionBuilder:   b.cb,
 			FieldKeys:          keys,
 			SkipResourceFilter: true,
 			Variables:          variables,
-		}, start, end)
+			StartNs:            start,
+			EndNs:              end,
+		})

 		if err != nil {
 			return nil, err
--- a/pkg/telemetrytraces/trace_operator_cte_builder.go
+++ b/pkg/telemetrytraces/trace_operator_cte_builder.go
@@ -234,12 +234,15 @@ func (b *traceOperatorCTEBuilder) buildQueryCTE(ctx context.Context, queryName s
 		filterWhereClause, err := querybuilder.PrepareWhereClause(
 			query.Filter.Expression,
 			querybuilder.FilterExprVisitorOpts{
+				Context:            ctx,
 				Logger:             b.stmtBuilder.logger,
 				FieldMapper:        b.stmtBuilder.fm,
 				ConditionBuilder:   b.stmtBuilder.cb,
 				FieldKeys:          keys,
 				SkipResourceFilter: true,
-			}, b.start, b.end,
+				StartNs:            b.start,
+				EndNs:              b.end,
+			},
 		)
 		if err != nil {
 			b.stmtBuilder.logger.ErrorContext(ctx, "Failed to prepare where clause", errors.Attr(err), slog.String("filter", query.Filter.Expression))
@@ -452,7 +455,7 @@ func (b *traceOperatorCTEBuilder) buildListQuery(ctx context.Context, selectFrom
 		if selectedFields[field.Name] {
 			continue
 		}
-		colExpr, err := b.stmtBuilder.fm.ColumnExpressionFor(ctx, &field, keys)
+		colExpr, err := b.stmtBuilder.fm.ColumnExpressionFor(ctx, b.start, b.end, &field, keys)
 		if err != nil {
 			b.stmtBuilder.logger.WarnContext(ctx, "failed to map select field",
 				slog.String("field", field.Name), errors.Attr(err))
@@ -467,7 +470,7 @@ func (b *traceOperatorCTEBuilder) buildListQuery(ctx context.Context, selectFrom
 	// Add order by support using ColumnExpressionFor
 	orderApplied := false
 	for _, orderBy := range b.operator.Order {
-		colExpr, err := b.stmtBuilder.fm.ColumnExpressionFor(ctx, &orderBy.Key.TelemetryFieldKey, keys)
+		colExpr, err := b.stmtBuilder.fm.ColumnExpressionFor(ctx, b.start, b.end, &orderBy.Key.TelemetryFieldKey, keys)
 		if err != nil {
 			return nil, err
 		}
@@ -549,6 +552,8 @@ func (b *traceOperatorCTEBuilder) buildTimeSeriesQuery(ctx context.Context, sele
 	for _, gb := range b.operator.GroupBy {
 		expr, args, err := querybuilder.CollisionHandledFinalExpr(
 			ctx,
+			b.start,
+			b.end,
 			&gb.TelemetryFieldKey,
 			b.stmtBuilder.fm,
 			b.stmtBuilder.cb,
@@ -573,6 +578,8 @@ func (b *traceOperatorCTEBuilder) buildTimeSeriesQuery(ctx context.Context, sele
 	for i, agg := range b.operator.Aggregations {
 		rewritten, chArgs, err := b.stmtBuilder.aggExprRewriter.Rewrite(
 			ctx,
+			b.start,
+			b.end,
 			agg.Expression,
 			uint64(b.operator.StepInterval.Seconds()),
 			keys,
@@ -658,6 +665,8 @@ func (b *traceOperatorCTEBuilder) buildTraceQuery(ctx context.Context, selectFro
 	for _, gb := range b.operator.GroupBy {
 		expr, args, err := querybuilder.CollisionHandledFinalExpr(
 			ctx,
+			b.start,
+			b.end,
 			&gb.TelemetryFieldKey,
 			b.stmtBuilder.fm,
 			b.stmtBuilder.cb,
@@ -684,6 +693,8 @@ func (b *traceOperatorCTEBuilder) buildTraceQuery(ctx context.Context, selectFro
 	for i, agg := range b.operator.Aggregations {
 		rewritten, chArgs, err := b.stmtBuilder.aggExprRewriter.Rewrite(
 			ctx,
+			b.start,
+			b.end,
 			agg.Expression,
 			rateInterval,
 			keys,
@@ -797,6 +808,8 @@ func (b *traceOperatorCTEBuilder) buildScalarQuery(ctx context.Context, selectFr
 	for _, gb := range b.operator.GroupBy {
 		expr, args, err := querybuilder.CollisionHandledFinalExpr(
 			ctx,
+			b.start,
+			b.end,
 			&gb.TelemetryFieldKey,
 			b.stmtBuilder.fm,
 			b.stmtBuilder.cb,
@@ -821,6 +834,8 @@ func (b *traceOperatorCTEBuilder) buildScalarQuery(ctx context.Context, selectFr
 	for i, agg := range b.operator.Aggregations {
 		rewritten, chArgs, err := b.stmtBuilder.aggExprRewriter.Rewrite(
 			ctx,
+			b.start,
+			b.end,
 			agg.Expression,
 			uint64((b.end-b.start)/querybuilder.NsToSeconds),
 			keys,
--- a/pkg/telemetrytraces/trace_operator_statement_builder.go
+++ b/pkg/telemetrytraces/trace_operator_statement_builder.go
@@ -2,12 +2,13 @@ package telemetrytraces

 import (
 	"context"
+	"log/slog"
+
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/factory"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-	"log/slog"
 )

 type traceOperatorStatementBuilder struct {
--- a/pkg/types/cloudintegrationtypes/account.go
+++ b/pkg/types/cloudintegrationtypes/account.go
@@ -1,8 +1,10 @@
 package cloudintegrationtypes

 import (
+	"encoding/json"
 	"time"

+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/types"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )
@@ -33,8 +35,6 @@ type GettableAccounts struct {
 	Accounts []*Account `json:"accounts" required:"true" nullable:"false"`
 }

-type GettableAccount = Account
-
 type UpdatableAccount struct {
 	Config *AccountConfig `json:"config" required:"true" nullable:"false"`
 }
@@ -42,3 +42,120 @@ type UpdatableAccount struct {
 type AWSAccountConfig struct {
 	Regions []string `json:"regions" required:"true" nullable:"false"`
 }
+
+func NewAccount(orgID valuer.UUID, provider CloudProviderType, config *AccountConfig) *Account {
+	return &Account{
+		Identifiable: types.Identifiable{
+			ID: valuer.GenerateUUID(),
+		},
+		TimeAuditable: types.TimeAuditable{
+			CreatedAt: time.Now(),
+			UpdatedAt: time.Now(),
+		},
+		OrgID:    orgID,
+		Provider: provider,
+		Config:   config,
+	}
+}
+
+func NewAccountFromStorable(storableAccount *StorableCloudIntegration) (*Account, error) {
+	// config can not be empty
+	if storableAccount.Config == "" {
+		return nil, errors.NewInternalf(errors.CodeInternal, "config is empty for account with id: %s", storableAccount.ID)
+	}
+
+	account := &Account{
+		Identifiable:      storableAccount.Identifiable,
+		TimeAuditable:     storableAccount.TimeAuditable,
+		ProviderAccountID: storableAccount.AccountID,
+		Provider:          storableAccount.Provider,
+		RemovedAt:         storableAccount.RemovedAt,
+		OrgID:             storableAccount.OrgID,
+		Config:            new(AccountConfig),
+	}
+
+	switch storableAccount.Provider {
+	case CloudProviderTypeAWS:
+		awsConfig := new(AWSAccountConfig)
+		err := json.Unmarshal([]byte(storableAccount.Config), awsConfig)
+		if err != nil {
+			return nil, err
+		}
+		account.Config.AWS = awsConfig
+	}
+
+	if storableAccount.LastAgentReport != nil {
+		account.AgentReport = &AgentReport{
+			TimestampMillis: storableAccount.LastAgentReport.TimestampMillis,
+			Data:            storableAccount.LastAgentReport.Data,
+		}
+	}
+
+	return account, nil
+}
+
+func NewAccountsFromStorables(storableAccounts []*StorableCloudIntegration) ([]*Account, error) {
+	accounts := make([]*Account, 0, len(storableAccounts))
+	for _, storableAccount := range storableAccounts {
+		account, err := NewAccountFromStorable(storableAccount)
+		if err != nil {
+			return nil, err
+		}
+		accounts = append(accounts, account)
+	}
+
+	return accounts, nil
+}
+
+func (account *Account) Update(config *AccountConfig) error {
+	if account.RemovedAt != nil {
+		return errors.New(errors.TypeUnsupported, ErrCodeCloudIntegrationRemoved, "this operation is not supported for a removed cloud integration account")
+	}
+	account.Config = config
+	account.UpdatedAt = time.Now()
+	return nil
+}
+
+func NewAccountConfigFromPostableArtifact(provider CloudProviderType, artifact *PostableConnectionArtifact) (*AccountConfig, error) {
+	switch provider {
+	case CloudProviderTypeAWS:
+		if artifact.Aws == nil {
+			return nil, errors.NewInternalf(errors.CodeInternal, "AWS artifact is nil")
+		}
+		return &AccountConfig{
+			AWS: &AWSAccountConfig{
+				Regions: artifact.Aws.Regions,
+			},
+		}, nil
+	}
+
+	return nil, errors.New(errors.TypeInvalidInput, ErrCodeInvalidInput, "unsupported provider type")
+}
+
+func NewArtifactRequestFromPostableArtifact(provider CloudProviderType, artifact *PostableConnectionArtifact) (*ConnectionArtifactRequest, error) {
+	switch provider {
+	case CloudProviderTypeAWS:
+		if artifact.Aws == nil {
+			return nil, errors.NewInternalf(errors.CodeInternal, "AWS artifact is nil")
+		}
+		return &ConnectionArtifactRequest{
+			Aws: &AWSConnectionArtifactRequest{
+				DeploymentRegion: artifact.Aws.DeploymentRegion,
+				Regions:          artifact.Aws.Regions,
+			},
+		}, nil
+	}
+
+	return nil, errors.New(errors.TypeInvalidInput, ErrCodeInvalidInput, "unsupported provider type")
+}
+
+// ToJSON return JSON bytes for the provider's config
+// thats why not naming it MarshalJSON(), as it will interfere with default JSON marshalling of AccountConfig struct.
+// NOTE: this entertains first non-null provider's config
+func (config *AccountConfig) ToJSON() ([]byte, error) {
+	if config.AWS != nil {
+		return json.Marshal(config.AWS)
+	}
+
+	return nil, errors.NewInternalf(errors.CodeInternal, "no provider account config found")
+}
--- a/pkg/types/cloudintegrationtypes/cloudintegration.go
+++ b/pkg/types/cloudintegrationtypes/cloudintegration.go
@@ -13,8 +13,12 @@ import (
 )

 var (
+	ErrCodeUnsupported                          = errors.MustNewCode("cloud_integration_unsupported")
 	ErrCodeCloudIntegrationNotFound             = errors.MustNewCode("cloud_integration_not_found")
 	ErrCodeCloudIntegrationAlreadyExists        = errors.MustNewCode("cloud_integration_already_exists")
+	ErrCodeCloudIntegrationAlreadyConnected     = errors.MustNewCode("cloud_integration_already_connected")
+	ErrCodeCloudIntegrationRemoved              = errors.MustNewCode("cloud_integration_removed")
+	ErrCodeInvalidInput                         = errors.MustNewCode("cloud_integration_invalid_input")
 	ErrCodeCloudIntegrationServiceNotFound      = errors.MustNewCode("cloud_integration_service_not_found")
 	ErrCodeCloudIntegrationServiceAlreadyExists = errors.MustNewCode("cloud_integration_service_already_exists")
 )
@@ -68,10 +72,6 @@ func (r *StorableAgentReport) Scan(src any) error {

 // Value creates value to be stored in DB.
 func (r *StorableAgentReport) Value() (driver.Value, error) {
-	if r == nil {
-		return nil, errors.NewInternalf(errors.CodeInternal, "agent report is nil")
-	}
-
 	serialized, err := json.Marshal(r)
 	if err != nil {
 		return nil, errors.WrapInternalf(
@@ -81,3 +81,31 @@ func (r *StorableAgentReport) Value() (driver.Value, error) {
 	// Return as string instead of []byte to ensure PostgreSQL stores as text, not bytes
 	return string(serialized), nil
 }
+
+func NewStorableCloudIntegration(account *Account) (*StorableCloudIntegration, error) {
+	configBytes, err := account.Config.ToJSON()
+	if err != nil {
+		return nil, err
+	}
+
+	return &StorableCloudIntegration{
+		Identifiable:  account.Identifiable,
+		TimeAuditable: account.TimeAuditable,
+		Provider:      account.Provider,
+		Config:        string(configBytes),
+		AccountID:     nil, // updated during agent check in
+		OrgID:         account.OrgID,
+	}, nil
+}
+
+// NewStorableCloudIntegrationService creates a new StorableCloudIntegrationService with
+// generated ID and timestamps from a CloudIntegrationService and its serialized config JSON.
+func NewStorableCloudIntegrationService(svc *CloudIntegrationService, configJSON string) *StorableCloudIntegrationService {
+	return &StorableCloudIntegrationService{
+		Identifiable:       svc.Identifiable,
+		TimeAuditable:      svc.TimeAuditable,
+		Type:               svc.Type,
+		Config:             configJSON,
+		CloudIntegrationID: svc.CloudIntegrationID,
+	}
+}
--- a/pkg/types/cloudintegrationtypes/cloudprovider.go
+++ b/pkg/types/cloudintegrationtypes/cloudprovider.go
@@ -1,6 +1,8 @@
 package cloudintegrationtypes

 import (
+	"fmt"
+
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )
@@ -39,3 +41,29 @@ func NewCloudProvider(provider string) (CloudProviderType, error) {
 		return CloudProviderType{}, errors.NewInvalidInputf(ErrCodeCloudProviderInvalidInput, "invalid cloud provider: %s", provider)
 	}
 }
+
+func GetCloudProviderEmail(provider CloudProviderType) (valuer.Email, error) {
+	switch provider {
+	case CloudProviderTypeAWS:
+		return AWSIntegrationUserEmail, nil
+	case CloudProviderTypeAzure:
+		return AzureIntegrationUserEmail, nil
+	default:
+		return valuer.Email{}, errors.NewInvalidInputf(ErrCodeCloudProviderInvalidInput, "invalid cloud provider: %s", provider.StringValue())
+	}
+}
+
+func NewIngestionKeyName(provider CloudProviderType) string {
+	return fmt.Sprintf("%s-integration", provider.StringValue())
+}
+
+func NewIntegrationUserDisplayName(provider CloudProviderType) string {
+	return fmt.Sprintf("%s-integration", provider.StringValue())
+}
+
+// NewAPIKeyName returns API key name for cloud integration provider
+// TODO: figure out way to migrate API keys to have similar naming convention as ingestion key
+// ie. "{cloud-provider}-integration", and then remove this function.
+func NewAPIKeyName(provider CloudProviderType) string {
+	return fmt.Sprintf("%s integration", provider.StringValue())
+}
--- a/pkg/types/cloudintegrationtypes/connection.go
+++ b/pkg/types/cloudintegrationtypes/connection.go
@@ -3,6 +3,7 @@ package cloudintegrationtypes
 import (
 	"time"

+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )

@@ -33,8 +34,8 @@ type GettableAccountWithArtifact struct {
 }

 type AgentCheckInRequest struct {
-	ProviderAccountID  string `json:"providerAccountId" required:"false"`
-	CloudIntegrationID string `json:"cloudIntegrationId" required:"false"`
+	ProviderAccountID  string      `json:"providerAccountId" required:"false"`
+	CloudIntegrationID valuer.UUID `json:"cloudIntegrationId" required:"false"`

 	Data map[string]any `json:"data" required:"true" nullable:"true"`
 }
@@ -67,8 +68,8 @@ type GettableAgentCheckInResponse struct {
 // IntegrationConfig older integration config struct for backward compatibility,
 // this will be eventually removed once agents are updated to use new struct.
 type IntegrationConfig struct {
-	EnabledRegions []string               `json:"enabled_regions" required:"true" nullable:"false"` // backward compatible
-	Telemetry      *AWSCollectionStrategy `json:"telemetry" required:"true" nullable:"false"`       // backward compatible
+	EnabledRegions []string                  `json:"enabled_regions" required:"true" nullable:"false"` // backward compatible
+	Telemetry      *OldAWSCollectionStrategy `json:"telemetry" required:"true" nullable:"false"`       // backward compatible
 }

 type ProviderIntegrationConfig struct {
@@ -79,3 +80,47 @@ type AWSIntegrationConfig struct {
 	EnabledRegions []string               `json:"enabledRegions" required:"true" nullable:"false"`
 	Telemetry      *AWSCollectionStrategy `json:"telemetry" required:"true" nullable:"false"`
 }
+
+type SignozCredentials struct {
+	SigNozAPIURL string
+	SigNozAPIKey string // PAT
+	IngestionURL string
+	IngestionKey string
+}
+
+// NewGettableAgentCheckInResponse constructs a backward-compatible response from an AgentCheckInResponse.
+// It populates the old snake_case fields (account_id, cloud_account_id, integration_config, removed_at)
+// from the new camelCase fields so older agents continue to work unchanged.
+// The provider parameter controls which provider-specific block is mapped into the legacy integration_config.
+func NewGettableAgentCheckInResponse(provider CloudProviderType, resp *AgentCheckInResponse) *GettableAgentCheckInResponse {
+	gettable := &GettableAgentCheckInResponse{
+		AccountID:            resp.CloudIntegrationID,
+		CloudAccountID:       resp.ProviderAccountID,
+		OlderRemovedAt:       resp.RemovedAt,
+		AgentCheckInResponse: *resp,
+	}
+
+	switch provider {
+	case CloudProviderTypeAWS:
+		gettable.OlderIntegrationConfig = awsOlderIntegrationConfig(resp.IntegrationConfig)
+	}
+
+	return gettable
+}
+
+// Validate checks that the request uses either old fields (account_id, cloud_account_id) or
+// new fields (cloudIntegrationId, providerAccountId), never a mix of both.
+func (req *PostableAgentCheckInRequest) Validate() error {
+	hasOldFields := req.ID != "" || req.AccountID != ""
+	hasNewFields := !req.CloudIntegrationID.IsZero() || req.ProviderAccountID != ""
+
+	if hasOldFields && hasNewFields {
+		return errors.New(errors.TypeInvalidInput, ErrCodeInvalidInput,
+			"request must use either old fields (account_id, cloud_account_id) or new fields (cloudIntegrationId, providerAccountId), not both")
+	}
+	if !hasOldFields && !hasNewFields {
+		return errors.New(errors.TypeInvalidInput, ErrCodeInvalidInput,
+			"request must provide either old fields (account_id, cloud_account_id) or new fields (cloudIntegrationId, providerAccountId)")
+	}
+	return nil
+}
--- a/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview.json
+++ b/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview.json
--- a/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview.png
+++ b/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview.png
--- a/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview_dot.json
+++ b/pkg/types/cloudintegrationtypes/definitions/aws/alb/assets/dashboards/overview_dot.json
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
swapnil-signoz	66aaaea918	refactor: python formatting change	2026-03-30 12:30:59 +05:30
swapnil-signoz	900c489d91	refactor: ci lint changes	2026-03-30 12:06:03 +05:30
swapnil-signoz	743fe56523	Merge branch 'main' into refactor/cloud-integration-modules	2026-03-29 19:50:35 +05:30
swapnil-signoz	3a9e93ebdf	feat: adding module implementation for AWS	2026-03-29 19:49:58 +05:30
Nityananda Gohain	e4f0d026c1	feat: time aware dynamic field mapper (#9669 ) Some checks failed Release Drafter / update_release_draft (push) Has been cancelled Details build-staging / prepare (push) Has been cancelled Details build-staging / js-build (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details * feat: time aware dynamic field mapper * fix: tests * fix: update fetch code * fix: update comment * fix: remove goroutine * fix: update tests * fix: minor changes * fix: minor changes * fix: use proper cache * fix: use orgId properly * fix: aggregation * fix: comments * fix: test * fix: lint issues * fix: minor changes * fix: address changes and add tests * fix: use name from evolutions * fix: make the evolution code reusable and propagte context properly * fix: tests * fix: update the evolution metadata table * fix: lint issues * fix: address cursor comments * fix: tests * fix: tests * fix: changes * fix: refactor code * fix: more changes * fix: clean up evolution logic * fix: fetch keys at the start * fix: more changes * fix: structural changes * fix: add api * fix: minor cleanup * fix: update query in adjust keys * fix: edgecases * fix: update conditionfor * fix: address comments * fix: revert commented test * fix: minor refactoring and addressing comments * fix: evolution metadata * fix: more fixes * fix: add support for version in the evolutions * fix: final cleanup * fix: copy slice * fix: address comments * fix: address comments * fix: field_mapper * chore: add integration tests * fix: lint * fix: lint * chore: integration test for materialized * chore: add remaining changes * chore: fix lint in integration tests --------- Co-authored-by: Srikanth Chekuri <srikanth.chekuri92@gmail.com>	2026-03-28 05:12:49 +00:00
Debopam Roy	754dbc7f38	Feat/external api dependent service different color (#9412 ) Some checks failed build-staging / prepare (push) Has been cancelled Details build-staging / js-build (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details Release Drafter / update_release_draft (push) Has been cancelled Details * feat: change the cursor to pointer on hovering domain rows * feat: all the columns have same background * feat: external api -> domains table -> right drawer -> all the columns have same color * fix(domain-details): keep background of progress-bar --------- Co-authored-by: Vinícius Lourenço <vinicius@signoz.io>	2026-03-27 18:20:25 +00:00
xi7ang	07dbf1e69f	fix: match light mode border color in External APIs page (#10544 ) * fix(ui): API Monitoring light mode border color consistency (#9402) * fix(explorer): little issues on css * fix(explorer): not formatted correctly --------- Co-authored-by: bwang <bwang@openclaw.ai> Co-authored-by: Vinícius Lourenço <vinicius@signoz.io>	2026-03-27 17:21:41 +00:00
Vinicius Lourenço	abe5454d11	fix(member-drawer): use hook to copy to support more browsers (#10729 ) * fix(member-drawer): use hook to copy to support more browsers * chore(eslintrc): typo on error message for new lint rule	2026-03-27 14:44:16 +00:00
Vinicius Lourenço	749884ce70	fix(alert-rules-history): crash due to relativeTime empty (#10733 )	2026-03-27 14:40:50 +00:00
Vinicius Lourenço	70fdc88112	fix(alerts): alert header breaking with unknown severity (#10730 ) Some checks failed build-staging / prepare (push) Has been cancelled Details build-staging / js-build (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details Release Drafter / update_release_draft (push) Has been cancelled Details	2026-03-27 13:52:17 +00:00
Ashwin Bhatkal	234787f2c1	fix: fallback to raw param if decodeURIComponent fails for dashboard variables (#10695 ) * fix: fallback to raw param if decodeURIComponent fails for dashboard variables * test: add tests for decodeURIComponent fallback in useVariablesFromUrl	2026-03-27 13:41:34 +00:00
Ashwin Bhatkal	e7d0dd8850	fix: guard getErrorDetails call against non-APIError instances in GridCard (#10700 ) * fix: guard getErrorDetails call against non-APIError instances in GridCard * test: add tests for errorDetails with APIError and plain Error	2026-03-27 13:40:05 +00:00
Ashwin Bhatkal	c23c6c8c27	fix: update panel waiting state condition (#10702 ) * fix: update variable waiting state condition * fix: remove dynamic variable waiting	2026-03-27 13:39:32 +00:00
Nikhil Soni	58dabf9a6c	feat(waterfall): return all span for small traces and nested level for large (#10399 ) * feat: add support for configurable pre expanded levels When a span is expanded, now it will return nested children up to a max depth level * feat: show spinner on expanding span and fix autoscroll Two improvemnts are included in this commit: - Show a loading spiner in UI when a span is expanded to signal api call. - Don't auto scroll the waterfall to bring the selected span to centre in case it's expanded or scrolled up because it looks very flickering behaviour to user * feat: add support for returning all the spans If total spans are less than a max value. This allows UI to not have to call API for smaller spans on ever collapse/uncollapse * Revert "feat: show spinner on expanding span and fix autoscroll" This reverts commit `6bd194dfb4`. * chore: add tests * chore: make the code changes more easy to understand * chore: cleanup traversal in trace waterfall * chore: rename variables to be self descriptive * chore: add rests for auto expand * chore: add tests for getAllSpans --------- Co-authored-by: nityanandagohain <nityanandagohain@gmail.com>	2026-03-27 12:13:53 +00:00
Vinicius Lourenço	91edc2a895	fix(infra-monitoring): not fetching correct group by keys (#10651 )	2026-03-27 11:42:25 +00:00
SagarRajput-7	2e70857554	fix: remove custom domain from self hosted deployments (#10731 ) * feat: remove custom domain from self hosted deployments * fix: updated errors to surface from BE in invite member modal * fix: updated test cases	2026-03-27 09:24:20 +00:00
Nityananda Gohain	f3e6892d5b	fix: remove flakyness for trace waterfall tests (#10734 )	2026-03-27 06:50:42 +00:00
swapnil-signoz	cdbb78a93d	refactor: simplify ingestion key retrieval logic	2026-03-27 12:03:23 +05:30
swapnil-signoz	c11186f7bf	fix: module test	2026-03-27 11:57:40 +05:30
swapnil-signoz	51dbb0b5b9	fix: returning valid error instead of panic	2026-03-27 11:32:25 +05:30
Nityananda Gohain	23a4960e74	chore: don't run functions if the series is empty (#10725 ) Some checks failed build-staging / js-build (push) Has been cancelled Details build-staging / prepare (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details Release Drafter / update_release_draft (push) Has been cancelled Details * chore: funcRunningDiff don't panic when series is empty * chore: don't run functions if the series is empty	2026-03-27 04:41:00 +00:00
Vinicius Lourenço	5d0c55d682	fix(alerts-history): formatTime expecting number but receiving string (#10719 ) Co-authored-by: Srikanth Chekuri <srikanth.chekuri92@gmail.com>	2026-03-27 00:52:40 +00:00
Nityananda Gohain	15704e0433	chore: cleanup traversal in trace waterfall (#10706 ) Some checks failed build-staging / prepare (push) Has been cancelled Details build-staging / js-build (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details Release Drafter / update_release_draft (push) Has been cancelled Details	2026-03-26 11:46:45 +00:00
swapnil-signoz	2545d7df61	Merge branch 'main' into refactor/cloud-integration-modules	2026-03-26 01:25:53 +05:30
swapnil-signoz	3f91821825	feat: adding module implementation for create account	2026-03-26 01:22:09 +05:30
swapnil-signoz	ee5d182539	Merge branch 'main' into refactor/cloud-integration-modules	2026-03-24 17:50:54 +05:30
swapnil-signoz	0bc12f02bc	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-24 10:59:04 +05:30
swapnil-signoz	e5f00421fe	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-23 21:05:26 +05:30
swapnil-signoz	539252e10c	feat: adding frontend openapi schema	2026-03-23 12:33:14 +05:30
swapnil-signoz	d65f426254	chore: removing todo comment	2026-03-23 12:24:04 +05:30
swapnil-signoz	6e52f2c8f0	Merge branch 'refactor/cloud-integration-impl-store' into refactor/cloud-integration-handlers	2026-03-22 17:13:53 +05:30
swapnil-signoz	d9f8a4ae5a	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-22 17:13:40 +05:30
swapnil-signoz	eefe3edffd	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-22 17:13:02 +05:30
swapnil-signoz	2051861a03	feat: adding handler skeleton	2026-03-22 17:12:35 +05:30
swapnil-signoz	4b01a40fb9	Merge branch 'refactor/cloud-integration-impl-store' into refactor/cloud-integration-handlers	2026-03-20 20:53:54 +05:30
swapnil-signoz	2d8a00bf18	fix: update error code for service not found	2026-03-20 20:53:33 +05:30
swapnil-signoz	f1b26b310f	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-20 20:51:44 +05:30
swapnil-signoz	2c438b6c32	Merge branch 'refactor/cloud-integration-impl-store' into refactor/cloud-integration-handlers	2026-03-20 20:48:34 +05:30
swapnil-signoz	1814c2d13c	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-20 17:52:31 +05:30
swapnil-signoz	e6cd771f11	Merge `origin/main` into `refactor/cloud-integration-handlers`	2026-03-20 16:46:36 +05:30
swapnil-signoz	6b94f87ca0	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-19 11:43:21 +05:30
swapnil-signoz	bf315253ae	fix: lint issues	2026-03-19 11:43:09 +05:30
swapnil-signoz	668ff7bc39	fix: lint and ci issues	2026-03-19 11:34:27 +05:30
swapnil-signoz	07f2aa52fd	feat: adding handlers	2026-03-19 01:35:01 +05:30
swapnil-signoz	3416b3ad55	Merge branch 'main' into refactor/cloud-integration-handlers	2026-03-18 21:50:40 +05:30
swapnil-signoz	d6caa4f2c7	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-18 14:08:14 +05:30
swapnil-signoz	f86371566d	refactor: clean up	2026-03-18 13:45:31 +05:30
swapnil-signoz	9115803084	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-18 13:42:43 +05:30
swapnil-signoz	0c14d8f966	refactor: review comments	2026-03-18 13:40:17 +05:30
swapnil-signoz	7afb461af8	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-18 11:14:33 +05:30
swapnil-signoz	a21fbb4ee0	refactor: clean up	2026-03-18 11:14:05 +05:30
swapnil-signoz	0369842f3d	refactor: clean up	2026-03-17 23:40:14 +05:30
swapnil-signoz	59cd96562a	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-17 23:10:54 +05:30
swapnil-signoz	cc4475cab7	refactor: updating store methods	2026-03-17 23:10:15 +05:30
swapnil-signoz	ac8c648420	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-17 21:09:47 +05:30
swapnil-signoz	bede6be4b8	feat: adding method for service id creation	2026-03-17 21:09:26 +05:30
swapnil-signoz	dd3d60e6df	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-17 20:49:31 +05:30
swapnil-signoz	538ab686d2	refactor: using serviceID type	2026-03-17 20:49:17 +05:30
swapnil-signoz	936a325cb9	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-17 17:25:58 +05:30
swapnil-signoz	c6cdcd0143	refactor: renaming service type to service id	2026-03-17 17:25:29 +05:30
swapnil-signoz	cd9211d718	refactor: clean up types	2026-03-17 17:04:27 +05:30
swapnil-signoz	0601c28782	feat: adding integration test	2026-03-17 11:02:46 +05:30
swapnil-signoz	580610dbfa	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-16 23:02:19 +05:30
swapnil-signoz	2d2aa02a81	refactor: split upsert store method	2026-03-16 18:27:42 +05:30
swapnil-signoz	dd9723ad13	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-16 17:42:03 +05:30
swapnil-signoz	3651469416	Merge branch 'main' of https://github.com/SigNoz/signoz into refactor/cloud-integration-types	2026-03-16 17:41:52 +05:30
swapnil-signoz	febce75734	refactor: update Dashboard struct comments and remove unused fields	2026-03-16 17:41:28 +05:30
swapnil-signoz	e1616f3487	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-16 17:36:15 +05:30
swapnil-signoz	4b94287ac7	refactor: add comments for backward compatibility in PostableAgentCheckInRequest	2026-03-16 15:48:20 +05:30
swapnil-signoz	1575c7c54c	refactor: streamlining types	2026-03-16 15:39:32 +05:30
swapnil-signoz	8def3f835b	refactor: adding comments and removed wrong code	2026-03-16 11:10:53 +05:30
swapnil-signoz	11ed15f4c5	feat: implement cloud integration store	2026-03-14 17:05:02 +05:30
swapnil-signoz	f47877cca9	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-14 17:01:51 +05:30
swapnil-signoz	bb2b9215ba	fix: correct GetService signature and remove shadowed Data field	2026-03-14 16:59:07 +05:30
swapnil-signoz	3111904223	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-14 16:36:35 +05:30
swapnil-signoz	003e2c30d8	Merge branch 'main' into refactor/cloud-integration-types	2026-03-14 16:25:35 +05:30
swapnil-signoz	00fe516d10	refactor: update cloud integration types and module interface	2026-03-14 16:25:16 +05:30
swapnil-signoz	0305f4f7db	refactor: using struct for map	2026-03-13 16:09:26 +05:30
swapnil-signoz	c60019a6dc	Merge branch 'main' into refactor/cloud-integration-types	2026-03-12 23:41:22 +05:30
swapnil-signoz	acde2a37fa	feat: adding updated types for cloud integration	2026-03-12 23:40:44 +05:30
swapnil-signoz	945241a52a	Merge branch 'main' into refactor/cloud-integration-types	2026-03-12 19:45:50 +05:30
swapnil-signoz	e967f80c86	Merge branch 'main' into refactor/cloud-integration-types	2026-03-02 16:39:42 +05:30
swapnil-signoz	a09dc325de	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-02 16:39:20 +05:30
swapnil-signoz	379b4f7fc4	refactor: removing interface check	2026-03-02 14:50:37 +05:30
swapnil-signoz	5e536ae077	Merge branch 'refactor/cloud-integration-types' into refactor/cloud-integration-impl-store	2026-03-02 14:49:35 +05:30
swapnil-signoz	234585e642	Merge branch 'main' into refactor/cloud-integration-types	2026-03-02 14:49:19 +05:30
swapnil-signoz	2cc14f1ad4	Merge branch 'main' into refactor/cloud-integration-impl-store	2026-03-02 14:49:00 +05:30
swapnil-signoz	dc4ed4d239	feat: adding sql store implementation	2026-03-02 14:44:56 +05:30
swapnil-signoz	7281c36873	refactor: store interfaces to use local types and error	2026-03-02 13:27:46 +05:30
swapnil-signoz	40288776e8	feat: adding cloud integration type for refactor	2026-02-28 16:59:14 +05:30