chore: update e2e code owners

* feat(invite-members): add hook for invite members component

* feat(invite-members): add component to handle invite member logic

* test(invite-members): add tests for the component

.github/CODEOWNERS

@@ -138,7 +138,7 @@ go.mod @therealpandey
 /tests/integration/ @therealpandey
 
 # e2e tests
-/tests/e2e/ @AshwinBhatkal
+/tests/e2e/ @SigNoz/frontend-maintainers
 
 # Flagger Owners
 

.github/workflows/e2eci.yaml

@@ -70,7 +70,11 @@ jobs:
           cd tests/e2e && pnpm install --frozen-lockfile
       - name: playwright-browsers
         run: |
-          cd tests/e2e && pnpm playwright install --with-deps ${{ matrix.project }}
+          docker create --name pw mcr.microsoft.com/playwright:v1.57.0-noble
+          docker cp pw:/ms-playwright "$RUNNER_TEMP/ms-playwright"
+          docker rm pw
+          echo "PLAYWRIGHT_BROWSERS_PATH=$RUNNER_TEMP/ms-playwright" >> "$GITHUB_ENV"
+          cd tests/e2e && pnpm playwright install-deps ${{ matrix.project }}
       - name: bring-up-stack
         run: |
           cd tests && \

.github/workflows/jsci.yaml

@@ -56,17 +56,6 @@ jobs:
       PRIMUS_REF: main
       JS_SRC: frontend
       JS_PKG_MANAGER: pnpm
-  languages:
-    if: |
-      github.event_name == 'merge_group' ||
-      (github.event_name == 'pull_request' && ! github.event.pull_request.head.repo.fork && github.event.pull_request.user.login != 'dependabot[bot]' && ! contains(github.event.pull_request.labels.*.name, 'safe-to-test')) ||
-      (github.event_name == 'pull_request_target' && contains(github.event.pull_request.labels.*.name, 'safe-to-test'))
-    runs-on: ubuntu-latest
-    steps:
-      - name: self-checkout
-        uses: actions/checkout@v4
-      - name: run
-        run: bash frontend/scripts/validate-md-languages.sh
   openapi:
     if: |
       github.event_name == 'merge_group' ||

cmd/community/server.go

@@ -29,6 +29,8 @@ import (
 	"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/metricreductionrule"
+	"github.com/SigNoz/signoz/pkg/modules/metricreductionrule/implmetricreductionrule"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
 	"github.com/SigNoz/signoz/pkg/modules/retention"
 	"github.com/SigNoz/signoz/pkg/modules/rulestatehistory"
@@ -119,6 +121,9 @@ func runServer(ctx context.Context, config signoz.Config, logger *slog.Logger) e
 		func(_ sqlstore.SQLStore, _ dashboard.Module, _ global.Global, _ zeus.Zeus, _ gateway.Gateway, _ licensing.Licensing, _ serviceaccount.Module, _ cloudintegration.Config) (cloudintegration.Module, error) {
 			return implcloudintegration.NewModule(), nil
 		},
+		func(_ sqlstore.SQLStore, _ telemetrystore.TelemetryStore, _ dashboard.Module, _ queryparser.QueryParser, _ licensing.Licensing, _ flagger.Flagger, _ telemetrytypes.MetadataStore, _ factory.ProviderSettings, _ int) metricreductionrule.Module {
+			return implmetricreductionrule.NewModule()
+		},
 		func(c cache.Cache, am alertmanager.Alertmanager, ss sqlstore.SQLStore, ts telemetrystore.TelemetryStore, ms telemetrytypes.MetadataStore, p prometheus.Prometheus, og organization.Getter, rsh rulestatehistory.Module, q querier.Querier, qp queryparser.QueryParser) factory.NamedMap[factory.ProviderFactory[ruler.Ruler, ruler.Config]] {
 			return factory.MustNewNamedMap(signozruler.NewFactory(c, am, ss, ts, ms, p, og, rsh, q, qp, nil, nil))
 		},

cmd/enterprise/server.go

@@ -24,6 +24,7 @@ import (
 	"github.com/SigNoz/signoz/ee/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/ee/modules/cloudintegration/implcloudintegration/implcloudprovider"
 	"github.com/SigNoz/signoz/ee/modules/dashboard/impldashboard"
+	eeimplmetricreductionrule "github.com/SigNoz/signoz/ee/modules/metricreductionrule/implmetricreductionrule"
 	eequerier "github.com/SigNoz/signoz/ee/querier"
 	enterpriseapp "github.com/SigNoz/signoz/ee/query-service/app"
 	eerules "github.com/SigNoz/signoz/ee/query-service/rules"
@@ -46,6 +47,7 @@ import (
 	pkgcloudintegration "github.com/SigNoz/signoz/pkg/modules/cloudintegration/implcloudintegration"
 	"github.com/SigNoz/signoz/pkg/modules/dashboard"
 	pkgimpldashboard "github.com/SigNoz/signoz/pkg/modules/dashboard/impldashboard"
+	"github.com/SigNoz/signoz/pkg/modules/metricreductionrule"
 	"github.com/SigNoz/signoz/pkg/modules/organization"
 	"github.com/SigNoz/signoz/pkg/modules/retention"
 	"github.com/SigNoz/signoz/pkg/modules/rulestatehistory"
@@ -182,6 +184,9 @@ func runServer(ctx context.Context, config signoz.Config, logger *slog.Logger) e
 
 			return implcloudintegration.NewModule(pkgcloudintegration.NewStore(sqlStore), dashboardModule, global, zeus, gateway, licensing, serviceAccount, cloudProvidersMap, config)
 		},
+		func(sqlStore sqlstore.SQLStore, ts telemetrystore.TelemetryStore, dashboardModule dashboard.Module, queryParser queryparser.QueryParser, lic licensing.Licensing, flgr pkgflagger.Flagger, ms telemetrytypes.MetadataStore, ps factory.ProviderSettings, threads int) metricreductionrule.Module {
+			return eeimplmetricreductionrule.NewModule(sqlStore, ts, dashboardModule, queryParser, lic, flgr, ms, ps, threads)
+		},
 		func(c cache.Cache, am alertmanager.Alertmanager, ss sqlstore.SQLStore, ts telemetrystore.TelemetryStore, ms telemetrytypes.MetadataStore, p prometheus.Prometheus, og organization.Getter, rsh rulestatehistory.Module, q querier.Querier, qp queryparser.QueryParser) factory.NamedMap[factory.ProviderFactory[ruler.Ruler, ruler.Config]] {
 			return factory.MustNewNamedMap(signozruler.NewFactory(c, am, ss, ts, ms, p, og, rsh, q, qp, eerules.PrepareTaskFunc, eerules.TestNotification))
 		},

conf/example.yaml

@@ -141,6 +141,10 @@ querier:
   flux_interval: 5m
   # The maximum number of concurrent queries for missing ranges.
   max_concurrent_queries: 4
+  # When filtering logs by trace_id, clamp the query window to the trace time
+  # range with padding to include slightly delayed log exports. Logs only; set
+  # to 0 to disable.
+  log_trace_id_window_padding: 5m
 
 ##################### TelemetryStore #####################
 telemetrystore:

docs/contributing/go/errors.md

@@ -36,6 +36,55 @@ var (
 
 > 💡 **Note**: Error codes must match the regex `^[a-z_]+$` otherwise the code will panic.
 
+### Message
+The primary, human-readable summary of what went wrong, set when the error is created via `errors.New` / `errors.Newf`. Note there are two distinct `message` fields in the response: this top-level one states the overall failure, while each entry under [Additional](#additional) carries its own [message](#message-1) explaining one specific facet of it.
+
+### Url
+An optional link to documentation that explains the error in more depth, set with `WithUrl`. It is left empty when the error has no associated doc.
+
+```go
+return errors.New(errors.TypeInvalidInput, CodeBadThing, "bad thing").
+    WithUrl("https://signoz.io/docs/...")
+```
+
+### Additional
+`errors` is a list of supplementary details that explain the top-level `message`. Each entry has its own `message` and `suggestions`, so a single error can surface several distinct problems individually. Attach details with `WithAdditional` (message only) or `WithSuggestiveAdditional` (message plus the suggestions that belong to it):
+
+#### Message
+A single, self-contained sentence describing one specific facet of the error (e.g. ``field `filed` not found``), distinct from the top-level [Message](#message). Prefer one detail per distinct problem over concatenating several into one message.
+
+#### Suggestions
+The suggestions tied to that specific detail — typically a ``did you mean: `x` `` correction for the value the detail is about. These are distinct from the error-wide [Suggestions](#suggestions) below: detail-scoped suggestions never leak into the top-level list.
+
+```go
+return errors.NewInvalidInputf(errors.CodeInvalidInput, "unknown field %q", field).
+    WithAdditional("field `field` not found")
+return errors.NewInvalidInputf(errors.CodeInvalidInput, "unknown field %q", field).
+    WithSuggestiveAdditional("field `filed` not found", "did you mean: `field`")
+```
+
+### Retry
+Carries the `delay` the client should wait before retrying, set with `WithRetryAfter`. It is `null` when the error is not retryable.
+
+```go
+return errors.NewTimeoutf(CodeSlow, "upstream timed out").
+    WithRetryAfter(5 * time.Second)
+```
+
+### Suggestions
+`WithSuggestions` sets the error-wide `suggestions` list — hints about the error as a whole (e.g. "narrow the time range window"), as opposed to suggestions tied to a single detail. Prefer the builders in [pkg/errors/suggestions.go](/pkg/errors/suggestions.go) over hand-writing the strings so the phrasing stays consistent:
+
+- `NewSuggestionsOnLevenshteinDistance(invalidInput, noun, validInputs)` — returns a ``did you mean: `x` `` correction (when a close typo match exists) followed by the valid-references list.
+- `NewValidReferences(noun, values...)` — formats a capped list as ``valid <noun> are `a`, `b` `` (e.g. `"valid fields are"`, `"valid keys are"`). Returns `""` for an empty set.
+- `NewSuggestionsFromFunc(produce)` — wraps a caller-computed correction string as a one-element ``did you mean: `x` `` slice (or nil when it returns `""`), for callers with their own matching strategy.
+
+`noun` names the kind of value being suggested. Use one of the exported `Noun*` constants (`errors.NounFields`, `errors.NounKeys`, `errors.NounServices`, …) so the wording stays uniform across the codebase.
+
+```go
+return errors.NewInvalidInputf(errors.CodeInvalidInput, "unknown field %q", field).
+    WithSuggestions(errors.NewSuggestionsOnLevenshteinDistance(field, errors.NounFields, validFields)...)
+```
+
 ## Show me some examples
 
 ### Using the error

ee/authz/openfgaauthz/provider.go

@@ -143,6 +143,10 @@ func (provider *provider) List(ctx context.Context, orgID valuer.UUID) ([]*autht
 	return provider.pkgAuthzService.List(ctx, orgID)
 }
 
+func (provider *provider) Collect(ctx context.Context, orgID valuer.UUID) (map[string]any, error) {
+	return provider.pkgAuthzService.Collect(ctx, orgID)
+}
+
 func (provider *provider) ListByOrgIDAndNames(ctx context.Context, orgID valuer.UUID, names []string) ([]*authtypes.Role, error) {
 	return provider.pkgAuthzService.ListByOrgIDAndNames(ctx, orgID, names)
 }
@@ -370,7 +374,7 @@ func (provider *provider) Delete(ctx context.Context, orgID valuer.UUID, id valu
 	}
 
 	for _, cb := range provider.onBeforeRoleDelete {
-		if err := cb(ctx, orgID, id); err != nil {
+		if err := cb(ctx, orgID, id, role.Name); err != nil {
 			return err
 		}
 	}

ee/modules/dashboard/impldashboard/module.go

@@ -290,6 +290,10 @@ func (module *module) GetByMetricNames(ctx context.Context, orgID valuer.UUID, m
 	return module.pkgDashboardModule.GetByMetricNames(ctx, orgID, metricNames)
 }
 
+func (module *module) GetByMetricNamesV2(ctx context.Context, orgID valuer.UUID, metricNames []string) (map[string][]dashboardtypes.DashboardPanelRef, error) {
+	return module.pkgDashboardModule.GetByMetricNamesV2(ctx, orgID, metricNames)
+}
+
 func (module *module) List(ctx context.Context, orgID valuer.UUID) ([]*dashboardtypes.Dashboard, error) {
 	return module.pkgDashboardModule.List(ctx, orgID)
 }

ee/modules/metricreductionrule/implmetricreductionrule/clickhouse.go

@@ -0,0 +1,565 @@
+package implmetricreductionrule
+
+import (
+	"context"
+	"slices"
+	"time"
+
+	sqlbuilder "github.com/huandu/go-sqlbuilder"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/telemetrymetrics"
+	"github.com/SigNoz/signoz/pkg/telemetrystore"
+	"github.com/SigNoz/signoz/pkg/types/ctxtypes"
+	"github.com/SigNoz/signoz/pkg/types/metricreductionruletypes"
+)
+
+var (
+	reductionRulesTable = telemetrymetrics.DBName + "." + telemetrymetrics.ReductionRulesTableName
+	metadataTable       = telemetrymetrics.DBName + "." + telemetrymetrics.AttributesMetadataTableName
+	bufferSeriesTable   = telemetrymetrics.DBName + "." + telemetrymetrics.TimeseriesV4BufferTableName
+)
+
+const timeSeriesBucketMilli = int64(time.Hour / time.Millisecond)
+
+type volumeRow struct {
+	MetricName string
+	Ingested   uint64
+	Reduced    uint64
+}
+
+type volumePoint struct {
+	TimestampMs int64
+	Ingested    uint64
+	Reduced     uint64
+}
+
+type clickhouse struct {
+	telemetryStore telemetrystore.TelemetryStore
+	threads        int
+}
+
+func newClickhouse(telemetryStore telemetrystore.TelemetryStore, threads int) *clickhouse {
+	return &clickhouse{telemetryStore: telemetryStore, threads: threads}
+}
+
+func (c *clickhouse) withThreads(ctx context.Context) context.Context {
+	return ctxtypes.SetClickhouseMaxThreads(ctx, c.threads)
+}
+
+func floorToTimeSeriesBucket(ms int64) int64 {
+	return ms - (ms % timeSeriesBucketMilli)
+}
+
+func strictEffectiveFrom(sb *sqlbuilder.SelectBuilder, metricNames []string, effectiveFrom map[string]int64) string {
+	names := make([]any, 0, len(metricNames))
+	froms := make([]any, 0, len(metricNames))
+	for _, name := range metricNames {
+		names = append(names, name)
+		froms = append(froms, effectiveFrom[name])
+	}
+	return "unix_milli >= transform(metric_name, " + sb.Var(names) + ", " + sb.Var(froms) + ", 0)"
+}
+
+func (c *clickhouse) Sync(ctx context.Context, metricName string, labels []string, matchType string, effectiveFromMs int64, deleted bool, updatedAt time.Time) error {
+	ctx = c.withThreads(ctx)
+
+	ib := sqlbuilder.NewInsertBuilder()
+	ib.InsertInto(reductionRulesTable)
+	ib.Cols("metric_name", "labels", "match_type", "effective_from_unix_milli", "deleted", "updated_at")
+	ib.Values(metricName, labels, matchType, effectiveFromMs, deleted, updatedAt)
+
+	query, args := ib.BuildWithFlavor(sqlbuilder.ClickHouse)
+	if err := c.telemetryStore.ClickhouseDB().Exec(ctx, query, args...); err != nil {
+		return errors.WrapInternalf(err, errors.CodeInternal, "failed to sync reduction rule to clickhouse")
+	}
+	return nil
+}
+
+func (c *clickhouse) AttributeKeys(ctx context.Context, metricName string, startMs, endMs int64) ([]string, error) {
+	ctx = c.withThreads(ctx)
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("attr_name")
+	sb.Distinct()
+	sb.From(metadataTable)
+	sb.Where(
+		sb.E("metric_name", metricName),
+		"NOT startsWith(attr_name, '__')",
+		sb.GE("last_reported_unix_milli", startMs),
+		sb.LE("first_reported_unix_milli", endMs),
+	)
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	rows, err := c.telemetryStore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to fetch metric attribute keys")
+	}
+	defer rows.Close()
+
+	keys := make([]string, 0)
+	for rows.Next() {
+		var key string
+		if err := rows.Scan(&key); err != nil {
+			return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to scan attribute key")
+		}
+		keys = append(keys, key)
+	}
+	return keys, rows.Err()
+}
+
+func (c *clickhouse) EstimateCardinality(ctx context.Context, metricName string, keptLabels []string, startMs, endMs int64) (uint64, uint64, error) {
+	ctx = c.withThreads(ctx)
+	startMs = floorToTimeSeriesBucket(startMs)
+
+	sb := sqlbuilder.NewSelectBuilder()
+
+	reducedExpr := "1"
+	if len(keptLabels) > 0 {
+		reducedExpr = "uniq(("
+		for i, label := range keptLabels {
+			if i > 0 {
+				reducedExpr += ", "
+			}
+			reducedExpr += "JSONExtractString(labels, " + sb.Var(label) + ")"
+		}
+		reducedExpr += "))"
+	}
+
+	sb.Select("uniq(fingerprint)", reducedExpr)
+	sb.From(bufferSeriesTable)
+	conds := []string{
+		sb.E("metric_name", metricName),
+		sb.GE("unix_milli", startMs),
+		sb.LT("unix_milli", endMs),
+		sb.E("is_reduced", false),
+	}
+	sb.Where(conds...)
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	var current, reduced uint64
+	if err := c.telemetryStore.ClickhouseDB().QueryRow(ctx, query, args...).Scan(&current, &reduced); err != nil {
+		return 0, 0, errors.WrapInternalf(err, errors.CodeInternal, "failed to estimate reduction impact")
+	}
+	if len(keptLabels) == 0 && current == 0 {
+		reduced = 0
+	}
+	if reduced > current {
+		reduced = current
+	}
+	return current, reduced, nil
+}
+
+// VolumeByMetric returns ingested vs reduced series counts per metric.
+func (c *clickhouse) VolumeByMetric(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[string]volumeRow, error) {
+	if len(metricNames) == 0 {
+		return map[string]volumeRow{}, nil
+	}
+	ctx = c.withThreads(ctx)
+
+	ingested, err := c.ingestedSeriesCount(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	reduced, err := c.reducedSeriesCount(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	out := make(map[string]volumeRow, len(metricNames))
+	for metricName, count := range ingested {
+		out[metricName] = volumeRow{MetricName: metricName, Ingested: count, Reduced: out[metricName].Reduced}
+	}
+	for metricName, count := range reduced {
+		row := out[metricName]
+		row.MetricName = metricName
+		row.Reduced = count
+		out[metricName] = row
+	}
+	return out, nil
+}
+
+// ingestedSeriesCount counts distinct raw fingerprints per metric from the samples buffer over the
+// window.
+func (c *clickhouse) ingestedSeriesCount(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[string]uint64, error) {
+	names := make([]any, len(metricNames))
+	for i, name := range metricNames {
+		names[i] = name
+	}
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("metric_name", "uniq(fingerprint)")
+	sb.From(telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4BufferTableName)
+	conds := []string{
+		sb.In("metric_name", names...),
+		sb.GE("unix_milli", startMs),
+		sb.LT("unix_milli", endMs),
+	}
+	if len(effectiveFrom) > 0 {
+		conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+	}
+	sb.Where(conds...)
+	sb.GroupBy("metric_name")
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	rows, err := c.telemetryStore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to count ingested series")
+	}
+	defer rows.Close()
+
+	out := make(map[string]uint64, len(metricNames))
+	for rows.Next() {
+		var (
+			metricName string
+			count      uint64
+		)
+		if err := rows.Scan(&metricName, &count); err != nil {
+			return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to scan series count")
+		}
+		out[metricName] = count
+	}
+	return out, rows.Err()
+}
+
+// reducedSeriesCount counts distinct reduced_fingerprints per metric, summed across the two 60s
+// reduced sample tables.
+func (c *clickhouse) reducedSeriesCount(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[string]uint64, error) {
+	out := make(map[string]uint64, len(metricNames))
+	for _, table := range []string{telemetrymetrics.SamplesV4ReducedLastTableName, telemetrymetrics.SamplesV4ReducedSumTableName} {
+		counts, err := c.reducedSeriesCountForTable(ctx, telemetrymetrics.DBName+"."+table, metricNames, effectiveFrom, startMs, endMs)
+		if err != nil {
+			return nil, err
+		}
+		for metricName, count := range counts {
+			out[metricName] += count
+		}
+	}
+	return out, nil
+}
+
+func (c *clickhouse) reducedSeriesCountForTable(ctx context.Context, table string, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[string]uint64, error) {
+	names := make([]any, len(metricNames))
+	for i, name := range metricNames {
+		names[i] = name
+	}
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("metric_name", "uniq(reduced_fingerprint)")
+	sb.From(table)
+	conds := []string{
+		sb.In("metric_name", names...),
+		sb.GE("unix_milli", startMs),
+		sb.LT("unix_milli", endMs),
+	}
+	if len(effectiveFrom) > 0 {
+		conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+	}
+	sb.Where(conds...)
+	sb.GroupBy("metric_name")
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	rows, err := c.telemetryStore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to count reduced series")
+	}
+	defer rows.Close()
+
+	out := make(map[string]uint64, len(metricNames))
+	for rows.Next() {
+		var (
+			metricName string
+			count      uint64
+		)
+		if err := rows.Scan(&metricName, &count); err != nil {
+			return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to scan series count")
+		}
+		out[metricName] = count
+	}
+	return out, rows.Err()
+}
+
+// RankByVolume ranks metrics by ingested/reduced series volume. Like VolumeByMetric, the counts read
+// the samples tables with a strict effective_from gate; the reduced count sums distinct
+// reduced_fingerprints across the two 60s reduced sample tables.
+func (c *clickhouse) RankByVolume(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, orderBy metricreductionruletypes.ReductionRuleOrderBy, order metricreductionruletypes.Order, startMs, endMs int64, offset, limit int) ([]volumeRow, error) {
+	if len(metricNames) == 0 {
+		return []volumeRow{}, nil
+	}
+	ctx = c.withThreads(ctx)
+
+	orderExpr := "ingested"
+	switch orderBy {
+	case metricreductionruletypes.OrderByReducedVolume:
+		orderExpr = "reduced"
+	case metricreductionruletypes.OrderByReduction:
+		orderExpr = "if(ingested = 0, 0, (toFloat64(ingested) - toFloat64(reduced)) / toFloat64(ingested))"
+	}
+	direction := "ASC"
+	if order == metricreductionruletypes.OrderDesc {
+		direction = "DESC"
+	}
+
+	ingestedTable := telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4BufferTableName
+	reducedLast := telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4ReducedLastTableName
+	reducedSum := telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4ReducedSumTableName
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("base.metric_name AS metric_name", "ifNull(i.cnt, 0) AS ingested", "ifNull(d.cnt, 0) AS reduced")
+	sb.From("(SELECT arrayJoin(" + sb.Var(metricNames) + ") AS metric_name) AS base")
+	sb.JoinWithOption(
+		sqlbuilder.LeftJoin,
+		"(SELECT metric_name, uniq(fingerprint) AS cnt FROM "+ingestedTable+" WHERE has("+sb.Var(metricNames)+", metric_name) AND unix_milli >= "+sb.Var(startMs)+" AND unix_milli < "+sb.Var(endMs)+" AND "+strictEffectiveFrom(sb, metricNames, effectiveFrom)+" GROUP BY metric_name) AS i",
+		"base.metric_name = i.metric_name",
+	)
+	// Reduced series are spread across two type-specific tables; union the per-table distinct
+	// reduced_fingerprints and sum per metric (a metric only lands in the table matching its type).
+	sb.JoinWithOption(
+		sqlbuilder.LeftJoin,
+		"(SELECT metric_name, sum(cnt) AS cnt FROM ("+
+			"SELECT metric_name, uniq(reduced_fingerprint) AS cnt FROM "+reducedLast+" WHERE has("+sb.Var(metricNames)+", metric_name) AND unix_milli >= "+sb.Var(startMs)+" AND unix_milli < "+sb.Var(endMs)+" AND "+strictEffectiveFrom(sb, metricNames, effectiveFrom)+" GROUP BY metric_name"+
+			" UNION ALL "+
+			"SELECT metric_name, uniq(reduced_fingerprint) AS cnt FROM "+reducedSum+" WHERE has("+sb.Var(metricNames)+", metric_name) AND unix_milli >= "+sb.Var(startMs)+" AND unix_milli < "+sb.Var(endMs)+" AND "+strictEffectiveFrom(sb, metricNames, effectiveFrom)+" GROUP BY metric_name"+
+			") GROUP BY metric_name) AS d",
+		"base.metric_name = d.metric_name",
+	)
+	sb.OrderBy(orderExpr + " " + direction)
+	if limit > 0 {
+		sb.Limit(limit).Offset(offset)
+	}
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	rows, err := c.telemetryStore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to rank reduction rules by volume")
+	}
+	defer rows.Close()
+
+	out := make([]volumeRow, 0, len(metricNames))
+	for rows.Next() {
+		var row volumeRow
+		if err := rows.Scan(&row.MetricName, &row.Ingested, &row.Reduced); err != nil {
+			return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to scan volume row")
+		}
+		out = append(out, row)
+	}
+	return out, rows.Err()
+}
+
+func (c *clickhouse) SampleVolume(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (uint64, uint64, error) {
+	if len(metricNames) == 0 {
+		return 0, 0, nil
+	}
+	ctx = c.withThreads(ctx)
+
+	ingested, err := c.countRawSamples(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4BufferTableName, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return 0, 0, err
+	}
+
+	last, err := c.countReducedSamples(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4ReducedLastTableName, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return 0, 0, err
+	}
+	sum, err := c.countReducedSamples(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4ReducedSumTableName, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return 0, 0, err
+	}
+
+	return ingested, min(last+sum, ingested), nil
+}
+
+func (c *clickhouse) countRawSamples(ctx context.Context, table string, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (uint64, error) {
+	names := make([]any, len(metricNames))
+	for i, name := range metricNames {
+		names[i] = name
+	}
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("count()")
+	sb.From(table)
+	conds := []string{sb.In("metric_name", names...), sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs)}
+	if len(effectiveFrom) > 0 {
+		conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+	}
+	sb.Where(conds...)
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	var count uint64
+	if err := c.telemetryStore.ClickhouseDB().QueryRow(ctx, query, args...).Scan(&count); err != nil {
+		return 0, errors.WrapInternalf(err, errors.CodeInternal, "failed to count ingested samples")
+	}
+	return count, nil
+}
+
+func (c *clickhouse) countReducedSamples(ctx context.Context, table string, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (uint64, error) {
+	names := make([]any, len(metricNames))
+	for i, name := range metricNames {
+		names[i] = name
+	}
+
+	sb := sqlbuilder.NewSelectBuilder()
+	// Reduced tables key the series on reduced_fingerprint (not fingerprint); dedupe ReplacingMergeTree recomputes.
+	sb.Select("uniq(reduced_fingerprint, unix_milli)")
+	sb.From(table)
+	conds := []string{sb.In("metric_name", names...), sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs)}
+	if len(effectiveFrom) > 0 {
+		conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+	}
+	sb.Where(conds...)
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	var count uint64
+	if err := c.telemetryStore.ClickhouseDB().QueryRow(ctx, query, args...).Scan(&count); err != nil {
+		return 0, errors.WrapInternalf(err, errors.CodeInternal, "failed to count reduced samples")
+	}
+	return count, nil
+}
+
+// SeriesTimeseries returns ingested vs reduced series per 60s bucket from the samples tables, gated
+// to each metric's strict effective_from (see strictEffectiveFrom).
+func (c *clickhouse) SeriesTimeseries(ctx context.Context, allMetrics, reducedMetrics []string, effectiveFrom map[string]int64, startMs, endMs int64) ([]volumePoint, error) {
+	if len(allMetrics) == 0 {
+		return []volumePoint{}, nil
+	}
+	ctx = c.withThreads(ctx)
+
+	ingested, err := c.ingestedSeriesByBucket(ctx, allMetrics, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	retained := make(map[int64]uint64)
+	if len(reducedMetrics) > 0 {
+		reduced, err := c.reducedSeriesByBucket(ctx, reducedMetrics, effectiveFrom, startMs, endMs)
+		if err != nil {
+			return nil, err
+		}
+		for ts, count := range reduced {
+			retained[ts] += count
+		}
+	}
+	reducedSet := make(map[string]struct{}, len(reducedMetrics))
+	for _, name := range reducedMetrics {
+		reducedSet[name] = struct{}{}
+	}
+	nonReduced := make([]string, 0, len(allMetrics))
+	for _, name := range allMetrics {
+		if _, ok := reducedSet[name]; !ok {
+			nonReduced = append(nonReduced, name)
+		}
+	}
+	if len(nonReduced) > 0 {
+		nonReducedIngested, err := c.ingestedSeriesByBucket(ctx, nonReduced, effectiveFrom, startMs, endMs)
+		if err != nil {
+			return nil, err
+		}
+		for ts, count := range nonReducedIngested {
+			retained[ts] += count
+		}
+	}
+
+	return mergeVolumePoints(ingested, retained), nil
+}
+
+func mergeVolumePoints(ingested, reduced map[int64]uint64) []volumePoint {
+	buckets := make(map[int64]struct{}, len(ingested))
+	for ts := range ingested {
+		buckets[ts] = struct{}{}
+	}
+	for ts := range reduced {
+		buckets[ts] = struct{}{}
+	}
+	timestamps := make([]int64, 0, len(buckets))
+	for ts := range buckets {
+		timestamps = append(timestamps, ts)
+	}
+	slices.Sort(timestamps)
+
+	points := make([]volumePoint, 0, len(timestamps))
+	for _, ts := range timestamps {
+		points = append(points, volumePoint{
+			TimestampMs: ts,
+			Ingested:    ingested[ts],
+			Reduced:     reduced[ts],
+		})
+	}
+	return points
+}
+
+// ingestedSeriesByBucket counts distinct raw fingerprints per hourly bucket from the samples buffer.
+func (c *clickhouse) ingestedSeriesByBucket(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[int64]uint64, error) {
+	names := make([]any, len(metricNames))
+	for i, name := range metricNames {
+		names[i] = name
+	}
+
+	sb := sqlbuilder.NewSelectBuilder()
+	bucketExpr := "toInt64(toUnixTimestamp(toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalHour(1)))) * 1000 AS bucket"
+	sb.Select(bucketExpr, "uniq(fingerprint)")
+	sb.From(telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4BufferTableName)
+	conds := []string{sb.In("metric_name", names...), sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs)}
+	if len(effectiveFrom) > 0 {
+		conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+	}
+	sb.Where(conds...)
+	sb.GroupBy("bucket")
+
+	return c.scanBuckets(ctx, sb)
+}
+
+// reducedSeriesByBucket counts distinct reduced_fingerprints per hourly bucket, summed across the two
+// reduced sample tables (a metric only lands in the table matching its type, so per-bucket sums are
+// exact).
+func (c *clickhouse) reducedSeriesByBucket(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[int64]uint64, error) {
+	out := make(map[int64]uint64)
+	for _, table := range []string{telemetrymetrics.SamplesV4ReducedLastTableName, telemetrymetrics.SamplesV4ReducedSumTableName} {
+		names := make([]any, len(metricNames))
+		for i, name := range metricNames {
+			names[i] = name
+		}
+
+		sb := sqlbuilder.NewSelectBuilder()
+		bucketExpr := "toInt64(toUnixTimestamp(toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalHour(1)))) * 1000 AS bucket"
+		sb.Select(bucketExpr, "uniq(reduced_fingerprint)")
+		sb.From(telemetrymetrics.DBName + "." + table)
+		conds := []string{sb.In("metric_name", names...), sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs)}
+		if len(effectiveFrom) > 0 {
+			conds = append(conds, strictEffectiveFrom(sb, metricNames, effectiveFrom))
+		}
+		sb.Where(conds...)
+		sb.GroupBy("bucket")
+
+		counts, err := c.scanBuckets(ctx, sb)
+		if err != nil {
+			return nil, err
+		}
+		for ts, count := range counts {
+			out[ts] += count
+		}
+	}
+	return out, nil
+}
+
+func (c *clickhouse) scanBuckets(ctx context.Context, sb *sqlbuilder.SelectBuilder) (map[int64]uint64, error) {
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	rows, err := c.telemetryStore.ClickhouseDB().Query(ctx, query, args...)
+	if err != nil {
+		return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to bucket series by time")
+	}
+	defer rows.Close()
+
+	out := make(map[int64]uint64)
+	for rows.Next() {
+		var (
+			ts    int64
+			count uint64
+		)
+		if err := rows.Scan(&ts, &count); err != nil {
+			return nil, errors.WrapInternalf(err, errors.CodeInternal, "failed to scan series bucket")
+		}
+		out[ts] = count
+	}
+	return out, rows.Err()
+}

ee/modules/metricreductionrule/implmetricreductionrule/module.go

@@ -0,0 +1,571 @@
+package implmetricreductionrule
+
+import (
+	"context"
+	"log/slog"
+	"sort"
+	"strings"
+	"time"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/flagger"
+	"github.com/SigNoz/signoz/pkg/licensing"
+	"github.com/SigNoz/signoz/pkg/modules/dashboard"
+	"github.com/SigNoz/signoz/pkg/modules/metricreductionrule"
+	"github.com/SigNoz/signoz/pkg/queryparser"
+	"github.com/SigNoz/signoz/pkg/ruler/rulestore/sqlrulestore"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/telemetrystore"
+	"github.com/SigNoz/signoz/pkg/types/featuretypes"
+	"github.com/SigNoz/signoz/pkg/types/metricreductionruletypes"
+	"github.com/SigNoz/signoz/pkg/types/metrictypes"
+	"github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/ruletypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+)
+
+const (
+	// effectiveFromMargin delays effective_from so the collector picks up the synced rule before it
+	// goes live; it must be >= the collector's rule-refresh interval (see signoz-otel-collector#839).
+	effectiveFromMargin    = 5 * time.Minute
+	defaultPreviewLookback = 24 * time.Hour
+
+	pricePerMillionSamplesUSD = 0.1
+	monthDuration             = 30 * 24 * time.Hour
+)
+
+type module struct {
+	store         metricreductionruletypes.Store
+	ch            *clickhouse
+	dashboard     dashboard.Module
+	ruleStore     ruletypes.RuleStore
+	licensing     licensing.Licensing
+	flagger       flagger.Flagger
+	metadataStore telemetrytypes.MetadataStore
+	logger        *slog.Logger
+}
+
+func NewModule(sqlStore sqlstore.SQLStore, telemetryStore telemetrystore.TelemetryStore, dashboardModule dashboard.Module, queryParser queryparser.QueryParser, licensing licensing.Licensing, flagger flagger.Flagger, metadataStore telemetrytypes.MetadataStore, providerSettings factory.ProviderSettings, threads int) metricreductionrule.Module {
+	scoped := factory.NewScopedProviderSettings(providerSettings, "github.com/SigNoz/signoz/ee/modules/metricreductionrule/implmetricreductionrule")
+	return &module{
+		store:         NewStore(sqlStore),
+		ch:            newClickhouse(telemetryStore, threads),
+		dashboard:     dashboardModule,
+		ruleStore:     sqlrulestore.NewRuleStore(sqlStore, queryParser, providerSettings),
+		licensing:     licensing,
+		flagger:       flagger,
+		metadataStore: metadataStore,
+		logger:        scoped.Logger(),
+	}
+}
+
+func (m *module) checkAccess(ctx context.Context, orgID valuer.UUID) error {
+	if !m.flagger.BooleanOrEmpty(ctx, flagger.FeatureEnableMetricsReduction, featuretypes.NewFlaggerEvaluationContext(orgID)) {
+		return errors.Newf(errors.TypeUnsupported, metricreductionruletypes.ErrCodeMetricReductionRuleUnsupported, "metric volume control is not enabled")
+	}
+	if _, err := m.licensing.GetActive(ctx, orgID); err != nil {
+		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "metric volume control requires a valid license").WithAdditional(err.Error())
+	}
+	return nil
+}
+
+func (m *module) List(ctx context.Context, orgID valuer.UUID, params *metricreductionruletypes.ListReductionRulesParams) (*metricreductionruletypes.GettableReductionRules, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+	if err := params.Validate(); err != nil {
+		return nil, err
+	}
+
+	now := time.Now()
+	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	endMs := now.UnixMilli()
+
+	switch params.OrderBy {
+	case metricreductionruletypes.OrderByMetricName, metricreductionruletypes.OrderByLastUpdated:
+		return m.listSortedByColumn(ctx, orgID, params, startMs, endMs)
+	default:
+		return m.listSortedByVolume(ctx, orgID, params, startMs, endMs)
+	}
+}
+
+func (m *module) listSortedByColumn(ctx context.Context, orgID valuer.UUID, params *metricreductionruletypes.ListReductionRulesParams, startMs, endMs int64) (*metricreductionruletypes.GettableReductionRules, error) {
+	domainRules, total, err := m.store.List(ctx, orgID, params)
+	if err != nil {
+		return nil, err
+	}
+
+	metricNames := make([]string, len(domainRules))
+	effectiveFrom := make(map[string]int64, len(domainRules))
+	for i, rule := range domainRules {
+		metricNames[i] = rule.MetricName
+		effectiveFrom[rule.MetricName] = rule.EffectiveFrom.UnixMilli()
+	}
+	volumes, err := m.ch.VolumeByMetric(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	rules := make([]metricreductionruletypes.GettableReductionRule, 0, len(domainRules))
+	for _, rule := range domainRules {
+		rules = append(rules, withVolume(toGettableReductionRule(rule), volumes[rule.MetricName]))
+	}
+
+	return &metricreductionruletypes.GettableReductionRules{Rules: rules, Total: total}, nil
+}
+
+func (m *module) listSortedByVolume(ctx context.Context, orgID valuer.UUID, params *metricreductionruletypes.ListReductionRulesParams, startMs, endMs int64) (*metricreductionruletypes.GettableReductionRules, error) {
+	allRules, total, err := m.store.List(ctx, orgID, &metricreductionruletypes.ListReductionRulesParams{Search: params.Search, MetricName: params.MetricName})
+	if err != nil {
+		return nil, err
+	}
+	if total == 0 {
+		return &metricreductionruletypes.GettableReductionRules{Rules: []metricreductionruletypes.GettableReductionRule{}, Total: 0}, nil
+	}
+
+	metricNames := make([]string, len(allRules))
+	effectiveFrom := make(map[string]int64, len(allRules))
+	ruleByMetric := make(map[string]*metricreductionruletypes.ReductionRule, len(allRules))
+	for i, rule := range allRules {
+		metricNames[i] = rule.MetricName
+		effectiveFrom[rule.MetricName] = rule.EffectiveFrom.UnixMilli()
+		ruleByMetric[rule.MetricName] = rule
+	}
+
+	ranked, err := m.ch.RankByVolume(ctx, metricNames, effectiveFrom, params.OrderBy, params.Order, startMs, endMs, params.Offset, params.Limit)
+	if err != nil {
+		return nil, err
+	}
+
+	rules := make([]metricreductionruletypes.GettableReductionRule, 0, len(ranked))
+	for _, row := range ranked {
+		rule, ok := ruleByMetric[row.MetricName]
+		if !ok {
+			continue
+		}
+		rules = append(rules, withVolume(toGettableReductionRule(rule), row))
+	}
+
+	return &metricreductionruletypes.GettableReductionRules{Rules: rules, Total: total}, nil
+}
+
+func (m *module) Create(ctx context.Context, orgID valuer.UUID, userEmail string, req *metricreductionruletypes.PostableReductionRule) (*metricreductionruletypes.GettableReductionRule, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+	if err := req.Validate(); err != nil {
+		return nil, err
+	}
+	if err := m.validateMetricForReduction(ctx, orgID, req.MetricName); err != nil {
+		return nil, err
+	}
+	now := time.Now()
+	rule := metricreductionruletypes.NewReductionRule(orgID, req.MetricName, req.MatchType, req.Labels, now.Add(effectiveFromMargin), userEmail)
+
+	if err := m.store.RunInTx(ctx, func(ctx context.Context) error {
+		if err := m.store.Create(ctx, rule); err != nil {
+			return err
+		}
+		return m.ch.Sync(ctx, rule.MetricName, rule.Labels, rule.MatchType.StringValue(), rule.EffectiveFrom.UnixMilli(), false, rule.UpdatedAt)
+	}); err != nil {
+		return nil, err
+	}
+
+	gettable := toGettableReductionRule(rule)
+	return &gettable, nil
+}
+
+func (m *module) GetByID(ctx context.Context, orgID valuer.UUID, id valuer.UUID) (*metricreductionruletypes.GettableReductionRule, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+	rule, err := m.store.GetByID(ctx, orgID, id)
+	if err != nil {
+		return nil, err
+	}
+	gettable := toGettableReductionRule(rule)
+	return &gettable, nil
+}
+
+func (m *module) UpdateByID(ctx context.Context, orgID valuer.UUID, userEmail string, id valuer.UUID, req *metricreductionruletypes.UpdatableReductionRule) (*metricreductionruletypes.GettableReductionRule, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+	existing, err := m.store.GetByID(ctx, orgID, id)
+	if err != nil {
+		return nil, err
+	}
+	if err := req.Validate(); err != nil {
+		return nil, err
+	}
+
+	now := time.Now()
+	existing.MatchType = req.MatchType
+	existing.Labels = metricreductionruletypes.LabelList(req.Labels)
+	existing.EffectiveFrom = now.Add(effectiveFromMargin)
+	existing.UpdatedAt = now
+	existing.UpdatedBy = userEmail
+
+	if err := m.store.RunInTx(ctx, func(ctx context.Context) error {
+		if err := m.store.Upsert(ctx, existing); err != nil {
+			return err
+		}
+		return m.ch.Sync(ctx, existing.MetricName, existing.Labels, existing.MatchType.StringValue(), existing.EffectiveFrom.UnixMilli(), false, existing.UpdatedAt)
+	}); err != nil {
+		return nil, err
+	}
+
+	gettable := toGettableReductionRule(existing)
+	return &gettable, nil
+}
+
+func (m *module) DeleteByID(ctx context.Context, orgID valuer.UUID, id valuer.UUID) error {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return err
+	}
+	rule, err := m.store.GetByID(ctx, orgID, id)
+	if err != nil {
+		return err
+	}
+
+	now := time.Now()
+	effectiveFromMs := now.Add(effectiveFromMargin).UnixMilli()
+	return m.store.RunInTx(ctx, func(ctx context.Context) error {
+		if err := m.store.DeleteByID(ctx, orgID, id); err != nil {
+			return err
+		}
+		return m.ch.Sync(ctx, rule.MetricName, []string{}, metricreductionruletypes.MatchTypeDrop.StringValue(), effectiveFromMs, true, now)
+	})
+}
+
+func (m *module) Preview(ctx context.Context, orgID valuer.UUID, req *metricreductionruletypes.PostableReductionRulePreview) (*metricreductionruletypes.GettableReductionRulePreview, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+	if err := req.Validate(); err != nil {
+		return nil, err
+	}
+	if err := m.validateMetricForReduction(ctx, orgID, req.MetricName); err != nil {
+		return nil, err
+	}
+	lookback := time.Duration(req.LookbackMs) * time.Millisecond
+	if lookback <= 0 {
+		lookback = defaultPreviewLookback
+	}
+	now := time.Now()
+	startMs := now.Add(-lookback).UnixMilli()
+	endMs := now.UnixMilli()
+	current, reduced, reductionPercent, dropped, err := m.estimateVolume(ctx, req.MetricName, req.MatchType, req.Labels, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	// Baseline is what the metric keeps today (its current rule, or raw if none) so the preview reads
+	// as current -> proposed.
+	currentReduced := current
+	if existing, gerr := m.store.Get(ctx, orgID, req.MetricName); gerr == nil {
+		if _, existingReduced, _, _, eerr := m.estimateVolume(ctx, req.MetricName, existing.MatchType, existing.Labels, startMs, endMs); eerr == nil {
+			currentReduced = existingReduced
+		}
+	}
+
+	return &metricreductionruletypes.GettableReductionRulePreview{
+		IngestedSeries:        current,
+		CurrentRetainedSeries: currentReduced,
+		RetainedSeries:        reduced,
+		ReductionPercent:      reductionPercent,
+		DroppedLabels:         dropped,
+		AffectedAssets:        m.relatedAssetImpact(ctx, orgID, req.MetricName, dropped),
+		EffectiveFrom:         now.Add(effectiveFromMargin),
+	}, nil
+}
+
+func (m *module) Stats(ctx context.Context, orgID valuer.UUID) (*metricreductionruletypes.GettableReductionRuleStats, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+
+	now := time.Now()
+	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	endMs := now.UnixMilli()
+
+	allRules, total, err := m.store.List(ctx, orgID, &metricreductionruletypes.ListReductionRulesParams{})
+	if err != nil {
+		return nil, err
+	}
+	if total == 0 {
+		return &metricreductionruletypes.GettableReductionRuleStats{}, nil
+	}
+
+	metricNames := make([]string, len(allRules))
+	effectiveFrom := make(map[string]int64, len(allRules))
+	for i, rule := range allRules {
+		metricNames[i] = rule.MetricName
+		effectiveFrom[rule.MetricName] = rule.EffectiveFrom.UnixMilli()
+	}
+
+	volumes, err := m.ch.VolumeByMetric(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+	var ingestedSeries, retainedSeries uint64
+	reducedMetricNames := make([]string, 0, len(volumes))
+	reducedEffectiveFrom := make(map[string]int64, len(volumes))
+	for name, volume := range volumes {
+		ingestedSeries += volume.Ingested
+		retained := effectiveRetained(volume.Ingested, volume.Reduced)
+		retainedSeries += retained
+		if retained < volume.Ingested {
+			reducedMetricNames = append(reducedMetricNames, name)
+			reducedEffectiveFrom[name] = effectiveFrom[name]
+		}
+	}
+
+	ingestedSamples, reducedSamples, err := m.ch.SampleVolume(ctx, reducedMetricNames, reducedEffectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	return &metricreductionruletypes.GettableReductionRuleStats{
+		IngestedSeries:             ingestedSeries,
+		RetainedSeries:             retainedSeries,
+		EstimatedMonthlySavingsUsd: monthlySavingsUSD(ingestedSamples, reducedSamples, startMs, endMs),
+	}, nil
+}
+
+// monthlySavingsUSD extrapolates the windowed sample reduction to a monthly figure at the per-sample
+// list price. Ingested is gated to effective_from upstream, so pre-activation hours don't inflate it.
+func monthlySavingsUSD(ingestedSamples, reducedSamples uint64, startMs, endMs int64) float64 {
+	if reducedSamples >= ingestedSamples || endMs <= startMs {
+		return 0
+	}
+	savedSamples := float64(ingestedSamples - reducedSamples)
+	monthlySamples := savedSamples * float64(monthDuration.Milliseconds()) / float64(endMs-startMs)
+	return monthlySamples / 1_000_000 * pricePerMillionSamplesUSD
+}
+
+func (m *module) Timeseries(ctx context.Context, orgID valuer.UUID) (*querybuildertypesv5.QueryRangeResponse, error) {
+	if err := m.checkAccess(ctx, orgID); err != nil {
+		return nil, err
+	}
+
+	now := time.Now()
+	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	endMs := now.UnixMilli()
+
+	allRules, _, err := m.store.List(ctx, orgID, &metricreductionruletypes.ListReductionRulesParams{})
+	if err != nil {
+		return nil, err
+	}
+	metricNames := make([]string, len(allRules))
+	effectiveFrom := make(map[string]int64, len(allRules))
+	for i, rule := range allRules {
+		metricNames[i] = rule.MetricName
+		effectiveFrom[rule.MetricName] = rule.EffectiveFrom.UnixMilli()
+	}
+
+	volumes, err := m.ch.VolumeByMetric(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+	reducedNames := make([]string, 0, len(volumes))
+	for name, volume := range volumes {
+		if effectiveRetained(volume.Ingested, volume.Reduced) < volume.Ingested {
+			reducedNames = append(reducedNames, name)
+		}
+	}
+
+	points, err := m.ch.SeriesTimeseries(ctx, metricNames, reducedNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	return buildVolumeTimeseries(points), nil
+}
+
+func buildVolumeTimeseries(points []volumePoint) *querybuildertypesv5.QueryRangeResponse {
+	ingested := make([]*querybuildertypesv5.TimeSeriesValue, 0, len(points))
+	reduced := make([]*querybuildertypesv5.TimeSeriesValue, 0, len(points))
+	for _, point := range points {
+		ingested = append(ingested, &querybuildertypesv5.TimeSeriesValue{Timestamp: point.TimestampMs, Value: float64(point.Ingested)})
+		reduced = append(reduced, &querybuildertypesv5.TimeSeriesValue{Timestamp: point.TimestampMs, Value: float64(point.Reduced)})
+	}
+
+	return &querybuildertypesv5.QueryRangeResponse{
+		Type: querybuildertypesv5.RequestTypeTimeSeries,
+		Data: querybuildertypesv5.QueryData{
+			Results: []any{
+				&querybuildertypesv5.TimeSeriesData{
+					QueryName: "reduction_volume",
+					Aggregations: []*querybuildertypesv5.AggregationBucket{
+						{
+							Series: []*querybuildertypesv5.TimeSeries{
+								{Labels: []*querybuildertypesv5.Label{{Key: telemetrytypes.TelemetryFieldKey{Name: "series"}, Value: "ingested"}}, Values: ingested},
+								{Labels: []*querybuildertypesv5.Label{{Key: telemetrytypes.TelemetryFieldKey{Name: "series"}, Value: "retained"}}, Values: reduced},
+							},
+						},
+					},
+				},
+			},
+		},
+	}
+}
+
+func (m *module) validateMetricForReduction(ctx context.Context, orgID valuer.UUID, metricName string) error {
+	lastSeen, err := m.metadataStore.FetchLastSeenInfoMulti(ctx, metricName)
+	if err != nil {
+		return err
+	}
+	if lastSeen[metricName] == 0 {
+		return errors.NewNotFoundf(errors.CodeNotFound, "metric not found: %q", metricName)
+	}
+
+	now := time.Now()
+	startTs := uint64(now.Add(-defaultPreviewLookback).UnixMilli())
+	endTs := uint64(now.UnixMilli())
+	_, types, _, err := m.metadataStore.FetchTemporalityAndTypeMulti(ctx, orgID, startTs, endTs, metricName)
+	if err != nil {
+		return err
+	}
+	if types[metricName] == metrictypes.ExpHistogramType {
+		return errors.Newf(errors.TypeInvalidInput, metricreductionruletypes.ErrCodeMetricReductionRuleUnsupportedMetricType,
+			"exponential histogram metrics cannot be reduced in v1")
+	}
+	return nil
+}
+
+func (m *module) relatedAssetImpact(ctx context.Context, orgID valuer.UUID, metricName string, dropped []string) []metricreductionruletypes.AffectedAsset {
+	affected := make([]metricreductionruletypes.AffectedAsset, 0)
+	droppedSet := make(map[string]struct{}, len(dropped))
+	for _, label := range dropped {
+		droppedSet[label] = struct{}{}
+	}
+
+	if dashboards, err := m.dashboard.GetByMetricNames(ctx, orgID, []string{metricName}); err != nil {
+		m.logger.WarnContext(ctx, "failed to fetch related dashboards for reduction preview", slog.String("metric_name", metricName), errors.Attr(err))
+	} else {
+		for _, item := range dashboards[metricName] {
+			usedLabels := append(splitCSV(item["group_by"]), splitCSV(item["filter_by"])...)
+			affected = append(affected, metricreductionruletypes.AffectedAsset{
+				Type:           metricreductionruletypes.AssetTypeDashboard,
+				ID:             item["dashboard_id"],
+				Name:           item["dashboard_name"],
+				Widget:         &metricreductionruletypes.AffectedWidget{ID: item["widget_id"], Name: item["widget_name"]},
+				ImpactedLabels: intersectLabels(usedLabels, droppedSet),
+			})
+		}
+	}
+
+	if alerts, err := m.ruleStore.GetStoredRulesByMetricName(ctx, orgID.String(), metricName); err != nil {
+		m.logger.WarnContext(ctx, "failed to fetch related alerts for reduction preview", slog.String("metric_name", metricName), errors.Attr(err))
+	} else {
+		for _, a := range alerts {
+			affected = append(affected, metricreductionruletypes.AffectedAsset{
+				Type: metricreductionruletypes.AssetTypeAlert,
+				ID:   a.AlertID,
+				Name: a.AlertName,
+			})
+		}
+	}
+
+	return affected
+}
+
+func toGettableReductionRule(rule *metricreductionruletypes.ReductionRule) metricreductionruletypes.GettableReductionRule {
+	return metricreductionruletypes.GettableReductionRule{
+		Identifiable:  rule.Identifiable,
+		TimeAuditable: rule.TimeAuditable,
+		UserAuditable: rule.UserAuditable,
+		MetricName:    rule.MetricName,
+		MatchType:     rule.MatchType,
+		Labels:        rule.Labels,
+		EffectiveFrom: rule.EffectiveFrom,
+		Active:        !rule.EffectiveFrom.After(time.Now()),
+	}
+}
+
+func effectiveRetained(ingested, reduced uint64) uint64 {
+	if reduced == 0 || reduced > ingested {
+		return ingested
+	}
+	return reduced
+}
+
+func withVolume(rule metricreductionruletypes.GettableReductionRule, volume volumeRow) metricreductionruletypes.GettableReductionRule {
+	rule.IngestedSeries = volume.Ingested
+	rule.RetainedSeries = effectiveRetained(volume.Ingested, volume.Reduced)
+	if volume.Ingested > 0 {
+		rule.ReductionPercent = (1 - float64(rule.RetainedSeries)/float64(volume.Ingested)) * 100
+	}
+	return rule
+}
+
+func intersectLabels(keys []string, droppedSet map[string]struct{}) []string {
+	seen := make(map[string]struct{})
+	var out []string
+	for _, key := range keys {
+		if _, ok := droppedSet[key]; !ok {
+			continue
+		}
+		if _, dup := seen[key]; dup {
+			continue
+		}
+		seen[key] = struct{}{}
+		out = append(out, key)
+	}
+	return out
+}
+
+func splitCSV(s string) []string {
+	if s == "" {
+		return nil
+	}
+	return strings.Split(s, ",")
+}
+
+func resolveDroppedKept(matchType metricreductionruletypes.MatchType, ruleLabels, keys []string) (dropped, kept []string) {
+	ruleSet := make(map[string]struct{}, len(ruleLabels))
+	for _, l := range ruleLabels {
+		ruleSet[l] = struct{}{}
+	}
+
+	for _, k := range keys {
+		if metricreductionruletypes.IsProtectedLabel(k) {
+			kept = append(kept, k)
+			continue
+		}
+		_, listed := ruleSet[k]
+		drop := listed
+		if matchType == metricreductionruletypes.MatchTypeKeep {
+			drop = !listed
+		}
+		if drop {
+			dropped = append(dropped, k)
+		} else {
+			kept = append(kept, k)
+		}
+	}
+
+	sort.Strings(dropped)
+	sort.Strings(kept)
+	return dropped, kept
+}
+
+func (m *module) estimateVolume(ctx context.Context, metricName string, matchType metricreductionruletypes.MatchType, labels []string, startMs, endMs int64) (current uint64, reduced uint64, reductionPercent float64, dropped []string, err error) {
+	keys, err := m.ch.AttributeKeys(ctx, metricName, startMs, endMs)
+	if err != nil {
+		return 0, 0, 0, nil, err
+	}
+	dropped, kept := resolveDroppedKept(matchType, labels, keys)
+
+	current, reduced, err = m.ch.EstimateCardinality(ctx, metricName, kept, startMs, endMs)
+	if err != nil {
+		return 0, 0, 0, nil, err
+	}
+	if current > 0 && reduced <= current {
+		reductionPercent = (1 - float64(reduced)/float64(current)) * 100
+	}
+	return current, reduced, reductionPercent, dropped, nil
+}

ee/modules/metricreductionrule/implmetricreductionrule/store.go

@@ -0,0 +1,145 @@
+package implmetricreductionrule
+
+import (
+	"context"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/types/metricreductionruletypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+)
+
+type store struct {
+	sqlstore sqlstore.SQLStore
+}
+
+func NewStore(sqlstore sqlstore.SQLStore) metricreductionruletypes.Store {
+	return &store{sqlstore: sqlstore}
+}
+
+func (s *store) List(ctx context.Context, orgID valuer.UUID, params *metricreductionruletypes.ListReductionRulesParams) ([]*metricreductionruletypes.ReductionRule, int, error) {
+	column := "metric_name"
+	if params.OrderBy == metricreductionruletypes.OrderByLastUpdated {
+		column = "updated_at"
+	}
+	direction := "ASC"
+	if params.Order == metricreductionruletypes.OrderDesc {
+		direction = "DESC"
+	}
+
+	rules := make([]*metricreductionruletypes.ReductionRule, 0)
+	query := s.sqlstore.
+		BunDBCtx(ctx).
+		NewSelect().
+		Model(&rules).
+		Where("org_id = ?", orgID).
+		Order(column + " " + direction)
+	if params.Search != "" {
+		query = query.Where("metric_name LIKE ?", "%"+params.Search+"%")
+	}
+	if params.MetricName != "" {
+		query = query.Where("metric_name = ?", params.MetricName)
+	}
+	if params.Limit > 0 {
+		query = query.Limit(params.Limit).Offset(params.Offset)
+	}
+
+	total, err := query.ScanAndCount(ctx)
+	if err != nil {
+		return nil, 0, err
+	}
+	return rules, total, nil
+}
+
+func (s *store) Get(ctx context.Context, orgID valuer.UUID, metricName string) (*metricreductionruletypes.ReductionRule, error) {
+	rule := new(metricreductionruletypes.ReductionRule)
+	err := s.sqlstore.
+		BunDBCtx(ctx).
+		NewSelect().
+		Model(rule).
+		Where("org_id = ?", orgID).
+		Where("metric_name = ?", metricName).
+		Scan(ctx)
+	if err != nil {
+		return nil, s.sqlstore.WrapNotFoundErrf(err, metricreductionruletypes.ErrCodeMetricReductionRuleNotFound, "no reduction rule found for metric %q", metricName)
+	}
+	return rule, nil
+}
+
+func (s *store) GetByID(ctx context.Context, orgID valuer.UUID, id valuer.UUID) (*metricreductionruletypes.ReductionRule, error) {
+	rule := new(metricreductionruletypes.ReductionRule)
+	err := s.sqlstore.
+		BunDBCtx(ctx).
+		NewSelect().
+		Model(rule).
+		Where("org_id = ?", orgID).
+		Where("id = ?", id).
+		Scan(ctx)
+	if err != nil {
+		return nil, s.sqlstore.WrapNotFoundErrf(err, metricreductionruletypes.ErrCodeMetricReductionRuleNotFound, "no reduction rule found with id %q", id.String())
+	}
+	return rule, nil
+}
+
+func (s *store) Create(ctx context.Context, rule *metricreductionruletypes.ReductionRule) error {
+	res, err := s.sqlstore.
+		BunDBCtx(ctx).
+		NewInsert().
+		Model(rule).
+		On("CONFLICT (org_id, metric_name) DO NOTHING").
+		Exec(ctx)
+	if err != nil {
+		return err
+	}
+
+	rowsAffected, err := res.RowsAffected()
+	if err != nil {
+		return err
+	}
+	if rowsAffected == 0 {
+		return errors.Newf(errors.TypeAlreadyExists, metricreductionruletypes.ErrCodeMetricReductionRuleAlreadyExists,
+			"a reduction rule for metric %q already exists", rule.MetricName)
+	}
+	return nil
+}
+
+func (s *store) Upsert(ctx context.Context, rule *metricreductionruletypes.ReductionRule) error {
+	_, err := s.sqlstore.
+		BunDBCtx(ctx).
+		NewInsert().
+		Model(rule).
+		On("CONFLICT (org_id, metric_name) DO UPDATE").
+		Set("match_type = EXCLUDED.match_type").
+		Set("labels = EXCLUDED.labels").
+		Set("effective_from = EXCLUDED.effective_from").
+		Set("updated_at = EXCLUDED.updated_at").
+		Set("updated_by = EXCLUDED.updated_by").
+		Exec(ctx)
+	return err
+}
+
+func (s *store) DeleteByID(ctx context.Context, orgID valuer.UUID, id valuer.UUID) error {
+	res, err := s.sqlstore.
+		BunDBCtx(ctx).
+		NewDelete().
+		Model((*metricreductionruletypes.ReductionRule)(nil)).
+		Where("org_id = ?", orgID).
+		Where("id = ?", id).
+		Exec(ctx)
+	if err != nil {
+		return err
+	}
+
+	rowsAffected, err := res.RowsAffected()
+	if err != nil {
+		return err
+	}
+	if rowsAffected == 0 {
+		return errors.Newf(errors.TypeNotFound, metricreductionruletypes.ErrCodeMetricReductionRuleNotFound, "no reduction rule found with id %q", id.String())
+	}
+	return nil
+}
+
+func (s *store) RunInTx(ctx context.Context, cb func(ctx context.Context) error) error {
+	return s.sqlstore.RunInTxCtx(ctx, nil, cb)
+}

ee/query-service/app/api/featureFlags.go

@@ -107,6 +107,15 @@ func (ah *APIHandler) getFeatureFlags(w http.ResponseWriter, r *http.Request) {
 		Route:      "",
 	})
 
+	metricsReduction := ah.Signoz.Flagger.BooleanOrEmpty(ctx, flagger.FeatureEnableMetricsReduction, evalCtx)
+	featureSet = append(featureSet, &licensetypes.Feature{
+		Name:       valuer.NewString(flagger.FeatureEnableMetricsReduction.String()),
+		Active:     metricsReduction,
+		Usage:      0,
+		UsageLimit: -1,
+		Route:      "",
+	})
+
 	if constants.IsDotMetricsEnabled {
 		for idx, feature := range featureSet {
 			if feature.Name == licensetypes.DotMetricsEnabled {

ee/sqlstore/postgressqlstore/formatter.go

@@ -152,3 +152,7 @@ func (f *formatter) LowerExpression(expression string) []byte {
 	sql = append(sql, ')')
 	return sql
 }
+
+func (f *formatter) EscapeLikePattern(value string) string {
+	return strings.NewReplacer(`\`, `\\`, `%`, `\%`, `_`, `\_`).Replace(value)
+}

frontend/scripts/extract-md-languages.sh

@@ -1,13 +0,0 @@
-#!/usr/bin/env bash
-# Extracts unique fenced code block language identifiers from all .md files under frontend/src/
-# Usage: bash frontend/scripts/extract-md-languages.sh
-
-set -euo pipefail
-
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-SRC_DIR="$SCRIPT_DIR/../src"
-
-grep -roh '```[a-zA-Z0-9_+-]*' "$SRC_DIR" --include='*.md' \
-  | sed 's/^```//' \
-  | grep -v '^$' \
-  | sort -u

frontend/scripts/validate-md-languages.sh

@@ -1,41 +0,0 @@
-#!/usr/bin/env bash
-# Validates that all fenced code block languages used in .md files are registered
-# in the syntax highlighter.
-# Usage: bash frontend/scripts/validate-md-languages.sh
-
-set -euo pipefail
-
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-SYNTAX_HIGHLIGHTER="$SCRIPT_DIR/../src/components/MarkdownRenderer/syntaxHighlighter.ts"
-
-# Get all languages used in .md files
-md_languages=$("$SCRIPT_DIR/extract-md-languages.sh")
-
-# Get all registered languages from syntaxHighlighter.ts
-registered_languages=$(grep -oP "registerLanguage\('\K[^']+" "$SYNTAX_HIGHLIGHTER" | sort -u)
-
-missing_languages=()
-
-for lang in $md_languages; do
-  # Skip ai-* block markers — these are custom AI block types rendered by
-  # RichCodeBlock as React components (e.g. ActionBlock, LineChartBlock),
-  # not real syntax languages, so they don't need highlighter registration.
-  if [[ "$lang" == ai-* ]]; then
-    continue
-  fi
-  if ! echo "$registered_languages" | grep -qx "$lang"; then
-    missing_languages+=("$lang")
-  fi
-done
-
-if [ ${#missing_languages[@]} -gt 0 ]; then
-  echo "Error: The following languages are used in .md files but not registered in syntaxHighlighter.ts:"
-  for lang in "${missing_languages[@]}"; do
-    echo "  - $lang"
-  done
-  echo ""
-  echo "Please add them to: frontend/src/components/MarkdownRenderer/syntaxHighlighter.ts"
-  exit 1
-fi
-
-echo "All markdown code block languages are registered in syntaxHighlighter.ts"

frontend/src/AppRoutes/Private.tsx

@@ -3,12 +3,12 @@ import { matchPath, Redirect, useLocation } from 'react-router-dom';
 import getLocalStorageApi from 'api/browser/localstorage/get';
 import setLocalStorageApi from 'api/browser/localstorage/set';
 import { useListUsers } from 'api/generated/services/users';
-import { FeatureKeys } from 'constants/features';
 import { LOCALSTORAGE } from 'constants/localStorage';
 import { ORG_PREFERENCES } from 'constants/orgPreferences';
 import ROUTES from 'constants/routes';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
+import { useIsAIObservabilityEnabled } from 'hooks/useIsAIObservabilityEnabled';
 import { isEmpty } from 'lodash-es';
 import { useAppContext } from 'providers/App/App';
 import { LicensePlatform, LicenseState } from 'types/api/licensesV3/getActive';
@@ -37,11 +37,11 @@ function PrivateRoute({ children }: PrivateRouteProps): JSX.Element {
 		activeLicense,
 		isFetchingActiveLicense,
 		trialInfo,
-		featureFlags,
 	} = useAppContext();
 
 	const isAdmin = user.role === USER_ROLES.ADMIN;
 	const isAIAssistantEnabled = useIsAIAssistantEnabled();
+	const isAIObservabilityEnabled = useIsAIObservabilityEnabled();
 
 	const mapRoutes = useMemo(
 		() =>
@@ -133,6 +133,14 @@ function PrivateRoute({ children }: PrivateRouteProps): JSX.Element {
 		return <Redirect to={ROUTES.HOME} />;
 	}
 
+	if (
+		(pathname.startsWith(`${ROUTES.LLM_OBSERVABILITY_BASE}/`) ||
+			pathname === ROUTES.LLM_OBSERVABILITY_BASE) &&
+		!isAIObservabilityEnabled
+	) {
+		return <Redirect to={ROUTES.HOME} />;
+	}
+
 	// Check for workspace access restriction (cloud only)
 	const isCloudPlatform = activeLicense?.platform === LicensePlatform.CLOUD;
 
@@ -212,14 +220,6 @@ function PrivateRoute({ children }: PrivateRouteProps): JSX.Element {
 		}
 	}
 
-	// Check for GET_STARTED → GET_STARTED_WITH_CLOUD redirect (feature flag)
-	if (
-		currentRoute?.path === ROUTES.GET_STARTED &&
-		featureFlags?.find((e) => e.name === FeatureKeys.ONBOARDING_V3)?.active
-	) {
-		return <Redirect to={ROUTES.GET_STARTED_WITH_CLOUD} />;
-	}
-
 	// Main routing logic
 	if (currentRoute) {
 		const { isPrivate, key } = currentRoute;

frontend/src/AppRoutes/__tests__/Private.test.tsx

@@ -2,7 +2,6 @@ import { ReactElement } from 'react';
 import { QueryClient, QueryClientProvider } from 'react-query';
 import { MemoryRouter, Route, Switch, useLocation } from 'react-router-dom';
 import { act, render, screen, waitFor } from '@testing-library/react';
-import { FeatureKeys } from 'constants/features';
 import { LOCALSTORAGE } from 'constants/localStorage';
 import { ORG_PREFERENCES } from 'constants/orgPreferences';
 import ROUTES from 'constants/routes';
@@ -1263,80 +1262,6 @@ describe('PrivateRoute', () => {
 		});
 	});
 
-	describe('Get Started Route Redirect', () => {
-		it('should redirect to GET_STARTED_WITH_CLOUD when on GET_STARTED and ONBOARDING_V3 feature flag is active', async () => {
-			renderPrivateRoute({
-				initialRoute: ROUTES.GET_STARTED,
-				appContext: {
-					isLoggedIn: true,
-					featureFlags: [
-						{
-							name: FeatureKeys.ONBOARDING_V3,
-							active: true,
-							usage: 0,
-							usage_limit: -1,
-							route: '',
-						},
-					],
-				},
-			});
-
-			await assertRedirectsTo(ROUTES.GET_STARTED_WITH_CLOUD);
-		});
-
-		it('should not redirect when on GET_STARTED and ONBOARDING_V3 feature flag is inactive', () => {
-			renderPrivateRoute({
-				initialRoute: ROUTES.GET_STARTED,
-				appContext: {
-					isLoggedIn: true,
-					featureFlags: [
-						{
-							name: FeatureKeys.ONBOARDING_V3,
-							active: false,
-							usage: 0,
-							usage_limit: -1,
-							route: '',
-						},
-					],
-				},
-			});
-
-			assertStaysOnRoute(ROUTES.GET_STARTED);
-		});
-
-		it('should not redirect when on GET_STARTED and ONBOARDING_V3 feature flag is not present', () => {
-			renderPrivateRoute({
-				initialRoute: ROUTES.GET_STARTED,
-				appContext: {
-					isLoggedIn: true,
-					featureFlags: [],
-				},
-			});
-
-			assertStaysOnRoute(ROUTES.GET_STARTED);
-		});
-
-		it('should not redirect when on different route even if ONBOARDING_V3 is active', () => {
-			renderPrivateRoute({
-				initialRoute: ROUTES.HOME,
-				appContext: {
-					isLoggedIn: true,
-					featureFlags: [
-						{
-							name: FeatureKeys.ONBOARDING_V3,
-							active: true,
-							usage: 0,
-							usage_limit: -1,
-							route: '',
-						},
-					],
-				},
-			});
-
-			assertStaysOnRoute(ROUTES.HOME);
-		});
-	});
-
 	describe('Loading States', () => {
 		it('should not redirect while license is still being fetched', () => {
 			renderPrivateRoute({
@@ -1496,16 +1421,16 @@ describe('PrivateRoute', () => {
 			await assertRedirectsTo(ROUTES.UN_AUTHORIZED);
 		});
 
-		it('should allow EDITOR to access /get-started route', () => {
+		it('should allow EDITOR to access /get-started-with-signoz-cloud route', () => {
 			renderPrivateRoute({
-				initialRoute: ROUTES.GET_STARTED,
+				initialRoute: ROUTES.GET_STARTED_WITH_CLOUD,
 				appContext: {
 					isLoggedIn: true,
 					user: createMockUser({ role: USER_ROLES.EDITOR as ROLES }),
 				},
 			});
 
-			assertStaysOnRoute(ROUTES.GET_STARTED);
+			assertStaysOnRoute(ROUTES.GET_STARTED_WITH_CLOUD);
 		});
 	});
 

frontend/src/AppRoutes/pageComponents.ts

@@ -57,13 +57,6 @@ export const TraceFilter = Loadable(
 	() => import(/* webpackChunkName: "Trace Filter Page" */ 'pages/Trace'),
 );
 
-export const TraceDetail = Loadable(
-	() =>
-		import(
-			/* webpackChunkName: "TraceDetail Page" */ 'pages/TraceDetailV2/index'
-		),
-);
-
 export const TraceDetailOldRedirect = Loadable(
 	() =>
 		import(
@@ -90,14 +83,6 @@ export const SettingsPage = Loadable(
 	() => import(/* webpackChunkName: "SettingsPage" */ 'pages/Settings'),
 );
 
-export const GettingStarted = Loadable(
-	() => import(/* webpackChunkName: "GettingStarted" */ 'pages/GettingStarted'),
-);
-
-export const Onboarding = Loadable(
-	() => import(/* webpackChunkName: "Onboarding" */ 'pages/OnboardingPage'),
-);
-
 export const OrgOnboarding = Loadable(
 	() => import(/* webpackChunkName: "OrgOnboarding" */ 'pages/OrgOnboarding'),
 );
@@ -337,3 +322,17 @@ export const AIAssistantPage = Loadable(
 			/* webpackChunkName: "AI Assistant Page" */ 'pages/AIAssistantPage/AIAssistantPage'
 		),
 );
+
+export const LLMObservabilityPage = Loadable(
+	() =>
+		import(
+			/* webpackChunkName: "LLM Observability Page" */ 'pages/LLMObservability'
+		),
+);
+
+export const LLMObservabilityModelPricingPage = Loadable(
+	() =>
+		import(
+			/* webpackChunkName: "LLM Observability Model Pricing Page" */ 'pages/LLMObservabilityModelPricing'
+		),
+);

frontend/src/AppRoutes/routes.ts

@@ -23,6 +23,8 @@ import {
 	IntegrationsDetailsPage,
 	LicensePage,
 	ListAllALertsPage,
+	LLMObservabilityPage,
+	LLMObservabilityModelPricingPage,
 	LiveLogs,
 	Login,
 	Logs,
@@ -33,7 +35,6 @@ import {
 	MeterExplorerPage,
 	MetricsExplorer,
 	OldLogsExplorer,
-	Onboarding,
 	OnboardingV2,
 	OrgOnboarding,
 	PasswordReset,
@@ -70,13 +71,6 @@ const routes: AppRoutes[] = [
 		isPrivate: false,
 		key: 'SIGN_UP',
 	},
-	{
-		path: ROUTES.GET_STARTED,
-		exact: false,
-		component: Onboarding,
-		isPrivate: true,
-		key: 'GET_STARTED',
-	},
 	{
 		path: ROUTES.GET_STARTED_WITH_CLOUD,
 		exact: false,
@@ -477,6 +471,13 @@ const routes: AppRoutes[] = [
 		key: 'METRICS_EXPLORER_VIEWS',
 		isPrivate: true,
 	},
+	{
+		path: ROUTES.METRICS_EXPLORER_VOLUME_CONTROL,
+		exact: true,
+		component: MetricsExplorer,
+		key: 'METRICS_EXPLORER_VOLUME_CONTROL',
+		isPrivate: true,
+	},
 
 	{
 		path: ROUTES.METER,
@@ -513,6 +514,20 @@ const routes: AppRoutes[] = [
 		key: 'AI_ASSISTANT',
 		isPrivate: true,
 	},
+	{
+		path: ROUTES.LLM_OBSERVABILITY_BASE,
+		exact: true,
+		component: LLMObservabilityPage,
+		key: 'LLM_OBSERVABILITY_BASE',
+		isPrivate: true,
+	},
+	{
+		path: ROUTES.LLM_OBSERVABILITY_MODEL_PRICING,
+		exact: true,
+		component: LLMObservabilityModelPricingPage,
+		key: 'LLM_OBSERVABILITY_MODEL_PRICING',
+		isPrivate: true,
+	},
 ];
 
 export const SUPPORT_ROUTE: AppRoutes = {

frontend/src/api/generated/services/metrics/index.ts

@@ -18,32 +18,776 @@ import type {
 } from 'react-query';
 
 import type {
+	CreateMetricReductionRule201,
+	DeleteMetricReductionRuleByIDPathParameters,
 	GetMetricAlerts200,
 	GetMetricAlertsParams,
 	GetMetricAttributes200,
 	GetMetricAttributesParams,
 	GetMetricDashboards200,
 	GetMetricDashboardsParams,
+	GetMetricDashboardsV2200,
+	GetMetricDashboardsV2Params,
 	GetMetricHighlights200,
 	GetMetricHighlightsParams,
 	GetMetricMetadata200,
 	GetMetricMetadataParams,
+	GetMetricReductionRuleByID200,
+	GetMetricReductionRuleByIDPathParameters,
+	GetMetricReductionRuleStats200,
+	GetMetricReductionRuleTimeseries200,
 	GetMetricsOnboardingStatus200,
 	GetMetricsStats200,
 	GetMetricsTreemap200,
 	InspectMetrics200,
+	ListMetricReductionRules200,
+	ListMetricReductionRulesParams,
 	ListMetrics200,
 	ListMetricsParams,
+	MetricreductionruletypesPostableReductionRuleDTO,
+	MetricreductionruletypesPostableReductionRulePreviewDTO,
+	MetricreductionruletypesUpdatableReductionRuleDTO,
 	MetricsexplorertypesInspectMetricsRequestDTO,
 	MetricsexplorertypesStatsRequestDTO,
 	MetricsexplorertypesTreemapRequestDTO,
 	MetricsexplorertypesUpdateMetricMetadataRequestDTO,
+	PreviewMetricReductionRule200,
 	RenderErrorResponseDTO,
+	UpdateMetricReductionRuleByID200,
+	UpdateMetricReductionRuleByIDPathParameters,
 } from '../sigNoz.schemas';
 
 import { GeneratedAPIInstance } from '../../../generatedAPIInstance';
 import type { ErrorType, BodyType } from '../../../generatedAPIInstance';
 
+/**
+ * Returns active metric volume-control (label reduction) rules.
+ * @summary List metric reduction rules
+ */
+export const listMetricReductionRules = (
+	params?: ListMetricReductionRulesParams,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<ListMetricReductionRules200>({
+		url: `/api/v2/metric_reduction_rules`,
+		method: 'GET',
+		params,
+		signal,
+	});
+};
+
+export const getListMetricReductionRulesQueryKey = (
+	params?: ListMetricReductionRulesParams,
+) => {
+	return [
+		`/api/v2/metric_reduction_rules`,
+		...(params ? [params] : []),
+	] as const;
+};
+
+export const getListMetricReductionRulesQueryOptions = <
+	TData = Awaited<ReturnType<typeof listMetricReductionRules>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	params?: ListMetricReductionRulesParams,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof listMetricReductionRules>>,
+			TError,
+			TData
+		>;
+	},
+) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getListMetricReductionRulesQueryKey(params);
+
+	const queryFn: QueryFunction<
+		Awaited<ReturnType<typeof listMetricReductionRules>>
+	> = ({ signal }) => listMetricReductionRules(params, signal);
+
+	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
+		Awaited<ReturnType<typeof listMetricReductionRules>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type ListMetricReductionRulesQueryResult = NonNullable<
+	Awaited<ReturnType<typeof listMetricReductionRules>>
+>;
+export type ListMetricReductionRulesQueryError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary List metric reduction rules
+ */
+
+export function useListMetricReductionRules<
+	TData = Awaited<ReturnType<typeof listMetricReductionRules>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	params?: ListMetricReductionRulesParams,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof listMetricReductionRules>>,
+			TError,
+			TData
+		>;
+	},
+): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getListMetricReductionRulesQueryOptions(params, options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary List metric reduction rules
+ */
+export const invalidateListMetricReductionRules = async (
+	queryClient: QueryClient,
+	params?: ListMetricReductionRulesParams,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getListMetricReductionRulesQueryKey(params) },
+		options,
+	);
+
+	return queryClient;
+};
+
+/**
+ * Creates a volume-control rule for a metric and returns it with its id; fails if the metric already has a rule.
+ * @summary Create a metric reduction rule
+ */
+export const createMetricReductionRule = (
+	metricreductionruletypesPostableReductionRuleDTO?: BodyType<MetricreductionruletypesPostableReductionRuleDTO>,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<CreateMetricReductionRule201>({
+		url: `/api/v2/metric_reduction_rules`,
+		method: 'POST',
+		headers: { 'Content-Type': 'application/json' },
+		data: metricreductionruletypesPostableReductionRuleDTO,
+		signal,
+	});
+};
+
+export const getCreateMetricReductionRuleMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof createMetricReductionRule>>,
+		TError,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRuleDTO> },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof createMetricReductionRule>>,
+	TError,
+	{ data?: BodyType<MetricreductionruletypesPostableReductionRuleDTO> },
+	TContext
+> => {
+	const mutationKey = ['createMetricReductionRule'];
+	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 createMetricReductionRule>>,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRuleDTO> }
+	> = (props) => {
+		const { data } = props ?? {};
+
+		return createMetricReductionRule(data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type CreateMetricReductionRuleMutationResult = NonNullable<
+	Awaited<ReturnType<typeof createMetricReductionRule>>
+>;
+export type CreateMetricReductionRuleMutationBody =
+	| BodyType<MetricreductionruletypesPostableReductionRuleDTO>
+	| undefined;
+export type CreateMetricReductionRuleMutationError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Create a metric reduction rule
+ */
+export const useCreateMetricReductionRule = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof createMetricReductionRule>>,
+		TError,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRuleDTO> },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof createMetricReductionRule>>,
+	TError,
+	{ data?: BodyType<MetricreductionruletypesPostableReductionRuleDTO> },
+	TContext
+> => {
+	return useMutation(getCreateMetricReductionRuleMutationOptions(options));
+};
+/**
+ * Deletes a volume-control rule by its id.
+ * @summary Delete a metric reduction rule by id
+ */
+export const deleteMetricReductionRuleByID = (
+	{ id }: DeleteMetricReductionRuleByIDPathParameters,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<void>({
+		url: `/api/v2/metric_reduction_rules/${id}`,
+		method: 'DELETE',
+		signal,
+	});
+};
+
+export const getDeleteMetricReductionRuleByIDMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof deleteMetricReductionRuleByID>>,
+		TError,
+		{ pathParams: DeleteMetricReductionRuleByIDPathParameters },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof deleteMetricReductionRuleByID>>,
+	TError,
+	{ pathParams: DeleteMetricReductionRuleByIDPathParameters },
+	TContext
+> => {
+	const mutationKey = ['deleteMetricReductionRuleByID'];
+	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 deleteMetricReductionRuleByID>>,
+		{ pathParams: DeleteMetricReductionRuleByIDPathParameters }
+	> = (props) => {
+		const { pathParams } = props ?? {};
+
+		return deleteMetricReductionRuleByID(pathParams);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type DeleteMetricReductionRuleByIDMutationResult = NonNullable<
+	Awaited<ReturnType<typeof deleteMetricReductionRuleByID>>
+>;
+
+export type DeleteMetricReductionRuleByIDMutationError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Delete a metric reduction rule by id
+ */
+export const useDeleteMetricReductionRuleByID = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof deleteMetricReductionRuleByID>>,
+		TError,
+		{ pathParams: DeleteMetricReductionRuleByIDPathParameters },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof deleteMetricReductionRuleByID>>,
+	TError,
+	{ pathParams: DeleteMetricReductionRuleByIDPathParameters },
+	TContext
+> => {
+	return useMutation(getDeleteMetricReductionRuleByIDMutationOptions(options));
+};
+/**
+ * Returns a single volume-control rule by its id.
+ * @summary Get a metric reduction rule by id
+ */
+export const getMetricReductionRuleByID = (
+	{ id }: GetMetricReductionRuleByIDPathParameters,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<GetMetricReductionRuleByID200>({
+		url: `/api/v2/metric_reduction_rules/${id}`,
+		method: 'GET',
+		signal,
+	});
+};
+
+export const getGetMetricReductionRuleByIDQueryKey = ({
+	id,
+}: GetMetricReductionRuleByIDPathParameters) => {
+	return [`/api/v2/metric_reduction_rules/${id}`] as const;
+};
+
+export const getGetMetricReductionRuleByIDQueryOptions = <
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleByID>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	{ id }: GetMetricReductionRuleByIDPathParameters,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getMetricReductionRuleByID>>,
+			TError,
+			TData
+		>;
+	},
+) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getGetMetricReductionRuleByIDQueryKey({ id });
+
+	const queryFn: QueryFunction<
+		Awaited<ReturnType<typeof getMetricReductionRuleByID>>
+	> = ({ signal }) => getMetricReductionRuleByID({ id }, signal);
+
+	return {
+		queryKey,
+		queryFn,
+		enabled: !!id,
+		...queryOptions,
+	} as UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleByID>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type GetMetricReductionRuleByIDQueryResult = NonNullable<
+	Awaited<ReturnType<typeof getMetricReductionRuleByID>>
+>;
+export type GetMetricReductionRuleByIDQueryError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Get a metric reduction rule by id
+ */
+
+export function useGetMetricReductionRuleByID<
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleByID>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	{ id }: GetMetricReductionRuleByIDPathParameters,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getMetricReductionRuleByID>>,
+			TError,
+			TData
+		>;
+	},
+): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getGetMetricReductionRuleByIDQueryOptions(
+		{ id },
+		options,
+	);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary Get a metric reduction rule by id
+ */
+export const invalidateGetMetricReductionRuleByID = async (
+	queryClient: QueryClient,
+	{ id }: GetMetricReductionRuleByIDPathParameters,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getGetMetricReductionRuleByIDQueryKey({ id }) },
+		options,
+	);
+
+	return queryClient;
+};
+
+/**
+ * Updates the match type and labels of a volume-control rule by its id; the metric name is immutable.
+ * @summary Update a metric reduction rule by id
+ */
+export const updateMetricReductionRuleByID = (
+	{ id }: UpdateMetricReductionRuleByIDPathParameters,
+	metricreductionruletypesUpdatableReductionRuleDTO?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<UpdateMetricReductionRuleByID200>({
+		url: `/api/v2/metric_reduction_rules/${id}`,
+		method: 'PUT',
+		headers: { 'Content-Type': 'application/json' },
+		data: metricreductionruletypesUpdatableReductionRuleDTO,
+		signal,
+	});
+};
+
+export const getUpdateMetricReductionRuleByIDMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateMetricReductionRuleByID>>,
+		TError,
+		{
+			pathParams: UpdateMetricReductionRuleByIDPathParameters;
+			data?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>;
+		},
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof updateMetricReductionRuleByID>>,
+	TError,
+	{
+		pathParams: UpdateMetricReductionRuleByIDPathParameters;
+		data?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>;
+	},
+	TContext
+> => {
+	const mutationKey = ['updateMetricReductionRuleByID'];
+	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 updateMetricReductionRuleByID>>,
+		{
+			pathParams: UpdateMetricReductionRuleByIDPathParameters;
+			data?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>;
+		}
+	> = (props) => {
+		const { pathParams, data } = props ?? {};
+
+		return updateMetricReductionRuleByID(pathParams, data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type UpdateMetricReductionRuleByIDMutationResult = NonNullable<
+	Awaited<ReturnType<typeof updateMetricReductionRuleByID>>
+>;
+export type UpdateMetricReductionRuleByIDMutationBody =
+	| BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>
+	| undefined;
+export type UpdateMetricReductionRuleByIDMutationError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Update a metric reduction rule by id
+ */
+export const useUpdateMetricReductionRuleByID = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateMetricReductionRuleByID>>,
+		TError,
+		{
+			pathParams: UpdateMetricReductionRuleByIDPathParameters;
+			data?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>;
+		},
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof updateMetricReductionRuleByID>>,
+	TError,
+	{
+		pathParams: UpdateMetricReductionRuleByIDPathParameters;
+		data?: BodyType<MetricreductionruletypesUpdatableReductionRuleDTO>;
+	},
+	TContext
+> => {
+	return useMutation(getUpdateMetricReductionRuleByIDMutationOptions(options));
+};
+/**
+ * Estimates the series reduction and related-asset impact of a candidate volume-control rule without persisting it.
+ * @summary Preview a metric reduction rule
+ */
+export const previewMetricReductionRule = (
+	metricreductionruletypesPostableReductionRulePreviewDTO?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO>,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<PreviewMetricReductionRule200>({
+		url: `/api/v2/metric_reduction_rules/preview`,
+		method: 'POST',
+		headers: { 'Content-Type': 'application/json' },
+		data: metricreductionruletypesPostableReductionRulePreviewDTO,
+		signal,
+	});
+};
+
+export const getPreviewMetricReductionRuleMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof previewMetricReductionRule>>,
+		TError,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO> },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof previewMetricReductionRule>>,
+	TError,
+	{ data?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO> },
+	TContext
+> => {
+	const mutationKey = ['previewMetricReductionRule'];
+	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 previewMetricReductionRule>>,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO> }
+	> = (props) => {
+		const { data } = props ?? {};
+
+		return previewMetricReductionRule(data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type PreviewMetricReductionRuleMutationResult = NonNullable<
+	Awaited<ReturnType<typeof previewMetricReductionRule>>
+>;
+export type PreviewMetricReductionRuleMutationBody =
+	| BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO>
+	| undefined;
+export type PreviewMetricReductionRuleMutationError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Preview a metric reduction rule
+ */
+export const usePreviewMetricReductionRule = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof previewMetricReductionRule>>,
+		TError,
+		{ data?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO> },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof previewMetricReductionRule>>,
+	TError,
+	{ data?: BodyType<MetricreductionruletypesPostableReductionRulePreviewDTO> },
+	TContext
+> => {
+	return useMutation(getPreviewMetricReductionRuleMutationOptions(options));
+};
+/**
+ * Returns total ingested vs retained series and the estimated monthly savings across all volume-control rules.
+ * @summary Metric reduction stats
+ */
+export const getMetricReductionRuleStats = (signal?: AbortSignal) => {
+	return GeneratedAPIInstance<GetMetricReductionRuleStats200>({
+		url: `/api/v2/metric_reduction_rules/stats`,
+		method: 'GET',
+		signal,
+	});
+};
+
+export const getGetMetricReductionRuleStatsQueryKey = () => {
+	return [`/api/v2/metric_reduction_rules/stats`] as const;
+};
+
+export const getGetMetricReductionRuleStatsQueryOptions = <
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleStats>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleStats>>,
+		TError,
+		TData
+	>;
+}) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getGetMetricReductionRuleStatsQueryKey();
+
+	const queryFn: QueryFunction<
+		Awaited<ReturnType<typeof getMetricReductionRuleStats>>
+	> = ({ signal }) => getMetricReductionRuleStats(signal);
+
+	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleStats>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type GetMetricReductionRuleStatsQueryResult = NonNullable<
+	Awaited<ReturnType<typeof getMetricReductionRuleStats>>
+>;
+export type GetMetricReductionRuleStatsQueryError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Metric reduction stats
+ */
+
+export function useGetMetricReductionRuleStats<
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleStats>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleStats>>,
+		TError,
+		TData
+	>;
+}): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getGetMetricReductionRuleStatsQueryOptions(options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary Metric reduction stats
+ */
+export const invalidateGetMetricReductionRuleStats = async (
+	queryClient: QueryClient,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getGetMetricReductionRuleStatsQueryKey() },
+		options,
+	);
+
+	return queryClient;
+};
+
+/**
+ * Returns ingested vs retained series over time across all volume-control rules (hourly buckets), in the query-range time-series response shape.
+ * @summary Metric reduction volume over time
+ */
+export const getMetricReductionRuleTimeseries = (signal?: AbortSignal) => {
+	return GeneratedAPIInstance<GetMetricReductionRuleTimeseries200>({
+		url: `/api/v2/metric_reduction_rules/timeseries`,
+		method: 'GET',
+		signal,
+	});
+};
+
+export const getGetMetricReductionRuleTimeseriesQueryKey = () => {
+	return [`/api/v2/metric_reduction_rules/timeseries`] as const;
+};
+
+export const getGetMetricReductionRuleTimeseriesQueryOptions = <
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>,
+		TError,
+		TData
+	>;
+}) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getGetMetricReductionRuleTimeseriesQueryKey();
+
+	const queryFn: QueryFunction<
+		Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>
+	> = ({ signal }) => getMetricReductionRuleTimeseries(signal);
+
+	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type GetMetricReductionRuleTimeseriesQueryResult = NonNullable<
+	Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>
+>;
+export type GetMetricReductionRuleTimeseriesQueryError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Metric reduction volume over time
+ */
+
+export function useGetMetricReductionRuleTimeseries<
+	TData = Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricReductionRuleTimeseries>>,
+		TError,
+		TData
+	>;
+}): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getGetMetricReductionRuleTimeseriesQueryOptions(options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary Metric reduction volume over time
+ */
+export const invalidateGetMetricReductionRuleTimeseries = async (
+	queryClient: QueryClient,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getGetMetricReductionRuleTimeseriesQueryKey() },
+		options,
+	);
+
+	return queryClient;
+};
+
 /**
  * This endpoint returns a list of distinct metric names within the specified time range
  * @summary List metric names
@@ -1045,3 +1789,100 @@ export const useGetMetricsTreemap = <
 > => {
 	return useMutation(getGetMetricsTreemapMutationOptions(options));
 };
+/**
+ * This endpoint returns associated v2 dashboards for a specified metric
+ * @summary Get metric dashboards (v2)
+ */
+export const getMetricDashboardsV2 = (
+	params: GetMetricDashboardsV2Params,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<GetMetricDashboardsV2200>({
+		url: `/api/v3/metrics/dashboards`,
+		method: 'GET',
+		params,
+		signal,
+	});
+};
+
+export const getGetMetricDashboardsV2QueryKey = (
+	params?: GetMetricDashboardsV2Params,
+) => {
+	return [`/api/v3/metrics/dashboards`, ...(params ? [params] : [])] as const;
+};
+
+export const getGetMetricDashboardsV2QueryOptions = <
+	TData = Awaited<ReturnType<typeof getMetricDashboardsV2>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	params: GetMetricDashboardsV2Params,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getMetricDashboardsV2>>,
+			TError,
+			TData
+		>;
+	},
+) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getGetMetricDashboardsV2QueryKey(params);
+
+	const queryFn: QueryFunction<
+		Awaited<ReturnType<typeof getMetricDashboardsV2>>
+	> = ({ signal }) => getMetricDashboardsV2(params, signal);
+
+	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
+		Awaited<ReturnType<typeof getMetricDashboardsV2>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type GetMetricDashboardsV2QueryResult = NonNullable<
+	Awaited<ReturnType<typeof getMetricDashboardsV2>>
+>;
+export type GetMetricDashboardsV2QueryError = ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Get metric dashboards (v2)
+ */
+
+export function useGetMetricDashboardsV2<
+	TData = Awaited<ReturnType<typeof getMetricDashboardsV2>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	params: GetMetricDashboardsV2Params,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getMetricDashboardsV2>>,
+			TError,
+			TData
+		>;
+	},
+): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getGetMetricDashboardsV2QueryOptions(params, options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary Get metric dashboards (v2)
+ */
+export const invalidateGetMetricDashboardsV2 = async (
+	queryClient: QueryClient,
+	params: GetMetricDashboardsV2Params,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getGetMetricDashboardsV2QueryKey(params) },
+		options,
+	);
+
+	return queryClient;
+};

frontend/src/api/generated/services/sigNoz.schemas.ts

@@ -2178,15 +2178,15 @@ export interface ErrorsResponseerroradditionalDTO {
 	/**
 	 * @type string
 	 */
-	message?: string;
+	message: string;
 	/**
 	 * @type array
 	 */
-	suggestions?: string[];
+	suggestions: string[];
 }
 
 export interface ErrorsResponseretryjsonDTO {
-	delay?: TimeDurationDTO;
+	delay: TimeDurationDTO;
 }
 
 export interface ErrorsJSONDTO {
@@ -2197,7 +2197,7 @@ export interface ErrorsJSONDTO {
 	/**
 	 * @type array
 	 */
-	errors?: ErrorsResponseerroradditionalDTO[];
+	errors: ErrorsResponseerroradditionalDTO[];
 	/**
 	 * @type string
 	 */
@@ -2206,11 +2206,11 @@ export interface ErrorsJSONDTO {
 	/**
 	 * @type array
 	 */
-	suggestions?: string[];
+	suggestions: string[];
 	/**
 	 * @type string
 	 */
-	type?: string;
+	type: string;
 	/**
 	 * @type string
 	 */
@@ -3266,37 +3266,6 @@ export interface DashboardLinkDTO {
 	url?: string;
 }
 
-export interface VariableDisplayDTO {
-	/**
-	 * @type string
-	 */
-	description?: string;
-	/**
-	 * @type boolean
-	 */
-	hidden?: boolean;
-	/**
-	 * @type string
-	 */
-	name?: string;
-}
-
-export interface DashboardTextVariableSpecDTO {
-	/**
-	 * @type boolean
-	 */
-	constant?: boolean;
-	display?: VariableDisplayDTO;
-	/**
-	 * @type string
-	 */
-	name?: string;
-	/**
-	 * @type string
-	 */
-	value?: string;
-}
-
 export interface DashboardtypesAxesDTO {
 	/**
 	 * @type boolean
@@ -3328,6 +3297,9 @@ export interface DashboardtypesPanelFormattingDTO {
 	unit?: string;
 }
 
+export enum DashboardtypesLegendModeDTO {
+	list = 'list',
+}
 export enum DashboardtypesLegendPositionDTO {
 	bottom = 'bottom',
 	right = 'right',
@@ -3347,6 +3319,7 @@ export interface DashboardtypesLegendDTO {
 	 * @type object,null
 	 */
 	customColors?: DashboardtypesLegendDTOCustomColors;
+	mode?: DashboardtypesLegendModeDTO;
 	position?: DashboardtypesLegendPositionDTO;
 }
 
@@ -3358,7 +3331,7 @@ export interface DashboardtypesThresholdWithLabelDTO {
 	/**
 	 * @type string
 	 */
-	label: string;
+	label?: string;
 	/**
 	 * @type string
 	 */
@@ -3427,12 +3400,14 @@ export interface Querybuildertypesv5FilterDTO {
 	expression?: string;
 }
 
+export type Querybuildertypesv5FunctionArgDTOValue = number | string;
+
 export interface Querybuildertypesv5FunctionArgDTO {
 	/**
 	 * @type string
 	 */
 	name?: string;
-	value?: unknown;
+	value?: Querybuildertypesv5FunctionArgDTOValue;
 }
 
 export enum Querybuildertypesv5FunctionNameDTO {
@@ -3947,33 +3922,43 @@ export interface DashboardtypesDashboardDTO {
 	updatedBy?: string;
 }
 
-export enum DashboardtypesDatasourcePluginVariantStructDTOKind {
+export interface DashboardtypesDashboardPanelRefDTO {
+	/**
+	 * @type string
+	 */
+	dashboardId: string;
+	/**
+	 * @type string
+	 */
+	dashboardName: string;
+	/**
+	 * @type string
+	 */
+	panelId: string;
+	/**
+	 * @type string
+	 */
+	panelName: string;
+}
+
+export enum DashboardtypesDatasourcePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesSigNozDatasourceSpecDTOKind {
 	'signoz/Datasource' = 'signoz/Datasource',
 }
-export type DashboardtypesDatasourcePluginVariantStructDTOSpecAnyOf = {
+export interface DashboardtypesSigNozDatasourceSpecDTO {
 	[key: string]: unknown;
-};
+}
 
-/**
- * @nullable
- */
-export type DashboardtypesDatasourcePluginVariantStructDTOSpec =
-	DashboardtypesDatasourcePluginVariantStructDTOSpecAnyOf | null;
-
-export interface DashboardtypesDatasourcePluginVariantStructDTO {
+export interface DashboardtypesDatasourcePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesSigNozDatasourceSpecDTO {
 	/**
 	 * @enum signoz/Datasource
 	 * @type string
 	 */
-	kind: DashboardtypesDatasourcePluginVariantStructDTOKind;
-	/**
-	 * @type object,null
-	 */
-	spec: DashboardtypesDatasourcePluginVariantStructDTOSpec;
+	kind: DashboardtypesDatasourcePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesSigNozDatasourceSpecDTOKind;
+	spec: DashboardtypesSigNozDatasourceSpecDTO;
 }
 
 export type DashboardtypesDatasourcePluginDTO =
-	DashboardtypesDatasourcePluginVariantStructDTO;
+	DashboardtypesDatasourcePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesSigNozDatasourceSpecDTO;
 
 export interface DashboardtypesDatasourceSpecDTO {
 	/**
@@ -4023,10 +4008,12 @@ export enum DashboardtypesLineStyleDTO {
 export interface DashboardtypesSpanGapsDTO {
 	/**
 	 * @type string
+	 * @description The maximum gap size to connect when fillOnlyBelow is true. Gaps larger than this duration are left disconnected.
 	 */
 	fillLessThan?: string;
 	/**
 	 * @type boolean
+	 * @description Controls whether lines connect across null values. When false (default), all gaps are connected. When true, only gaps smaller than fillLessThan are connected.
 	 */
 	fillOnlyBelow?: boolean;
 }
@@ -4265,26 +4252,21 @@ export interface DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDa
 export enum DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQueryDTOKind {
 	'signoz/CompositeQuery' = 'signoz/CompositeQuery',
 }
-export enum Querybuildertypesv5QueryTypeDTO {
+export type Querybuildertypesv5BuilderQuerySpecDTO =
+	| Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5TraceAggregationDTO
+	| Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5LogAggregationDTO
+	| Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5MetricAggregationDTO;
+
+export enum Querybuildertypesv5QueryEnvelopeBuilderDTOType {
 	builder_query = 'builder_query',
-	builder_formula = 'builder_formula',
-	builder_trace_operator = 'builder_trace_operator',
-	clickhouse_sql = 'clickhouse_sql',
-	promql = 'promql',
 }
-export interface Querybuildertypesv5QueryEnvelopeBuilderTraceDTO {
-	spec?: Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5TraceAggregationDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
-}
-
-export interface Querybuildertypesv5QueryEnvelopeBuilderLogDTO {
-	spec?: Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5LogAggregationDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
-}
-
-export interface Querybuildertypesv5QueryEnvelopeBuilderMetricDTO {
-	spec?: Querybuildertypesv5QueryBuilderQueryGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5MetricAggregationDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
+export interface Querybuildertypesv5QueryEnvelopeBuilderDTO {
+	spec?: Querybuildertypesv5BuilderQuerySpecDTO;
+	/**
+	 * @type string
+	 * @enum builder_query
+	 */
+	type: Querybuildertypesv5QueryEnvelopeBuilderDTOType;
 }
 
 export interface Querybuildertypesv5QueryBuilderFormulaDTO {
@@ -4319,9 +4301,16 @@ export interface Querybuildertypesv5QueryBuilderFormulaDTO {
 	order?: Querybuildertypesv5OrderByDTO[];
 }
 
+export enum Querybuildertypesv5QueryEnvelopeFormulaDTOType {
+	builder_formula = 'builder_formula',
+}
 export interface Querybuildertypesv5QueryEnvelopeFormulaDTO {
 	spec?: Querybuildertypesv5QueryBuilderFormulaDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
+	/**
+	 * @type string
+	 * @enum builder_formula
+	 */
+	type: Querybuildertypesv5QueryEnvelopeFormulaDTOType;
 }
 
 export interface Querybuildertypesv5QueryBuilderTraceOperatorDTO {
@@ -4382,9 +4371,16 @@ export interface Querybuildertypesv5QueryBuilderTraceOperatorDTO {
 	stepInterval?: Querybuildertypesv5StepDTO;
 }
 
+export enum Querybuildertypesv5QueryEnvelopeTraceOperatorDTOType {
+	builder_trace_operator = 'builder_trace_operator',
+}
 export interface Querybuildertypesv5QueryEnvelopeTraceOperatorDTO {
 	spec?: Querybuildertypesv5QueryBuilderTraceOperatorDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
+	/**
+	 * @type string
+	 * @enum builder_trace_operator
+	 */
+	type: Querybuildertypesv5QueryEnvelopeTraceOperatorDTOType;
 }
 
 export interface Querybuildertypesv5PromQueryDTO {
@@ -4411,9 +4407,16 @@ export interface Querybuildertypesv5PromQueryDTO {
 	step?: Querybuildertypesv5StepDTO;
 }
 
+export enum Querybuildertypesv5QueryEnvelopePromQLDTOType {
+	promql = 'promql',
+}
 export interface Querybuildertypesv5QueryEnvelopePromQLDTO {
 	spec?: Querybuildertypesv5PromQueryDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
+	/**
+	 * @type string
+	 * @enum promql
+	 */
+	type: Querybuildertypesv5QueryEnvelopePromQLDTOType;
 }
 
 export interface Querybuildertypesv5ClickHouseQueryDTO {
@@ -4435,40 +4438,24 @@ export interface Querybuildertypesv5ClickHouseQueryDTO {
 	query?: string;
 }
 
+export enum Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType {
+	clickhouse_sql = 'clickhouse_sql',
+}
 export interface Querybuildertypesv5QueryEnvelopeClickHouseSQLDTO {
 	spec?: Querybuildertypesv5ClickHouseQueryDTO;
-	type?: Querybuildertypesv5QueryTypeDTO;
+	/**
+	 * @type string
+	 * @enum clickhouse_sql
+	 */
+	type: Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType;
 }
 
 export type Querybuildertypesv5QueryEnvelopeDTO =
-	| (Querybuildertypesv5QueryEnvelopeBuilderTraceDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopeBuilderLogDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopeBuilderMetricDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopeFormulaDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopeTraceOperatorDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopePromQLDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  })
-	| (Querybuildertypesv5QueryEnvelopeClickHouseSQLDTO & {
-			spec?: unknown;
-			type?: Querybuildertypesv5QueryTypeDTO;
-	  });
+	| Querybuildertypesv5QueryEnvelopeBuilderDTO
+	| Querybuildertypesv5QueryEnvelopeFormulaDTO
+	| Querybuildertypesv5QueryEnvelopeTraceOperatorDTO
+	| Querybuildertypesv5QueryEnvelopePromQLDTO
+	| Querybuildertypesv5QueryEnvelopeClickHouseSQLDTO;
 
 /**
  * Composite query containing one or more query envelopes. Each query envelope specifies its type and corresponding spec.
@@ -4566,9 +4553,9 @@ export interface DashboardtypesPanelSpecDTO {
 	links?: DashboardLinkDTO[];
 	plugin: DashboardtypesPanelPluginDTO;
 	/**
-	 * @type array,null
+	 * @type array
 	 */
-	queries: DashboardtypesQueryDTO[] | null;
+	queries: DashboardtypesQueryDTO[];
 }
 
 export interface DashboardtypesPanelDTO {
@@ -4598,9 +4585,7 @@ export type DashboardtypesLayoutDTO =
 export enum DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesListVariableSpecDTOKind {
 	ListVariable = 'ListVariable',
 }
-export interface VariableDefaultValueDTO {
-	[key: string]: unknown;
-}
+export type DashboardtypesVariableDefaultValueDTO = string | string[];
 
 export enum DashboardtypesVariablePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesDynamicVariableSpecDTOKind {
 	'signoz/DynamicVariable' = 'signoz/DynamicVariable',
@@ -4658,6 +4643,15 @@ export type DashboardtypesVariablePluginDTO =
 	| DashboardtypesVariablePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesQueryVariableSpecDTO
 	| DashboardtypesVariablePluginVariantGithubComSigNozSignozPkgTypesDashboardtypesCustomVariableSpecDTO;
 
+export enum DashboardtypesListVariableSpecSortDTO {
+	none = 'none',
+	'alphabetical-asc' = 'alphabetical-asc',
+	'alphabetical-desc' = 'alphabetical-desc',
+	'numerical-asc' = 'numerical-asc',
+	'numerical-desc' = 'numerical-desc',
+	'alphabetical-ci-asc' = 'alphabetical-ci-asc',
+	'alphabetical-ci-desc' = 'alphabetical-ci-desc',
+}
 export interface DashboardtypesListVariableSpecDTO {
 	/**
 	 * @type boolean
@@ -4675,17 +4669,15 @@ export interface DashboardtypesListVariableSpecDTO {
 	 * @type string
 	 */
 	customAllValue?: string;
-	defaultValue?: VariableDefaultValueDTO;
+	defaultValue?: DashboardtypesVariableDefaultValueDTO;
 	display: DashboardtypesDisplayDTO;
 	/**
 	 * @type string
+	 * @minLength 1
 	 */
-	name?: string;
+	name: string;
 	plugin?: DashboardtypesVariablePluginDTO;
-	/**
-	 * @type string,null
-	 */
-	sort?: string | null;
+	sort?: DashboardtypesListVariableSpecSortDTO;
 }
 
 export interface DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesListVariableSpecDTO {
@@ -4697,21 +4689,38 @@ export interface DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDash
 	spec: DashboardtypesListVariableSpecDTO;
 }
 
-export enum DashboardtypesVariableEnvelopeGithubComPersesSpecGoDashboardTextVariableSpecDTOKind {
+export enum DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesTextVariableSpecDTOKind {
 	TextVariable = 'TextVariable',
 }
-export interface DashboardtypesVariableEnvelopeGithubComPersesSpecGoDashboardTextVariableSpecDTO {
+export interface DashboardtypesTextVariableSpecDTO {
+	/**
+	 * @type boolean
+	 */
+	constant?: boolean;
+	display: DashboardtypesDisplayDTO;
+	/**
+	 * @type string
+	 * @minLength 1
+	 */
+	name: string;
+	/**
+	 * @type string
+	 */
+	value: string;
+}
+
+export interface DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesTextVariableSpecDTO {
 	/**
 	 * @enum TextVariable
 	 * @type string
 	 */
-	kind: DashboardtypesVariableEnvelopeGithubComPersesSpecGoDashboardTextVariableSpecDTOKind;
-	spec: DashboardTextVariableSpecDTO;
+	kind: DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesTextVariableSpecDTOKind;
+	spec: DashboardtypesTextVariableSpecDTO;
 }
 
 export type DashboardtypesVariableDTO =
 	| DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesListVariableSpecDTO
-	| DashboardtypesVariableEnvelopeGithubComPersesSpecGoDashboardTextVariableSpecDTO;
+	| DashboardtypesVariableEnvelopeGithubComSigNozSignozPkgTypesDashboardtypesTextVariableSpecDTO;
 
 export interface DashboardtypesDashboardSpecDTO {
 	/**
@@ -6787,6 +6796,213 @@ export interface LlmpricingruletypesUpdatableLLMPricingRulesDTO {
 	rules: LlmpricingruletypesUpdatableLLMPricingRuleDTO[] | null;
 }
 
+export enum MetricreductionruletypesAssetTypeDTO {
+	dashboard = 'dashboard',
+	alert_rule = 'alert_rule',
+}
+export interface MetricreductionruletypesAffectedWidgetDTO {
+	/**
+	 * @type string
+	 */
+	id: string;
+	/**
+	 * @type string
+	 */
+	name: string;
+}
+
+export interface MetricreductionruletypesAffectedAssetDTO {
+	/**
+	 * @type string
+	 */
+	id: string;
+	/**
+	 * @type array,null
+	 */
+	impactedLabels: string[] | null;
+	/**
+	 * @type string
+	 */
+	name: string;
+	type: MetricreductionruletypesAssetTypeDTO;
+	widget?: MetricreductionruletypesAffectedWidgetDTO;
+}
+
+export enum MetricreductionruletypesMatchTypeDTO {
+	drop = 'drop',
+	keep = 'keep',
+}
+export interface MetricreductionruletypesGettableReductionRuleDTO {
+	/**
+	 * @type boolean
+	 */
+	active: boolean;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	createdAt?: string;
+	/**
+	 * @type string
+	 */
+	createdBy?: string;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	effectiveFrom: string;
+	/**
+	 * @type string
+	 */
+	id: string;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	ingestedSeries: number;
+	/**
+	 * @type array,null
+	 */
+	labels: string[] | null;
+	matchType: MetricreductionruletypesMatchTypeDTO;
+	/**
+	 * @type string
+	 */
+	metricName: string;
+	/**
+	 * @type number
+	 * @format double
+	 */
+	reductionPercent: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	retainedSeries: number;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	updatedAt?: string;
+	/**
+	 * @type string
+	 */
+	updatedBy?: string;
+}
+
+export interface MetricreductionruletypesGettableReductionRulePreviewDTO {
+	/**
+	 * @type array,null
+	 */
+	affectedAssets: MetricreductionruletypesAffectedAssetDTO[] | null;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	currentRetainedSeries: number;
+	/**
+	 * @type array,null
+	 */
+	droppedLabels: string[] | null;
+	/**
+	 * @type string
+	 * @format date-time
+	 */
+	effectiveFrom: string;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	ingestedSeries: number;
+	/**
+	 * @type number
+	 * @format double
+	 */
+	reductionPercent: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	retainedSeries: number;
+}
+
+export interface MetricreductionruletypesGettableReductionRuleStatsDTO {
+	/**
+	 * @type number
+	 * @format double
+	 */
+	estimatedMonthlySavingsUsd: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	ingestedSeries: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	retainedSeries: number;
+}
+
+export interface MetricreductionruletypesGettableReductionRulesDTO {
+	/**
+	 * @type array,null
+	 */
+	rules: MetricreductionruletypesGettableReductionRuleDTO[] | null;
+	/**
+	 * @type integer
+	 */
+	total: number;
+}
+
+export enum MetricreductionruletypesOrderDTO {
+	asc = 'asc',
+	desc = 'desc',
+}
+export interface MetricreductionruletypesPostableReductionRuleDTO {
+	/**
+	 * @type array,null
+	 */
+	labels: string[] | null;
+	matchType: MetricreductionruletypesMatchTypeDTO;
+	/**
+	 * @type string
+	 */
+	metricName: string;
+}
+
+export interface MetricreductionruletypesPostableReductionRulePreviewDTO {
+	/**
+	 * @type array,null
+	 */
+	labels: string[] | null;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	lookbackMs?: number;
+	matchType: MetricreductionruletypesMatchTypeDTO;
+	/**
+	 * @type string
+	 */
+	metricName: string;
+}
+
+export enum MetricreductionruletypesReductionRuleOrderByDTO {
+	metric = 'metric',
+	ingested_volume = 'ingested_volume',
+	reduced_volume = 'reduced_volume',
+	reduction = 'reduction',
+	last_updated = 'last_updated',
+}
+export interface MetricreductionruletypesUpdatableReductionRuleDTO {
+	/**
+	 * @type array,null
+	 */
+	labels: string[] | null;
+	matchType: MetricreductionruletypesMatchTypeDTO;
+}
+
 export interface MetricsexplorertypesInspectMetricsRequestDTO {
 	/**
 	 * @type integer
@@ -6805,9 +7021,11 @@ export interface MetricsexplorertypesInspectMetricsRequestDTO {
 	start: number;
 }
 
+export type Querybuildertypesv5LabelDTOValue = string | number | boolean;
+
 export interface Querybuildertypesv5LabelDTO {
 	key?: TelemetrytypesTelemetryFieldKeyDTO;
-	value?: unknown;
+	value?: Querybuildertypesv5LabelDTOValue;
 }
 
 export interface Querybuildertypesv5BucketDTO {
@@ -6958,6 +7176,13 @@ export interface MetricsexplorertypesMetricDashboardDTO {
 	widgetName: string;
 }
 
+export interface MetricsexplorertypesMetricDashboardPanelsResponseDTO {
+	/**
+	 * @type array,null
+	 */
+	dashboards: DashboardtypesDashboardPanelRefDTO[] | null;
+}
+
 export interface MetricsexplorertypesMetricDashboardsResponseDTO {
 	/**
 	 * @type array,null
@@ -7417,9 +7642,20 @@ export enum Querybuildertypesv5VariableTypeDTO {
 	custom = 'custom',
 	text = 'text',
 }
+export type Querybuildertypesv5VariableItemDTOValueOneOfItem =
+	| string
+	| number
+	| boolean;
+
+export type Querybuildertypesv5VariableItemDTOValue =
+	| string
+	| number
+	| boolean
+	| Querybuildertypesv5VariableItemDTOValueOneOfItem[];
+
 export interface Querybuildertypesv5VariableItemDTO {
 	type?: Querybuildertypesv5VariableTypeDTO;
-	value?: unknown;
+	value?: Querybuildertypesv5VariableItemDTOValue;
 }
 
 export type Querybuildertypesv5QueryRangeRequestDTOVariables = {
@@ -7467,6 +7703,13 @@ export interface Querybuildertypesv5QueryRangeResponseDTO {
 	warning?: Querybuildertypesv5QueryWarnDataDTO;
 }
 
+export enum Querybuildertypesv5QueryTypeDTO {
+	builder_query = 'builder_query',
+	builder_formula = 'builder_formula',
+	builder_trace_operator = 'builder_trace_operator',
+	clickhouse_sql = 'clickhouse_sql',
+	promql = 'promql',
+}
 export interface RenderErrorResponseDTO {
 	error: ErrorsJSONDTO;
 	/**
@@ -10447,6 +10690,102 @@ export type Livez200 = {
 	status: string;
 };
 
+export type ListMetricReductionRulesParams = {
+	/**
+	 * @description undefined
+	 */
+	orderBy?: MetricreductionruletypesReductionRuleOrderByDTO;
+	/**
+	 * @description undefined
+	 */
+	order?: MetricreductionruletypesOrderDTO;
+	/**
+	 * @type string
+	 * @description undefined
+	 */
+	search?: string;
+	/**
+	 * @type string
+	 * @description undefined
+	 */
+	metricName?: string;
+	/**
+	 * @type integer
+	 * @description undefined
+	 */
+	offset?: number;
+	/**
+	 * @type integer
+	 * @description undefined
+	 */
+	limit?: number;
+};
+
+export type ListMetricReductionRules200 = {
+	data: MetricreductionruletypesGettableReductionRulesDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type CreateMetricReductionRule201 = {
+	data: MetricreductionruletypesGettableReductionRuleDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type DeleteMetricReductionRuleByIDPathParameters = {
+	id: string;
+};
+export type GetMetricReductionRuleByIDPathParameters = {
+	id: string;
+};
+export type GetMetricReductionRuleByID200 = {
+	data: MetricreductionruletypesGettableReductionRuleDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type UpdateMetricReductionRuleByIDPathParameters = {
+	id: string;
+};
+export type UpdateMetricReductionRuleByID200 = {
+	data: MetricreductionruletypesGettableReductionRuleDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type PreviewMetricReductionRule200 = {
+	data: MetricreductionruletypesGettableReductionRulePreviewDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type GetMetricReductionRuleStats200 = {
+	data: MetricreductionruletypesGettableReductionRuleStatsDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type GetMetricReductionRuleTimeseries200 = {
+	data: Querybuildertypesv5QueryRangeResponseDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
 export type ListMetricsParams = {
 	/**
 	 * @type integer,null
@@ -11125,6 +11464,22 @@ export type GetHosts200 = {
 	status: string;
 };
 
+export type GetMetricDashboardsV2Params = {
+	/**
+	 * @type string
+	 * @description The name of the metric. May contain slashes (e.g. cloud-provider metrics like run.googleapis.com/request_latencies).
+	 */
+	metricName: string;
+};
+
+export type GetMetricDashboardsV2200 = {
+	data: MetricsexplorertypesMetricDashboardPanelsResponseDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
 export type GetFlamegraphPathParameters = {
 	traceID: string;
 };

frontend/src/api/trace/getTraceV2.tsx

@@ -1,35 +0,0 @@
-import { ApiV2Instance as axios } from 'api';
-import { omit } from 'lodash-es';
-import { ErrorResponse, SuccessResponse } from 'types/api';
-import {
-	GetTraceV2PayloadProps,
-	GetTraceV2SuccessResponse,
-} from 'types/api/trace/getTraceV2';
-
-const getTraceV2 = async (
-	props: GetTraceV2PayloadProps,
-): Promise<SuccessResponse<GetTraceV2SuccessResponse> | ErrorResponse> => {
-	let uncollapsedSpans = [...props.uncollapsedSpans];
-	if (!props.isSelectedSpanIDUnCollapsed) {
-		uncollapsedSpans = uncollapsedSpans.filter(
-			(node) => node !== props.selectedSpanId,
-		);
-	}
-	const postData: GetTraceV2PayloadProps = {
-		...props,
-		uncollapsedSpans,
-	};
-	const response = await axios.post<GetTraceV2SuccessResponse>(
-		`/traces/waterfall/${props.traceId}`,
-		omit(postData, 'traceId'),
-	);
-
-	return {
-		statusCode: 200,
-		error: null,
-		message: 'Success',
-		payload: response.data,
-	};
-};
-
-export default getTraceV2;

frontend/src/api/trace/getTraceV4.tsx

@@ -41,6 +41,7 @@ const getTraceV4 = async (
 	> & { spans: WireSpan[] | null };
 
 	// Derive 'service.name' from resource for convenience — only derived field
+	// todo(tech-debt): to remove use of this and to directly use service.name from resources.
 	const spans: SpanV3[] = (rawPayload.spans || []).map((span) => ({
 		...span,
 		'service.name': span.resource?.['service.name'] || '',

frontend/src/assets/TraceDetail/Flamegraph.tsx

@@ -1,25 +0,0 @@
-import { Color } from '@signozhq/design-tokens';
-import { useIsDarkMode } from 'hooks/useDarkMode';
-
-function FlamegraphImg(): JSX.Element {
-	const isDarkMode = useIsDarkMode();
-	return (
-		<svg
-			width="14"
-			height="14"
-			viewBox="0 0 24 24"
-			fill="none"
-			xmlns="http://www.w3.org/2000/svg"
-		>
-			<path
-				d="M8 3c1 3 2.5 3.5 3.5 4.5A5 5 0 0113 11a5 5 0 11-10 0c0-.3 0-.6.1-.9a2 2 0 103.3-2C4 5.5 7 3 8 3zM21 4h-8M20 14.5h-3M20 9.5h-3M21 20H4"
-				stroke={isDarkMode ? Color.BG_VANILLA_100 : Color.BG_INK_500}
-				strokeWidth="2"
-				strokeLinecap="round"
-				strokeLinejoin="round"
-			/>
-		</svg>
-	);
-}
-
-export default FlamegraphImg;

frontend/src/components/InviteMembers/InviteMembers.module.scss

@@ -0,0 +1,163 @@
+.inviteMembers {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-8);
+	width: 100%;
+}
+
+.table {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-4);
+	width: 100%;
+}
+
+.header {
+	display: flex;
+	gap: var(--spacing-8);
+	align-items: center;
+	width: 100%;
+}
+
+.headerCellEmail {
+	flex: 1 1 0;
+	min-width: 0;
+}
+
+.headerCellRole {
+	flex: 0 0 160px;
+	width: 160px;
+}
+
+.headerCellAction {
+	flex: 0 0 32px;
+	width: 32px;
+}
+
+.rows {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-6);
+	width: 100%;
+}
+
+.row {
+	display: flex;
+	gap: var(--spacing-8);
+	align-items: flex-start;
+	width: 100%;
+}
+
+.cellEmail {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+	flex: 1 1 0;
+	min-width: 0;
+
+	--input-background: var(
+		--invite-members-field-background,
+		var(--l2-background)
+	);
+	--input-hover-background: var(
+		--invite-members-field-background,
+		var(--l2-background)
+	);
+	--input-focus-background: var(
+		--invite-members-field-background,
+		var(--l2-background)
+	);
+	--input-disabled-background: var(
+		--invite-members-field-background,
+		var(--l2-background)
+	);
+
+	input::placeholder {
+		color: var(--l3-foreground);
+	}
+}
+
+.cellRole {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+	flex: 0 0 160px;
+	width: 160px;
+
+	:global(.roles-single-select) {
+		width: 100%;
+
+		:global(.ant-select-selector) {
+			background-color: var(
+				--invite-members-field-background,
+				var(--l2-background)
+			) !important;
+		}
+	}
+}
+
+.cellAction {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+	flex: 0 0 32px;
+	width: 32px;
+	height: 32px;
+	align-items: center;
+	justify-content: center;
+}
+
+.errorText {
+	color: var(--danger-background);
+}
+
+.addRow {
+	display: flex;
+	justify-content: flex-start;
+	margin-top: var(--spacing-2);
+}
+
+.callout {
+	animation: shake 300ms ease-out;
+
+	&[data-type='success'] {
+		animation: none;
+	}
+}
+
+.results {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+}
+
+.resultsList {
+	margin: var(--spacing-2) 0 0 var(--spacing-8);
+	padding: 0;
+
+	li {
+		margin-bottom: var(--spacing-1);
+	}
+}
+
+@keyframes shake {
+	0% {
+		transform: translateX(0);
+	}
+
+	25% {
+		transform: translateX(5px);
+	}
+
+	50% {
+		transform: translateX(-5px);
+	}
+
+	75% {
+		transform: translateX(5px);
+	}
+
+	100% {
+		transform: translateX(0);
+	}
+}

frontend/src/components/InviteMembers/InviteMembers.tsx

@@ -0,0 +1,221 @@
+import { CircleAlert, Plus, Trash2 } from '@signozhq/icons';
+import { Button } from '@signozhq/ui/button';
+import { Callout } from '@signozhq/ui/callout';
+import { Input } from '@signozhq/ui/input';
+import { Typography } from '@signozhq/ui/typography';
+import cx from 'classnames';
+import RolesSelect from 'components/RolesSelect/RolesSelect';
+
+import styles from './InviteMembers.module.scss';
+import { InviteMembersProps } from './types';
+import { useInviteMembers } from './useInviteMembers';
+
+function InviteMembers({
+	className,
+	initialRowCount = 3,
+	minRows = 1,
+	emailPlaceholder = 'e.g. john@signoz.io',
+	showHeader = true,
+	showAddButton = true,
+	onSuccess,
+	onPartialSuccess,
+	onAllFailed,
+	renderFooter,
+}: InviteMembersProps): JSX.Element {
+	const {
+		rows,
+		emailValidity,
+		hasInvalidEmails,
+		hasInvalidRoles,
+		isSubmitting,
+		inviteResults,
+		addRow,
+		removeRow,
+		updateEmail,
+		updateRole,
+		reset,
+		submit,
+		touchedRows,
+		failedResults,
+		successResults,
+	} = useInviteMembers({
+		initialRowCount,
+		onSuccess,
+		onPartialSuccess,
+		onAllFailed,
+	});
+
+	const canSubmit = !isSubmitting && touchedRows.length > 0;
+	const canRemoveRow = rows.length > minRows;
+
+	const getValidationErrorMessage = (): string => {
+		if (hasInvalidEmails && hasInvalidRoles) {
+			return 'Please enter valid emails and select roles for team members';
+		}
+		if (hasInvalidEmails) {
+			return 'Please enter valid emails for team members';
+		}
+		return 'Please select roles for team members';
+	};
+
+	const hasValidationErrors = hasInvalidEmails || hasInvalidRoles;
+	const hasResults = inviteResults !== null;
+	const hasFailures = failedResults.length > 0;
+	const hasSuccesses = successResults.length > 0;
+
+	return (
+		<div className={cx(styles.inviteMembers, className)}>
+			<div className={styles.table}>
+				{showHeader && (
+					<div className={styles.header}>
+						<Typography.Text
+							size="base"
+							weight="semibold"
+							className={styles.headerCellEmail}
+						>
+							Email address
+						</Typography.Text>
+						<Typography.Text
+							size="base"
+							weight="semibold"
+							className={styles.headerCellRole}
+						>
+							Role
+						</Typography.Text>
+						<div className={styles.headerCellAction} />
+					</div>
+				)}
+
+				<div className={styles.rows}>
+					{rows.map((row) => (
+						<div key={row.id} className={styles.row}>
+							<div className={styles.cellEmail}>
+								<Input
+									type="email"
+									placeholder={emailPlaceholder}
+									value={row.email}
+									onChange={(e): void => updateEmail(row.id, e.target.value)}
+									name={`invite-email-${row.id}`}
+									autoComplete="email"
+									data-testid={`invite-email-${row.id}`}
+								/>
+								{emailValidity[row.id] === false && row.email.trim() !== '' && (
+									<Typography.Text size="small" className={styles.errorText}>
+										Invalid email address
+									</Typography.Text>
+								)}
+							</div>
+
+							<div className={styles.cellRole}>
+								<RolesSelect
+									mode="single"
+									value={row.roleId || undefined}
+									onChange={(roleId): void => updateRole(row.id, roleId)}
+									placeholder="Select role"
+									allowClear={false}
+									id={`invite-role-${row.id}`}
+								/>
+							</div>
+
+							<div className={styles.cellAction}>
+								{canRemoveRow && (
+									<Button
+										variant="ghost"
+										color="destructive"
+										onClick={(): void => removeRow(row.id)}
+										aria-label="Remove row"
+										data-testid={`invite-remove-${row.id}`}
+									>
+										<Trash2 size={12} />
+									</Button>
+								)}
+							</div>
+						</div>
+					))}
+				</div>
+
+				{showAddButton && (
+					<div className={styles.addRow}>
+						<Button
+							variant="dashed"
+							color="secondary"
+							prefix={<Plus size={12} />}
+							onClick={addRow}
+							data-testid="invite-add-row"
+						>
+							Add another
+						</Button>
+					</div>
+				)}
+			</div>
+
+			{hasValidationErrors && (
+				<Callout
+					type="error"
+					size="small"
+					showIcon
+					icon={<CircleAlert size={12} />}
+					className={styles.callout}
+					data-testid="invite-validation-error"
+				>
+					{getValidationErrorMessage()}
+				</Callout>
+			)}
+
+			{hasResults && hasFailures && (
+				<Callout
+					type="error"
+					size="small"
+					showIcon
+					icon={<CircleAlert size={12} />}
+					className={styles.callout}
+					data-testid="invite-api-error"
+				>
+					<div className={styles.results}>
+						{hasSuccesses && (
+							<Typography.Text size="small">
+								{successResults.length} invite(s) sent successfully.
+							</Typography.Text>
+						)}
+						<Typography.Text size="small">
+							{failedResults.length} invite(s) failed:
+						</Typography.Text>
+						<ul className={styles.resultsList}>
+							{failedResults.map((result) => (
+								<li key={result.email}>
+									<Typography.Text size="small">
+										{result.email}: {result.error}
+									</Typography.Text>
+								</li>
+							))}
+						</ul>
+					</div>
+				</Callout>
+			)}
+
+			{hasResults && !hasFailures && hasSuccesses && (
+				<Callout
+					type="success"
+					size="small"
+					showIcon
+					className={styles.callout}
+					data-testid="invite-success"
+				>
+					<Typography.Text size="small">
+						{successResults.length} invite(s) sent successfully!
+					</Typography.Text>
+				</Callout>
+			)}
+
+			{renderFooter?.({
+				submit,
+				reset,
+				canSubmit,
+				isSubmitting,
+				touchedCount: touchedRows.length,
+			})}
+		</div>
+	);
+}
+
+export default InviteMembers;

frontend/src/components/InviteMembers/__tests__/InviteMembers.edgeCases.test.tsx

@@ -0,0 +1,240 @@
+import { rest, server } from 'mocks-server/server';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+
+import InviteMembers from '../InviteMembers';
+
+import {
+	CREATE_USER_ENDPOINT,
+	createErrorHandler,
+	createRolesHandler,
+	createSuccessHandler,
+	VALID_EMAIL,
+} from './testUtils';
+
+describe('InviteMembers - Edge Cases', () => {
+	beforeEach(() => {
+		server.use(createRolesHandler(), createSuccessHandler());
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	describe('reset behavior', () => {
+		it('clears all rows when reset is called', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					initialRowCount={2}
+					renderFooter={({ reset }): JSX.Element => (
+						<button data-testid="reset-btn" onClick={reset}>
+							Reset
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.type(emailInputs[1], 'bob@signoz.io');
+
+			await user.click(screen.getByTestId('reset-btn'));
+
+			const resetInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			expect(resetInputs).toHaveLength(2);
+			resetInputs.forEach((input) => {
+				expect(input).toHaveValue('');
+			});
+		});
+
+		it('clears results on reset', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit, reset }): JSX.Element => (
+						<>
+							<button data-testid="submit-btn" onClick={submit}>
+								Submit
+							</button>
+							<button data-testid="reset-btn" onClick={reset}>
+								Reset
+							</button>
+						</>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+			await expect(
+				screen.findByTestId('invite-success'),
+			).resolves.toBeInTheDocument();
+
+			await user.click(screen.getByTestId('reset-btn'));
+
+			expect(screen.queryByTestId('invite-success')).not.toBeInTheDocument();
+		});
+	});
+
+	describe('results cleared on edit', () => {
+		it('clears API error when email is edited', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			server.use(createErrorHandler('already_exists', 'User already exists'));
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+			await expect(
+				screen.findByTestId('invite-api-error'),
+			).resolves.toBeInTheDocument();
+
+			await user.type(emailInputs[0], 'x');
+
+			await waitFor(() => {
+				expect(screen.queryByTestId('invite-api-error')).not.toBeInTheDocument();
+			});
+		});
+
+		it('clears API error when role is changed', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			server.use(createErrorHandler('already_exists', 'User already exists'));
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+			await expect(
+				screen.findByTestId('invite-api-error'),
+			).resolves.toBeInTheDocument();
+
+			const viewerElements = screen.getAllByText('Viewer');
+			await user.click(viewerElements[0]);
+			const editorOptions = await screen.findAllByText('Editor');
+			await user.click(editorOptions[editorOptions.length - 1]);
+
+			await waitFor(() => {
+				expect(screen.queryByTestId('invite-api-error')).not.toBeInTheDocument();
+			});
+		});
+	});
+
+	describe('empty submission', () => {
+		it('does not submit when no rows are touched', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const onSuccess = jest.fn();
+
+			render(
+				<InviteMembers
+					onSuccess={onSuccess}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			expect(onSuccess).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('submitting state', () => {
+		it('disables submit while submitting', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit, isSubmitting }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit} disabled={isSubmitting}>
+							{isSubmitting ? 'Submitting...' : 'Submit'}
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			const submitBtn = screen.getByTestId('submit-btn');
+			await user.click(submitBtn);
+
+			await waitFor(() => {
+				expect(screen.queryByText('Submitting...')).not.toBeInTheDocument();
+			});
+		});
+	});
+
+	describe('whitespace handling', () => {
+		it('trims email whitespace before submission', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const calls: { email: string }[] = [];
+
+			server.use(
+				rest.post(CREATE_USER_ENDPOINT, async (req, res, ctx) => {
+					const body = await req.json();
+					calls.push(body);
+					return res(ctx.status(201), ctx.json({ data: { id: 'user-123' } }));
+				}),
+			);
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], '  alice@signoz.io  ');
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(calls).toHaveLength(1);
+				expect(calls[0].email).toBe('alice@signoz.io');
+			});
+		});
+	});
+});

frontend/src/components/InviteMembers/__tests__/InviteMembers.rendering.test.tsx

@@ -0,0 +1,95 @@
+import { server } from 'mocks-server/server';
+import { render, screen } from 'tests/test-utils';
+
+import InviteMembers from '../InviteMembers';
+
+import { createRolesHandler, createSuccessHandler } from './testUtils';
+
+describe('InviteMembers - Rendering', () => {
+	beforeEach(() => {
+		server.use(createRolesHandler(), createSuccessHandler());
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	it('renders default initial row count of 3', () => {
+		render(<InviteMembers />);
+
+		const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+		expect(emailInputs).toHaveLength(3);
+	});
+
+	it('renders custom initial row count', () => {
+		render(<InviteMembers initialRowCount={5} />);
+
+		const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+		expect(emailInputs).toHaveLength(5);
+	});
+
+	it('renders header by default', () => {
+		render(<InviteMembers />);
+
+		expect(screen.getByText('Email address')).toBeInTheDocument();
+		expect(screen.getByText('Role')).toBeInTheDocument();
+	});
+
+	it('hides header when showHeader is false', () => {
+		render(<InviteMembers showHeader={false} />);
+
+		expect(screen.queryByText('Email address')).not.toBeInTheDocument();
+		expect(screen.queryByText('Role')).not.toBeInTheDocument();
+	});
+
+	it('renders add button by default', () => {
+		render(<InviteMembers />);
+
+		expect(
+			screen.getByRole('button', { name: /add another/i }),
+		).toBeInTheDocument();
+	});
+
+	it('hides add button when showAddButton is false', () => {
+		render(<InviteMembers showAddButton={false} />);
+
+		expect(
+			screen.queryByRole('button', { name: /add another/i }),
+		).not.toBeInTheDocument();
+	});
+
+	it('renders custom email placeholder', () => {
+		render(<InviteMembers emailPlaceholder="custom@placeholder.com" />);
+
+		const emailInputs = screen.getAllByPlaceholderText('custom@placeholder.com');
+		expect(emailInputs).toHaveLength(3);
+	});
+
+	it('applies custom className', () => {
+		const { container } = render(<InviteMembers className="custom-class" />);
+
+		expect(container.querySelector('.custom-class')).toBeInTheDocument();
+	});
+
+	it('renders footer via renderFooter prop', () => {
+		render(
+			<InviteMembers
+				renderFooter={({ canSubmit }): JSX.Element => (
+					<button data-testid="custom-footer" disabled={!canSubmit}>
+						Custom Submit
+					</button>
+				)}
+			/>,
+		);
+
+		expect(screen.getByTestId('custom-footer')).toBeInTheDocument();
+		expect(screen.getByTestId('custom-footer')).toBeDisabled();
+	});
+
+	it('renders role select for each row', () => {
+		render(<InviteMembers initialRowCount={2} />);
+
+		const roleSelects = screen.getAllByText('Select role');
+		expect(roleSelects).toHaveLength(2);
+	});
+});

frontend/src/components/InviteMembers/__tests__/InviteMembers.rowManagement.test.tsx

@@ -0,0 +1,95 @@
+import { server } from 'mocks-server/server';
+import { render, screen, userEvent } from 'tests/test-utils';
+
+import InviteMembers from '../InviteMembers';
+
+import { createRolesHandler, createSuccessHandler } from './testUtils';
+
+describe('InviteMembers - Row Management', () => {
+	beforeEach(() => {
+		server.use(createRolesHandler(), createSuccessHandler());
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	it('adds a row when "Add another" is clicked', async () => {
+		const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+		render(<InviteMembers initialRowCount={2} />);
+
+		expect(screen.getAllByPlaceholderText('e.g. john@signoz.io')).toHaveLength(2);
+
+		await user.click(screen.getByRole('button', { name: /add another/i }));
+
+		expect(screen.getAllByPlaceholderText('e.g. john@signoz.io')).toHaveLength(3);
+	});
+
+	it('removes a row when trash button is clicked', async () => {
+		const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+		render(<InviteMembers initialRowCount={3} />);
+
+		const removeButtons = screen.getAllByRole('button', { name: /remove row/i });
+		expect(removeButtons).toHaveLength(3);
+
+		await user.click(removeButtons[0]);
+
+		expect(screen.getAllByPlaceholderText('e.g. john@signoz.io')).toHaveLength(2);
+	});
+
+	it('respects minRows constraint when removing rows', async () => {
+		const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+		render(<InviteMembers initialRowCount={2} minRows={2} />);
+
+		expect(screen.queryAllByRole('button', { name: /remove row/i })).toHaveLength(
+			0,
+		);
+
+		await user.click(screen.getByRole('button', { name: /add another/i }));
+
+		const removeButtons = screen.getAllByRole('button', { name: /remove row/i });
+		expect(removeButtons).toHaveLength(3);
+
+		await user.click(removeButtons[0]);
+
+		expect(screen.getAllByPlaceholderText('e.g. john@signoz.io')).toHaveLength(2);
+		expect(screen.queryAllByRole('button', { name: /remove row/i })).toHaveLength(
+			0,
+		);
+	});
+
+	it('cannot remove rows below minRows=1 default', async () => {
+		const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+		render(<InviteMembers initialRowCount={2} />);
+
+		const removeButtons = screen.getAllByRole('button', { name: /remove row/i });
+		await user.click(removeButtons[0]);
+
+		expect(screen.getAllByPlaceholderText('e.g. john@signoz.io')).toHaveLength(1);
+		expect(screen.queryAllByRole('button', { name: /remove row/i })).toHaveLength(
+			0,
+		);
+	});
+
+	it('preserves data in other rows when removing one', async () => {
+		const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+		render(<InviteMembers initialRowCount={3} />);
+
+		const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+		await user.type(emailInputs[0], 'first@signoz.io');
+		await user.type(emailInputs[2], 'third@signoz.io');
+
+		const removeButtons = screen.getAllByRole('button', { name: /remove row/i });
+		await user.click(removeButtons[1]);
+
+		const remainingInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+		expect(remainingInputs).toHaveLength(2);
+		expect(remainingInputs[0]).toHaveValue('first@signoz.io');
+		expect(remainingInputs[1]).toHaveValue('third@signoz.io');
+	});
+});

frontend/src/components/InviteMembers/__tests__/InviteMembers.submission.test.tsx

@@ -0,0 +1,362 @@
+import { rest, server } from 'mocks-server/server';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+
+import InviteMembers from '../InviteMembers';
+
+import {
+	CREATE_USER_ENDPOINT,
+	createErrorHandler,
+	createRolesHandler,
+	createSuccessHandler,
+	createTrackingHandler,
+	VALID_EMAIL,
+} from './testUtils';
+
+describe('InviteMembers - Submission', () => {
+	beforeEach(() => {
+		server.use(createRolesHandler(), createSuccessHandler());
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	describe('API calls', () => {
+		it('calls createUser API for each touched row', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const { handler, calls } = createTrackingHandler();
+			server.use(handler);
+
+			render(
+				<InviteMembers
+					initialRowCount={3}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], 'alice@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(calls).toHaveLength(1);
+				expect(calls[0]).toMatchObject({
+					email: 'alice@signoz.io',
+					userRoles: [{ id: 'role-viewer' }],
+				});
+			});
+		});
+
+		it('calls createUser API for multiple touched rows', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const { handler, calls } = createTrackingHandler();
+			server.use(handler);
+
+			render(
+				<InviteMembers
+					initialRowCount={3}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+
+			await user.type(emailInputs[0], 'alice@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.type(emailInputs[1], 'bob@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			const editorOptions = await screen.findAllByText('Editor');
+			await user.click(editorOptions[editorOptions.length - 1]);
+
+			await user.type(emailInputs[2], 'charlie@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			const adminOptions = await screen.findAllByText('Admin');
+			await user.click(adminOptions[adminOptions.length - 1]);
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(calls).toHaveLength(3);
+			});
+
+			expect(calls[0]).toMatchObject({
+				email: 'alice@signoz.io',
+				userRoles: [{ id: 'role-viewer' }],
+			});
+			expect(calls[1]).toMatchObject({
+				email: 'bob@signoz.io',
+				userRoles: [{ id: 'role-editor' }],
+			});
+			expect(calls[2]).toMatchObject({
+				email: 'charlie@signoz.io',
+				userRoles: [{ id: 'role-admin' }],
+			});
+		});
+	});
+
+	describe('callbacks', () => {
+		it('calls onSuccess when all invites succeed', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const onSuccess = jest.fn();
+
+			render(
+				<InviteMembers
+					onSuccess={onSuccess}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(onSuccess).toHaveBeenCalled();
+			});
+		});
+
+		it('calls onAllFailed when all invites fail', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const onAllFailed = jest.fn();
+
+			server.use(createErrorHandler('already_exists', 'User already exists'));
+
+			render(
+				<InviteMembers
+					onAllFailed={onAllFailed}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(onAllFailed).toHaveBeenCalledWith(
+					expect.arrayContaining([
+						expect.objectContaining({
+							email: VALID_EMAIL,
+							success: false,
+						}),
+					]),
+				);
+			});
+		});
+
+		it('calls onPartialSuccess when some invites succeed and some fail', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+			const onPartialSuccess = jest.fn();
+			const onSuccess = jest.fn();
+			const onAllFailed = jest.fn();
+			const apiCalls: string[] = [];
+			let callCount = 0;
+
+			server.use(
+				createRolesHandler(),
+				rest.post(CREATE_USER_ENDPOINT, async (req, res, ctx) => {
+					const body = await req.json();
+					apiCalls.push(body.email);
+					callCount++;
+					if (callCount === 1) {
+						return res(ctx.status(201), ctx.json({ data: { id: 'user-123' } }));
+					}
+					return res(
+						ctx.status(409),
+						ctx.json({
+							error: {
+								code: 'already_exists',
+								message: 'User already exists',
+							},
+						}),
+					);
+				}),
+			);
+
+			render(
+				<InviteMembers
+					initialRowCount={2}
+					onSuccess={onSuccess}
+					onPartialSuccess={onPartialSuccess}
+					onAllFailed={onAllFailed}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+
+			await user.type(emailInputs[0], 'alice@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.type(emailInputs[1], 'bob@signoz.io');
+			await user.click(screen.getAllByText('Select role')[0]);
+			const editorOptions = await screen.findAllByText('Editor');
+			await user.click(editorOptions[editorOptions.length - 1]);
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await waitFor(() => {
+				expect(apiCalls).toHaveLength(2);
+			});
+
+			expect(apiCalls).toStrictEqual(['alice@signoz.io', 'bob@signoz.io']);
+			expect(onSuccess).not.toHaveBeenCalled();
+			expect(onAllFailed).not.toHaveBeenCalled();
+			expect(onPartialSuccess).toHaveBeenCalledWith(
+				expect.arrayContaining([
+					expect.objectContaining({ email: 'alice@signoz.io', success: true }),
+					expect.objectContaining({
+						email: 'bob@signoz.io',
+						success: false,
+						error: 'User already exists',
+					}),
+				]),
+			);
+
+			await expect(
+				screen.findByTestId('invite-api-error'),
+			).resolves.toBeInTheDocument();
+			expect(
+				screen.getByText('1 invite(s) sent successfully.'),
+			).toBeInTheDocument();
+			expect(screen.getByText('1 invite(s) failed:')).toBeInTheDocument();
+			expect(
+				screen.getByText('bob@signoz.io: User already exists'),
+			).toBeInTheDocument();
+		});
+	});
+
+	describe('result display', () => {
+		it('shows success callout when all invites succeed', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByTestId('invite-success'),
+			).resolves.toBeInTheDocument();
+		});
+
+		it('shows error callout with failed emails when API fails', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			server.use(createErrorHandler('already_exists', 'User already exists'));
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByTestId('invite-api-error'),
+			).resolves.toBeInTheDocument();
+			expect(screen.getByText(/1 invite\(s\) failed/)).toBeInTheDocument();
+		});
+	});
+
+	describe('footer props', () => {
+		it('provides correct canSubmit state', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ canSubmit }): JSX.Element => (
+						<button data-testid="submit-btn" disabled={!canSubmit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			expect(screen.getByTestId('submit-btn')).toBeDisabled();
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+
+			expect(screen.getByTestId('submit-btn')).not.toBeDisabled();
+		});
+
+		it('provides touchedCount', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					initialRowCount={3}
+					renderFooter={({ touchedCount }): JSX.Element => (
+						<span data-testid="touched-count">{touchedCount}</span>
+					)}
+				/>,
+			);
+
+			expect(screen.getByTestId('touched-count')).toHaveTextContent('0');
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], 'a@b.com');
+
+			expect(screen.getByTestId('touched-count')).toHaveTextContent('1');
+
+			await user.type(emailInputs[1], 'c@d.com');
+
+			expect(screen.getByTestId('touched-count')).toHaveTextContent('2');
+		});
+	});
+});

frontend/src/components/InviteMembers/__tests__/InviteMembers.validation.test.tsx

@@ -0,0 +1,217 @@
+import { server } from 'mocks-server/server';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+
+import InviteMembers from '../InviteMembers';
+
+import {
+	createRolesHandler,
+	createSuccessHandler,
+	INVALID_EMAIL,
+	VALID_EMAIL,
+} from './testUtils';
+
+describe('InviteMembers - Validation', () => {
+	beforeEach(() => {
+		server.use(createRolesHandler(), createSuccessHandler());
+	});
+
+	afterEach(() => {
+		server.resetHandlers();
+	});
+
+	describe('email validation', () => {
+		it('shows email validation error when email is invalid and role is selected', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], INVALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText('Please enter valid emails for team members'),
+			).resolves.toBeInTheDocument();
+		});
+
+		it('shows inline error for invalid email field', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], INVALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText('Invalid email address'),
+			).resolves.toBeInTheDocument();
+		});
+
+		it('clears validation error when email is corrected', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], INVALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText('Please enter valid emails for team members'),
+			).resolves.toBeInTheDocument();
+
+			await user.clear(emailInputs[0]);
+			await user.type(emailInputs[0], VALID_EMAIL);
+
+			await waitFor(() => {
+				expect(
+					screen.queryByText('Please enter valid emails for team members'),
+				).not.toBeInTheDocument();
+			});
+		});
+	});
+
+	describe('role validation', () => {
+		it('shows role validation error when role is missing', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText('Please select roles for team members'),
+			).resolves.toBeInTheDocument();
+		});
+
+		it('clears role validation error when role is selected', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText('Please select roles for team members'),
+			).resolves.toBeInTheDocument();
+
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await waitFor(() => {
+				expect(
+					screen.queryByText('Please select roles for team members'),
+				).not.toBeInTheDocument();
+			});
+		});
+	});
+
+	describe('combined validation', () => {
+		it('shows combined error when both email and role are invalid', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], INVALID_EMAIL);
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			await expect(
+				screen.findByText(
+					'Please enter valid emails and select roles for team members',
+				),
+			).resolves.toBeInTheDocument();
+		});
+	});
+
+	describe('touched rows', () => {
+		it('only validates touched rows (rows with email or role)', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(
+				<InviteMembers
+					initialRowCount={3}
+					renderFooter={({ submit }): JSX.Element => (
+						<button data-testid="submit-btn" onClick={submit}>
+							Submit
+						</button>
+					)}
+				/>,
+			);
+
+			const emailInputs = screen.getAllByPlaceholderText('e.g. john@signoz.io');
+			await user.type(emailInputs[0], VALID_EMAIL);
+			await user.click(screen.getAllByText('Select role')[0]);
+			await user.click(await screen.findByText('Viewer'));
+
+			await user.click(screen.getByTestId('submit-btn'));
+
+			expect(
+				screen.queryByTestId('invite-validation-error'),
+			).not.toBeInTheDocument();
+		});
+	});
+});

frontend/src/components/InviteMembers/__tests__/testUtils.ts

@@ -0,0 +1,54 @@
+import { RestHandler } from 'msw';
+import { rest } from 'mocks-server/server';
+
+export const CREATE_USER_ENDPOINT = '*/api/v2/users';
+export const LIST_ROLES_ENDPOINT = '*/api/v1/roles';
+
+export const MOCK_ROLES = [
+	{ id: 'role-admin', name: 'Admin', description: 'Admin role' },
+	{ id: 'role-editor', name: 'Editor', description: 'Editor role' },
+	{ id: 'role-viewer', name: 'Viewer', description: 'Viewer role' },
+];
+
+export const VALID_EMAIL = 'alice@signoz.io';
+export const INVALID_EMAIL = 'not-an-email';
+
+export function createSuccessHandler(): RestHandler {
+	return rest.post(CREATE_USER_ENDPOINT, (_, res, ctx) =>
+		res(ctx.status(201), ctx.json({ data: { id: 'user-123' } })),
+	);
+}
+
+export function createErrorHandler(
+	code: string,
+	message: string,
+	status = 409,
+): RestHandler {
+	return rest.post(CREATE_USER_ENDPOINT, (_, res, ctx) =>
+		res(
+			ctx.status(status),
+			ctx.json({
+				errors: [{ code, msg: message }],
+			}),
+		),
+	);
+}
+
+export function createRolesHandler(): RestHandler {
+	return rest.get(LIST_ROLES_ENDPOINT, (_, res, ctx) =>
+		res(ctx.status(200), ctx.json({ data: MOCK_ROLES })),
+	);
+}
+
+export function createTrackingHandler(): {
+	handler: RestHandler;
+	calls: unknown[];
+} {
+	const calls: unknown[] = [];
+	const handler = rest.post(CREATE_USER_ENDPOINT, async (req, res, ctx) => {
+		const body = await req.json();
+		calls.push(body);
+		return res(ctx.status(201), ctx.json({ data: { id: 'user-123' } }));
+	});
+	return { handler, calls };
+}

frontend/src/components/InviteMembers/types.ts

@@ -0,0 +1,64 @@
+import { ReactNode } from 'react';
+
+export interface InviteMemberRow {
+	id: string;
+	email: string;
+	roleId: string;
+}
+
+export interface InviteResult {
+	email: string;
+	success: boolean;
+	error?: string;
+}
+
+export interface FooterRenderProps {
+	submit: () => Promise<InviteResult[]>;
+	reset: () => void;
+	canSubmit: boolean;
+	isSubmitting: boolean;
+	touchedCount: number;
+}
+
+export interface UseInviteMembersOptions {
+	initialRowCount?: number;
+	onSuccess?: () => void;
+	onPartialSuccess?: (results: InviteResult[]) => void;
+	onAllFailed?: (results: InviteResult[]) => void;
+}
+
+export interface UseInviteMembersReturn {
+	rows: InviteMemberRow[];
+	emailValidity: Record<string, boolean>;
+	hasInvalidEmails: boolean;
+	hasInvalidRoles: boolean;
+	isSubmitting: boolean;
+	inviteResults: InviteResult[] | null;
+
+	addRow: () => void;
+	removeRow: (id: string) => void;
+	updateEmail: (id: string, email: string) => void;
+	updateRole: (id: string, roleId: string | undefined) => void;
+	reset: () => void;
+	submit: () => Promise<InviteResult[]>;
+
+	touchedRows: InviteMemberRow[];
+	failedResults: InviteResult[];
+	successResults: InviteResult[];
+	canSubmit: boolean;
+}
+
+export interface InviteMembersProps {
+	className?: string;
+	initialRowCount?: number;
+	minRows?: number;
+	emailPlaceholder?: string;
+	showHeader?: boolean;
+	showAddButton?: boolean;
+
+	onSuccess?: () => void;
+	onPartialSuccess?: (results: InviteResult[]) => void;
+	onAllFailed?: (results: InviteResult[]) => void;
+
+	renderFooter?: (props: FooterRenderProps) => ReactNode;
+}

frontend/src/components/InviteMembers/useInviteMembers.ts

@@ -0,0 +1,245 @@
+import { useCallback, useMemo, useState } from 'react';
+import { AxiosError } from 'axios';
+import { convertToApiError } from 'api/ErrorResponseHandlerForGeneratedAPIs';
+import { RenderErrorResponseDTO } from 'api/generated/services/sigNoz.schemas';
+import { createUser } from 'api/generated/services/users';
+import { cloneDeep, debounce } from 'lodash-es';
+import { EMAIL_REGEX } from 'utils/app';
+import { getBaseUrl } from 'utils/basePath';
+import { v4 as uuid } from 'uuid';
+
+import {
+	InviteMemberRow,
+	InviteResult,
+	UseInviteMembersOptions,
+	UseInviteMembersReturn,
+} from './types';
+
+const createEmptyRow = (): InviteMemberRow => ({
+	id: uuid(),
+	email: '',
+	roleId: '',
+});
+
+const isRowTouched = (row: InviteMemberRow): boolean =>
+	row.email.trim() !== '' || row.roleId !== '';
+
+export function useInviteMembers(
+	options: UseInviteMembersOptions = {},
+): UseInviteMembersReturn {
+	const {
+		initialRowCount = 3,
+		onSuccess,
+		onPartialSuccess,
+		onAllFailed,
+	} = options;
+
+	const [rows, setRows] = useState<InviteMemberRow[]>(() =>
+		Array.from({ length: initialRowCount }, () => createEmptyRow()),
+	);
+	const [emailValidity, setEmailValidity] = useState<Record<string, boolean>>(
+		{},
+	);
+	const [hasInvalidEmails, setHasInvalidEmails] = useState(false);
+	const [hasInvalidRoles, setHasInvalidRoles] = useState(false);
+	const [isSubmitting, setIsSubmitting] = useState(false);
+	const [inviteResults, setInviteResults] = useState<InviteResult[] | null>(
+		null,
+	);
+
+	const touchedRows = useMemo(() => rows.filter(isRowTouched), [rows]);
+
+	const failedResults = useMemo(
+		() => inviteResults?.filter((r) => !r.success) ?? [],
+		[inviteResults],
+	);
+
+	const successResults = useMemo(
+		() => inviteResults?.filter((r) => r.success) ?? [],
+		[inviteResults],
+	);
+
+	const debouncedValidateEmail = useMemo(
+		() =>
+			debounce((email: string, rowId: string) => {
+				const isValid = EMAIL_REGEX.test(email);
+				setEmailValidity((prev) => ({ ...prev, [rowId]: isValid }));
+			}, 500),
+		[],
+	);
+
+	const validateAllRows = useCallback((): boolean => {
+		let isValid = true;
+		let hasEmailErrors = false;
+		let hasRoleErrors = false;
+		const updatedEmailValidity: Record<string, boolean> = {};
+
+		const touched = rows.filter(isRowTouched);
+
+		touched.forEach((row) => {
+			const emailValid = EMAIL_REGEX.test(row.email);
+			const roleValid = row.roleId !== '';
+
+			if (!emailValid || !row.email) {
+				isValid = false;
+				hasEmailErrors = true;
+			}
+			if (!roleValid) {
+				isValid = false;
+				hasRoleErrors = true;
+			}
+
+			updatedEmailValidity[row.id] = emailValid;
+		});
+
+		setEmailValidity(updatedEmailValidity);
+		setHasInvalidEmails(hasEmailErrors);
+		setHasInvalidRoles(hasRoleErrors);
+
+		return isValid;
+	}, [rows]);
+
+	const addRow = useCallback((): void => {
+		setRows((prev) => [...prev, createEmptyRow()]);
+	}, []);
+
+	const removeRow = useCallback((id: string): void => {
+		setRows((prev) => prev.filter((r) => r.id !== id));
+		setEmailValidity((prev) => {
+			const updated = { ...prev };
+			delete updated[id];
+			return updated;
+		});
+	}, []);
+
+	const updateEmail = useCallback(
+		(id: string, email: string): void => {
+			setRows((prev) => {
+				const updated = cloneDeep(prev);
+				const row = updated.find((r) => r.id === id);
+				if (row) {
+					row.email = email;
+				}
+				return updated;
+			});
+
+			if (hasInvalidEmails) {
+				setHasInvalidEmails(false);
+			}
+			if (emailValidity[id] === false) {
+				setEmailValidity((prev) => ({ ...prev, [id]: true }));
+			}
+			if (inviteResults) {
+				setInviteResults(null);
+			}
+
+			debouncedValidateEmail(email, id);
+		},
+		[hasInvalidEmails, emailValidity, inviteResults, debouncedValidateEmail],
+	);
+
+	const updateRole = useCallback(
+		(id: string, roleId: string | undefined): void => {
+			setRows((prev) => {
+				const updated = cloneDeep(prev);
+				const row = updated.find((r) => r.id === id);
+				if (row) {
+					row.roleId = roleId ?? '';
+				}
+				return updated;
+			});
+
+			if (hasInvalidRoles) {
+				setHasInvalidRoles(false);
+			}
+			if (inviteResults) {
+				setInviteResults(null);
+			}
+		},
+		[hasInvalidRoles, inviteResults],
+	);
+
+	const reset = useCallback((): void => {
+		setRows(Array.from({ length: initialRowCount }, () => createEmptyRow()));
+		setEmailValidity({});
+		setHasInvalidEmails(false);
+		setHasInvalidRoles(false);
+		setInviteResults(null);
+	}, [initialRowCount]);
+
+	const submit = useCallback(async (): Promise<InviteResult[]> => {
+		if (!validateAllRows()) {
+			return [];
+		}
+
+		const touched = rows.filter(isRowTouched);
+		if (touched.length === 0) {
+			return [];
+		}
+
+		setIsSubmitting(true);
+		setInviteResults(null);
+
+		const results: InviteResult[] = [];
+
+		for (const row of touched) {
+			try {
+				await createUser({
+					email: row.email.trim(),
+					frontendBaseUrl: getBaseUrl(),
+					userRoles: [{ id: row.roleId }],
+				});
+				results.push({ email: row.email, success: true });
+			} catch (err) {
+				const apiErr = convertToApiError(err as AxiosError<RenderErrorResponseDTO>);
+				results.push({
+					email: row.email,
+					success: false,
+					error: apiErr?.getErrorMessage() ?? 'Unknown error',
+				});
+			}
+		}
+
+		setInviteResults(results);
+		setIsSubmitting(false);
+
+		const failures = results.filter((r) => !r.success);
+		const successes = results.filter((r) => r.success);
+
+		if (failures.length === 0) {
+			onSuccess?.();
+		} else if (successes.length > 0) {
+			onPartialSuccess?.(results);
+		} else {
+			onAllFailed?.(results);
+		}
+
+		return results;
+	}, [validateAllRows, rows, onSuccess, onPartialSuccess, onAllFailed]);
+
+	const canSubmit = useMemo(
+		() => !isSubmitting && touchedRows.length > 0,
+		[isSubmitting, touchedRows.length],
+	);
+
+	return {
+		rows,
+		emailValidity,
+		hasInvalidEmails,
+		hasInvalidRoles,
+		isSubmitting,
+		inviteResults,
+
+		addRow,
+		removeRow,
+		updateEmail,
+		updateRole,
+		reset,
+		submit,
+
+		touchedRows,
+		failedResults,
+		successResults,
+		canSubmit,
+	};
+}

frontend/src/components/MessagingQueueHealthCheck/AttributeCheckList.tsx

@@ -62,13 +62,13 @@ function ErrorTitleAndKey({
 
 		switch (parentTitle) {
 			case 'Consumers':
-				link = `${ROUTES.GET_STARTED_APPLICATION_MONITORING}?${QueryParams.getStartedSource}=kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Consumers}`;
+				link = `${ROUTES.GET_STARTED_WITH_CLOUD}?${QueryParams.getStartedSource}=self-hosted-kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Consumers}`;
 				break;
 			case 'Producers':
-				link = `${ROUTES.GET_STARTED_APPLICATION_MONITORING}?${QueryParams.getStartedSource}=kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Producers}`;
+				link = `${ROUTES.GET_STARTED_WITH_CLOUD}?${QueryParams.getStartedSource}=self-hosted-kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Producers}`;
 				break;
 			case 'Kafka':
-				link = `${ROUTES.GET_STARTED_INFRASTRUCTURE_MONITORING}?${QueryParams.getStartedSource}=kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Kafka}`;
+				link = `${ROUTES.GET_STARTED_WITH_CLOUD}?${QueryParams.getStartedSource}=self-hosted-kafka&${QueryParams.getStartedSourceService}=${MessagingQueueHealthCheckService.Kafka}`;
 				break;
 			default:
 				link = '';

frontend/src/components/SpanHoverCard/SpanHoverCard.styles.scss

@@ -1,106 +0,0 @@
-.span-hover-card {
-	.ant-popover-inner {
-		background: linear-gradient(
-			139deg,
-			color-mix(in srgb, var(--card) 32%, transparent) 0%,
-			color-mix(in srgb, var(--card) 36%, transparent) 98.68%
-		);
-		padding: 12px 16px;
-		border: 1px solid var(--l1-border);
-
-		&::before {
-			content: '';
-			position: absolute;
-			top: 0;
-			left: 0;
-			right: 0;
-			bottom: 0;
-			background: linear-gradient(
-				139deg,
-				color-mix(in srgb, var(--card) 32%, transparent) 0%,
-				color-mix(in srgb, var(--card) 36%, transparent) 98.68%
-			);
-			backdrop-filter: blur(20px);
-			border-radius: 4px;
-			z-index: -1;
-			will-change: background-color, backdrop-filter;
-		}
-	}
-
-	&__title {
-		display: flex;
-		flex-direction: column;
-		gap: 0.25rem;
-		margin-bottom: 0.5rem;
-	}
-
-	&__operation {
-		color: var(--l1-foreground);
-		font-size: 12px;
-		font-weight: 500;
-		line-height: 20px;
-		letter-spacing: 0.48px;
-	}
-
-	&__service {
-		font-size: 0.875rem;
-		color: var(--muted-foreground);
-		font-weight: 400;
-	}
-
-	&__error {
-		font-size: 0.75rem;
-		color: var(--danger-background);
-		font-weight: 500;
-	}
-
-	&__row {
-		display: flex;
-		justify-content: space-between;
-		align-items: center;
-		margin-top: 8px;
-		gap: 16px;
-	}
-
-	&__label {
-		color: var(--muted-foreground);
-		font-size: 12px;
-		font-weight: 500;
-		line-height: 20px;
-	}
-
-	&__value {
-		color: var(--l1-foreground);
-		font-size: 12px;
-		font-weight: 500;
-		line-height: 20px;
-		text-align: right;
-	}
-
-	&__relative-time {
-		display: flex;
-		align-items: center;
-		margin-top: 4px;
-		gap: 8px;
-		border-radius: 1px 0 0 1px;
-		background: linear-gradient(
-			90deg,
-			hsla(358, 75%, 59%, 0.2) 0%,
-			transparent 100%
-		);
-
-		&-icon {
-			width: 2px;
-			height: 20px;
-			flex-shrink: 0;
-			border-radius: 2px;
-			background: var(--danger-background);
-		}
-	}
-
-	&__relative-text {
-		color: var(--bg-cherry-300);
-		font-size: 12px;
-		line-height: 20px;
-	}
-}

frontend/src/components/SpanHoverCard/SpanHoverCard.tsx

@@ -1,103 +0,0 @@
-import { ReactNode } from 'react';
-import { Popover } from 'antd';
-import { Typography } from '@signozhq/ui/typography';
-import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
-import { convertTimeToRelevantUnit } from 'container/TraceDetail/utils';
-import dayjs from 'dayjs';
-import { useTimezone } from 'providers/Timezone';
-import { Span } from 'types/api/trace/getTraceV2';
-import { toFixed } from 'utils/toFixed';
-
-import './SpanHoverCard.styles.scss';
-
-interface ITraceMetadata {
-	startTime: number;
-	endTime: number;
-}
-
-interface SpanHoverCardProps {
-	span: Span;
-	traceMetadata: ITraceMetadata;
-	children: ReactNode;
-}
-
-function SpanHoverCard({
-	span,
-	traceMetadata,
-	children,
-}: SpanHoverCardProps): JSX.Element {
-	const duration = span.durationNano / 1e6; // Convert nanoseconds to milliseconds
-	const { time: formattedDuration, timeUnitName } =
-		convertTimeToRelevantUnit(duration);
-
-	const { timezone } = useTimezone();
-
-	// Calculate relative start time from trace start
-	const relativeStartTime = span.timestamp - traceMetadata.startTime;
-	const { time: relativeTime, timeUnitName: relativeTimeUnit } =
-		convertTimeToRelevantUnit(relativeStartTime);
-
-	// Format absolute start time
-	const startTimeFormatted = dayjs(span.timestamp)
-		.tz(timezone.value)
-		.format(DATE_TIME_FORMATS.DD_MMM_YYYY_HH_MM_SS);
-
-	const getContent = (): JSX.Element => (
-		<div className="span-hover-card">
-			<div className="span-hover-card__row">
-				<Typography.Text className="span-hover-card__label">
-					Duration:
-				</Typography.Text>
-				<Typography.Text className="span-hover-card__value">
-					{toFixed(formattedDuration, 2)}
-					{timeUnitName}
-				</Typography.Text>
-			</div>
-			<div className="span-hover-card__row">
-				<Typography.Text className="span-hover-card__label">
-					Events:
-				</Typography.Text>
-				<Typography.Text className="span-hover-card__value">
-					{span.event?.length || 0}
-				</Typography.Text>
-			</div>
-			<div className="span-hover-card__row">
-				<Typography.Text className="span-hover-card__label">
-					Start time:
-				</Typography.Text>
-				<Typography.Text className="span-hover-card__value">
-					{startTimeFormatted}
-				</Typography.Text>
-			</div>
-			<div className="span-hover-card__relative-time">
-				<div className="span-hover-card__relative-time-icon" />
-				<Typography.Text className="span-hover-card__relative-text">
-					{toFixed(relativeTime, 2)}
-					{relativeTimeUnit} after trace start
-				</Typography.Text>
-			</div>
-		</div>
-	);
-
-	return (
-		<Popover
-			title={
-				<div className="span-hover-card__title">
-					<Typography.Text className="span-hover-card__operation">
-						{span.name}
-					</Typography.Text>
-				</div>
-			}
-			mouseEnterDelay={0.2}
-			content={getContent()}
-			trigger="hover"
-			rootClassName="span-hover-card"
-			autoAdjustOverflow
-			arrow={false}
-		>
-			{children}
-		</Popover>
-	);
-}
-
-export default SpanHoverCard;

frontend/src/components/SpanHoverCard/__tests__/SpanHoverCard.test.tsx

@@ -1,292 +0,0 @@
-import { act, fireEvent, render, screen } from '@testing-library/react';
-import { TimezoneContextType } from 'providers/Timezone';
-import { Span } from 'types/api/trace/getTraceV2';
-
-import SpanHoverCard from '../SpanHoverCard';
-
-// Mock timezone provider so SpanHoverCard can use useTimezone without a real context
-jest.mock('providers/Timezone', () => ({
-	__esModule: true,
-	useTimezone: (): TimezoneContextType => ({
-		timezone: {
-			name: 'Coordinated Universal Time — UTC, GMT',
-			value: 'UTC',
-			offset: 'UTC',
-			searchIndex: 'UTC',
-		},
-		browserTimezone: {
-			name: 'Coordinated Universal Time — UTC, GMT',
-			value: 'UTC',
-			offset: 'UTC',
-			searchIndex: 'UTC',
-		},
-		updateTimezone: jest.fn(),
-		formatTimezoneAdjustedTimestamp: jest.fn(() => 'mock-date'),
-		formatTimezoneAdjustedTimestampOptional: jest.fn(() => 'mock-date'),
-		isAdaptationEnabled: true,
-		setIsAdaptationEnabled: jest.fn(),
-	}),
-}));
-
-// Mock dayjs for testing, including timezone helpers used in timezoneUtils
-jest.mock('dayjs', () => {
-	const mockDayjsInstance: any = {};
-
-	mockDayjsInstance.format = jest.fn((formatString: string) =>
-		// Match the DD_MMM_YYYY_HH_MM_SS format: 'DD MMM YYYY, HH:mm:ss'
-		formatString === 'DD MMM YYYY, HH:mm:ss'
-			? '15 Mar 2024, 14:23:45'
-			: 'mock-date',
-	);
-
-	// Support chaining: dayjs().tz(timezone).format(...) and dayjs().tz(timezone).utcOffset()
-	mockDayjsInstance.tz = jest.fn(() => mockDayjsInstance);
-	mockDayjsInstance.utcOffset = jest.fn(() => 0);
-
-	const mockDayjs = jest.fn(() => mockDayjsInstance);
-
-	Object.assign(mockDayjs, {
-		extend: jest.fn(),
-		// Support dayjs.tz.guess()
-		tz: { guess: jest.fn(() => 'UTC') },
-	});
-
-	return mockDayjs;
-});
-
-const HOVER_ELEMENT_ID = 'hover-element';
-
-const mockSpan: Span = {
-	spanId: 'test-span-id',
-	traceId: 'test-trace-id',
-	rootSpanId: 'root-span-id',
-	parentSpanId: 'parent-span-id',
-	name: 'GET /api/users',
-	timestamp: 1679748225000000,
-	durationNano: 150000000,
-	serviceName: 'user-service',
-	kind: 1,
-	hasError: false,
-	level: 1,
-	references: [],
-	tagMap: {},
-	event: [
-		{
-			name: 'event1',
-			timeUnixNano: 1679748225100000,
-			attributeMap: {},
-			isError: false,
-		},
-		{
-			name: 'event2',
-			timeUnixNano: 1679748225200000,
-			attributeMap: {},
-			isError: false,
-		},
-	],
-	rootName: 'root-span',
-	statusMessage: '',
-	statusCodeString: 'OK',
-	spanKind: 'server',
-	hasChildren: false,
-	hasSibling: false,
-	subTreeNodeCount: 1,
-};
-
-const mockTraceMetadata = {
-	startTime: 1679748225000000,
-	endTime: 1679748226000000,
-};
-
-describe('SpanHoverCard', () => {
-	beforeEach(() => {
-		jest.useFakeTimers();
-	});
-
-	afterEach(() => {
-		jest.useRealTimers();
-	});
-
-	it('renders child element correctly', () => {
-		render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid="child-element">Hover me</div>
-			</SpanHoverCard>,
-		);
-
-		expect(screen.getByTestId('child-element')).toBeInTheDocument();
-		expect(screen.getByText('Hover me')).toBeInTheDocument();
-	});
-
-	it('shows popover after 0.2 second delay on hover', async () => {
-		render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Hover for details</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Hover over the element
-		fireEvent.mouseEnter(hoverElement);
-
-		// Popover should NOT appear immediately
-		expect(screen.queryByText('Duration:')).not.toBeInTheDocument();
-
-		// Advance time by 0.5 seconds
-		act(() => {
-			jest.advanceTimersByTime(200);
-		});
-
-		// Now popover should appear
-		expect(screen.getByText('Duration:')).toBeInTheDocument();
-	});
-
-	it('does not show popover if hover is too brief', async () => {
-		render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Quick hover test</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Quick hover and unhover (less than the 0.2s delay)
-		fireEvent.mouseEnter(hoverElement);
-		act(() => {
-			jest.advanceTimersByTime(100); // Only 0.1 seconds
-		});
-		fireEvent.mouseLeave(hoverElement);
-
-		// Advance past the full delay
-		act(() => {
-			jest.advanceTimersByTime(400);
-		});
-
-		// Popover should not appear
-		expect(screen.queryByText('Duration:')).not.toBeInTheDocument();
-	});
-
-	it('displays span information in popover content after delay', async () => {
-		render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Test span</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Hover and wait for popover
-		fireEvent.mouseEnter(hoverElement);
-		act(() => {
-			jest.advanceTimersByTime(500);
-		});
-
-		// Check that popover shows span operation name in title
-		expect(screen.getByText('GET /api/users')).toBeInTheDocument();
-
-		// Check duration information
-		expect(screen.getByText('Duration:')).toBeInTheDocument();
-		expect(screen.getByText('150ms')).toBeInTheDocument();
-
-		// Check events count
-		expect(screen.getByText('Events:')).toBeInTheDocument();
-		expect(screen.getByText('2')).toBeInTheDocument();
-
-		// Check start time label
-		expect(screen.getByText('Start time:')).toBeInTheDocument();
-	});
-
-	it('displays date in DD MMM YYYY, HH:mm:ss format with seconds', async () => {
-		render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Date format test</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Hover and wait for popover
-		fireEvent.mouseEnter(hoverElement);
-		act(() => {
-			jest.advanceTimersByTime(500);
-		});
-
-		// Verify the DD MMM YYYY, HH:mm:ss format is displayed
-		expect(screen.getByText('15 Mar 2024, 14:23:45')).toBeInTheDocument();
-	});
-
-	it('displays relative time information', async () => {
-		const spanWithRelativeTime: Span = {
-			...mockSpan,
-			timestamp: mockTraceMetadata.startTime + 1000000, // 1 second later
-		};
-
-		render(
-			<SpanHoverCard span={spanWithRelativeTime} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Relative time test</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Hover and wait for popover
-		fireEvent.mouseEnter(hoverElement);
-		act(() => {
-			jest.advanceTimersByTime(500);
-		});
-
-		// Check relative time display
-		expect(screen.getByText(/after trace start/)).toBeInTheDocument();
-	});
-
-	it('handles spans with no events correctly', async () => {
-		const spanWithoutEvents: Span = {
-			...mockSpan,
-			event: [],
-		};
-
-		render(
-			<SpanHoverCard span={spanWithoutEvents} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>No events test</div>
-			</SpanHoverCard>,
-		);
-
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-
-		// Hover and wait for popover
-		fireEvent.mouseEnter(hoverElement);
-		act(() => {
-			jest.advanceTimersByTime(500);
-		});
-
-		expect(screen.getByText('Events:')).toBeInTheDocument();
-		expect(screen.getByText('0')).toBeInTheDocument();
-	});
-
-	it('verifies mouseEnterDelay prop is set to 0.5', () => {
-		const { container } = render(
-			<SpanHoverCard span={mockSpan} traceMetadata={mockTraceMetadata}>
-				<div data-testid={HOVER_ELEMENT_ID}>Delay test</div>
-			</SpanHoverCard>,
-		);
-
-		// The mouseEnterDelay prop should be set on the Popover component
-		// This test verifies the implementation includes the delay
-		const popover = container.querySelector('.ant-popover');
-		expect(popover).not.toBeInTheDocument(); // Initially not visible
-
-		// Hover to trigger delay mechanism
-		const hoverElement = screen.getByTestId(HOVER_ELEMENT_ID);
-		fireEvent.mouseEnter(hoverElement);
-
-		// Should not appear before delay
-		expect(screen.queryByText('Duration:')).not.toBeInTheDocument();
-
-		// Should appear after delay
-		act(() => {
-			jest.advanceTimersByTime(500);
-		});
-		expect(screen.getByText('Duration:')).toBeInTheDocument();
-	});
-});

frontend/src/constants/features.ts

@@ -7,10 +7,10 @@ export enum FeatureKeys {
 	GATEWAY = 'gateway',
 	PREMIUM_SUPPORT = 'premium_support',
 	ANOMALY_DETECTION = 'anomaly_detection',
-	ONBOARDING_V3 = 'onboarding_v3',
 	DOT_METRICS_ENABLED = 'dot_metrics_enabled',
 	USE_JSON_BODY = 'use_json_body',
 	USE_FINE_GRAINED_AUTHZ = 'use_fine_grained_authz',
 	USE_DASHBOARD_V2 = 'use_dashboard_v2',
-	EMABLE_AI_OBSERVABILITY = 'enable_ai_observability',
+	ENABLE_AI_OBSERVABILITY = 'enable_ai_observability',
+	ENABLE_METRICS_REDUCTION = 'enable_metrics_reduction',
 }

frontend/src/constants/routes.ts

@@ -11,14 +11,7 @@ const ROUTES = {
 	TRACE_DETAIL_OLD: '/trace-old/:id',
 	TRACES_EXPLORER: '/traces-explorer',
 	ONBOARDING: '/onboarding',
-	GET_STARTED: '/get-started',
 	GET_STARTED_WITH_CLOUD: '/get-started-with-signoz-cloud',
-	GET_STARTED_APPLICATION_MONITORING: '/get-started/application-monitoring',
-	GET_STARTED_LOGS_MANAGEMENT: '/get-started/logs-management',
-	GET_STARTED_INFRASTRUCTURE_MONITORING:
-		'/get-started/infrastructure-monitoring',
-	GET_STARTED_AWS_MONITORING: '/get-started/aws-monitoring',
-	GET_STARTED_AZURE_MONITORING: '/get-started/azure-monitoring',
 	USAGE_EXPLORER: '/usage-explorer',
 	APPLICATION: '/services',
 	ALL_DASHBOARD: '/dashboard',
@@ -81,6 +74,7 @@ const ROUTES = {
 	METRICS_EXPLORER: '/metrics-explorer/summary',
 	METRICS_EXPLORER_EXPLORER: '/metrics-explorer/explorer',
 	METRICS_EXPLORER_VIEWS: '/metrics-explorer/views',
+	METRICS_EXPLORER_VOLUME_CONTROL: '/metrics-explorer/volume-control',
 	API_MONITORING_BASE: '/api-monitoring',
 	API_MONITORING: '/api-monitoring/explorer',
 	METRICS_EXPLORER_BASE: '/metrics-explorer',
@@ -95,6 +89,8 @@ const ROUTES = {
 	AI_ASSISTANT_BASE: '/ai-assistant',
 	AI_ASSISTANT_ICON_PREVIEW: '/ai-assistant-icon-preview',
 	MCP_SERVER: '/settings/mcp-server',
+	LLM_OBSERVABILITY_BASE: '/llm-observability',
+	LLM_OBSERVABILITY_MODEL_PRICING: '/llm-observability/settings/model-pricing',
 } as const;
 
 export default ROUTES;

frontend/src/container/AIAssistant/__tests__/getAutoContexts.test.ts

@@ -48,6 +48,48 @@ describe('getAutoContexts', () => {
 		]);
 	});
 
+	it('includes the query in alert edit context', () => {
+		const ruleId = 'rule-edit';
+		const query = { queryType: 'builder', builder: { queryData: [] } };
+		const compositeQuery = encodeURIComponent(JSON.stringify(query));
+		const search = `?${QueryParams.ruleId}=${ruleId}&${QueryParams.compositeQuery}=${compositeQuery}`;
+
+		const contexts = getAutoContexts(ROUTES.EDIT_ALERTS, search);
+
+		expect(contexts).toStrictEqual([
+			{
+				source: 'auto',
+				type: 'alert',
+				resourceId: ruleId,
+				metadata: {
+					page: 'alert_edit',
+					ruleId,
+					query,
+				},
+			},
+		]);
+	});
+
+	it('includes the query in alert new context (no ruleId)', () => {
+		const query = { queryType: 'builder', builder: { queryData: [] } };
+		const compositeQuery = encodeURIComponent(JSON.stringify(query));
+		const search = `?${QueryParams.compositeQuery}=${compositeQuery}`;
+
+		const contexts = getAutoContexts(ROUTES.ALERTS_NEW, search);
+
+		expect(contexts).toStrictEqual([
+			{
+				source: 'auto',
+				type: 'alert',
+				resourceId: null,
+				metadata: {
+					page: 'alert_new',
+					query,
+				},
+			},
+		]);
+	});
+
 	it('returns triggered alerts context on alert history without ruleId', () => {
 		const contexts = getAutoContexts(ROUTES.ALERT_HISTORY, '');
 

frontend/src/container/AIAssistant/components/ChatInput/ChatInput.module.scss

@@ -377,9 +377,63 @@
 }
 
 .contextPopoverEmpty {
+	// Fill the entity panel so the state sits centred in the dead space rather
+	// than clinging to the top-left corner.
+	flex: 1;
+	display: flex;
+	flex-direction: column;
+	align-items: center;
+	justify-content: center;
+	gap: 10px;
+	padding: 24px 20px;
+	text-align: center;
 	font-size: 12px;
 	color: var(--l3-foreground);
-	padding: 10px 8px;
+}
+
+.contextPopoverEmptyIcon {
+	display: inline-flex;
+	align-items: center;
+	justify-content: center;
+	width: 28px;
+	height: 28px;
+	// `--empty-accent` is set per category on the root (robin/cherry/forest).
+	color: var(--empty-accent);
+	background: color-mix(in srgb, var(--empty-accent), transparent 88%);
+	border-radius: var(--radius-2);
+}
+
+.contextPopoverEmptyTitle {
+	margin: 0;
+	max-width: 280px;
+	color: var(--l2-foreground);
+	font-size: 13px;
+	font-weight: 600;
+	line-height: 1.4;
+	// Clamp to 2 lines with an ellipsis so a long query can't blow out the
+	// popover height. The CTA below is a stock DS link button, so the query is
+	// kept readable here rather than forcing the button to wrap.
+	display: -webkit-box;
+	-webkit-box-orient: vertical;
+	-webkit-line-clamp: 2;
+	overflow: hidden;
+	text-overflow: ellipsis;
+	overflow-wrap: anywhere;
+}
+
+.contextPopoverEmptyCta {
+	max-width: 100%;
+}
+
+.contextPopoverEmptyCtaLabel {
+	display: -webkit-box;
+	-webkit-box-orient: vertical;
+	-webkit-line-clamp: 1;
+	min-width: 0;
+	overflow: hidden;
+	text-overflow: ellipsis;
+	overflow-wrap: anywhere;
+	text-align: center;
 }
 
 .micBtn {

frontend/src/container/AIAssistant/components/ChatInput/ChatInput.tsx

@@ -42,19 +42,22 @@ import { useSpeechRecognition } from '../../hooks/useSpeechRecognition';
 import { MessageAttachment } from '../../types';
 import { MessageContext } from '../../../../api/ai-assistant/chat';
 import {
-	Bell,
-	LayoutDashboard,
 	Mic,
 	Plus,
 	Search,
 	Send,
-	ShieldCheck,
 	Square,
 	TriangleAlert,
 	X,
 } from '@signozhq/icons';
 
 import styles from './ChatInput.module.scss';
+import ContextPickerEmptyState from './ContextPickerEmptyState';
+import {
+	CONTEXT_CATEGORIES,
+	CONTEXT_CATEGORY_ICONS,
+	ContextCategory,
+} from './contextPicker';
 
 interface ChatInputProps {
 	onSend: (
@@ -162,10 +165,6 @@ const HOME_SERVICES_INTERVAL = 30 * 60 * 1000;
 /** sessionStorage key for the "voice input failed this tab" flag. */
 const VOICE_UNAVAILABLE_KEY = 'ai-assistant-voice-unavailable';
 
-const CONTEXT_CATEGORIES = ['Dashboards', 'Alerts', 'Services'] as const;
-
-type ContextCategory = (typeof CONTEXT_CATEGORIES)[number];
-
 interface SelectedContextItem {
 	category: ContextCategory;
 	entityId: string;
@@ -205,12 +204,6 @@ interface ContextEntityItem {
 	value: string;
 }
 
-const CONTEXT_CATEGORY_ICONS = {
-	Dashboards: LayoutDashboard,
-	Alerts: Bell,
-	Services: ShieldCheck,
-} satisfies Record<ContextCategory, unknown>;
-
 function fileToDataUrl(file: File): Promise<string> {
 	return new Promise((resolve, reject) => {
 		const reader = new FileReader();
@@ -331,6 +324,30 @@ export default function ChatInput({
 		[mentionRange, selectedContexts, text],
 	);
 
+	// Empty-state CTA: drop a starter prompt into the composer (never auto-sent)
+	// and hand the user the caret at the end so they can finish the sentence.
+	const handleContextPrefill = useCallback(
+		(prompt: string) => {
+			const next = capText(prompt);
+			setText(next);
+			committedTextRef.current = next;
+			setMentionRange(null);
+			setPickerSearchQuery('');
+			setIsContextPickerOpen(false);
+			// Defer so React commits the new value before we place the caret.
+			requestAnimationFrame(() => {
+				const el = textareaRef.current;
+				if (!el) {
+					return;
+				}
+				el.focus();
+				const end = el.value.length;
+				el.setSelectionRange(end, end);
+			});
+		},
+		[capText],
+	);
+
 	const focusCategory = useCallback((category: ContextCategory) => {
 		setActiveContextCategory(category);
 		setPickerSearchQuery('');
@@ -824,10 +841,14 @@ export default function ChatInput({
 	// Type-ahead filter against the `@<query>` typed in the textarea. When
 	// the picker was opened from the "Add Context" button there's no
 	// mention query, so fall back to the in-popover search input.
-	const mentionQuery = mentionRange
-		? text.slice(mentionRange.start + 1, mentionRange.end).toLowerCase()
+	const rawMentionQuery = mentionRange
+		? text.slice(mentionRange.start + 1, mentionRange.end)
 		: '';
+	const mentionQuery = rawMentionQuery.toLowerCase();
 	const activeQuery = mentionQuery || pickerSearchQuery.trim().toLowerCase();
+	// Original-case query for empty-state copy + prefill ("checkout", not the
+	// lowercased filter key). Mirrors `activeQuery`'s mention-then-search order.
+	const displayQuery = rawMentionQuery || pickerSearchQuery.trim();
 	const filteredContextOptions = activeQuery
 		? contextEntitiesByCategory[activeContextCategory].filter((entity) =>
 				entity.value.toLowerCase().includes(activeQuery),
@@ -1071,9 +1092,11 @@ export default function ChatInput({
 												Failed to load {activeContextCategory.toLowerCase()}.
 											</div>
 										) : filteredContextOptions.length === 0 ? (
-											<div className={styles.contextPopoverEmpty}>
-												No matching entities
-											</div>
+											<ContextPickerEmptyState
+												category={activeContextCategory}
+												query={displayQuery}
+												onPrefill={handleContextPrefill}
+											/>
 										) : (
 											filteredContextOptions.map((option, index) => {
 												const isSelected = selectedContexts.some(

frontend/src/container/AIAssistant/components/ChatInput/ContextPickerEmptyState.tsx

@@ -0,0 +1,68 @@
+import { Sparkles } from '@signozhq/icons';
+import { Button } from '@signozhq/ui/button';
+import type { CSSProperties } from 'react';
+
+import styles from './ChatInput.module.scss';
+import {
+	CONTEXT_CATEGORY_ICONS,
+	ContextCategory,
+	getContextPickerEmptyContent,
+} from './contextPicker';
+
+// Per-category accent, mapped to semantic accent tokens (robin is the brand
+// primary). Exposed to the SCSS as the `--empty-accent` custom property so the
+// icon and CTA share one colour per category.
+const CATEGORY_ACCENT: Record<ContextCategory, string> = {
+	Dashboards: 'var(--accent-primary)',
+	Alerts: 'var(--accent-cherry)',
+	Services: 'var(--accent-forest)',
+};
+
+interface ContextPickerEmptyStateProps {
+	category: ContextCategory;
+	/** The active search query (mention or in-popover search), original case. */
+	query: string;
+	/** Drops the starter prompt into the composer (never auto-sends). */
+	onPrefill: (prompt: string) => void;
+}
+
+/**
+ * Empty state for the @-mention context picker. Distinguishes a brand-new user
+ * with nothing to pick (onboarding) from a search that matched nothing, and in
+ * both cases offers a clickable CTA that seeds the composer.
+ */
+export default function ContextPickerEmptyState({
+	category,
+	query,
+	onPrefill,
+}: ContextPickerEmptyStateProps): JSX.Element {
+	const { title, ctaLabel, prefill } = getContextPickerEmptyContent(
+		category,
+		query,
+	);
+	const CategoryIcon = CONTEXT_CATEGORY_ICONS[category];
+
+	return (
+		<div
+			className={styles.contextPopoverEmpty}
+			style={{ '--empty-accent': CATEGORY_ACCENT[category] } as CSSProperties}
+		>
+			<span className={styles.contextPopoverEmptyIcon} aria-hidden="true">
+				<CategoryIcon size={16} />
+			</span>
+			<p className={styles.contextPopoverEmptyTitle}>{title}</p>
+			<Button
+				type="button"
+				variant="link"
+				size="sm"
+				color="primary"
+				className={styles.contextPopoverEmptyCta}
+				onClick={(): void => onPrefill(prefill)}
+				data-testid={`ai-context-empty-cta-${category}`}
+				prefix={<Sparkles size={14} />}
+			>
+				<span className={styles.contextPopoverEmptyCtaLabel}>{ctaLabel}</span>
+			</Button>
+		</div>
+	);
+}

frontend/src/container/AIAssistant/components/ChatInput/__tests__/ChatInput.prefill.test.tsx

@@ -0,0 +1,113 @@
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+
+// The prefill flow only depends on the context-picker data hooks resolving to
+// empty lists (so the empty state renders) — mock them to skip real fetches.
+jest.mock('hooks/dashboard/useGetAllDashboard', () => ({
+	useGetAllDashboard: (): unknown => ({
+		data: [],
+		isLoading: false,
+		isError: false,
+	}),
+}));
+
+jest.mock('api/generated/services/rules', () => ({
+	useListRules: (): unknown => ({ data: [], isLoading: false, isError: false }),
+	getListRulesQueryKey: (): string[] => ['rules'],
+}));
+
+jest.mock('hooks/useQueryService', () => ({
+	useQueryService: (): unknown => ({
+		data: [],
+		isLoading: false,
+		isFetching: false,
+		isError: false,
+	}),
+}));
+
+// Irrelevant to the prefill flow and otherwise require browser APIs / extra
+// context providers, so stub them out.
+jest.mock('../../../hooks/useSpeechRecognition', () => ({
+	useSpeechRecognition: (): unknown => ({
+		isListening: false,
+		isSupported: false,
+		permission: 'prompt',
+		start: jest.fn(),
+		discard: jest.fn(),
+	}),
+}));
+
+jest.mock('../../../hooks/useAIAssistantAnalyticsContext', () => ({
+	useAIAssistantAnalyticsContext: (): unknown => ({
+		threadId: undefined,
+		page: '/',
+		mode: 'sidepane',
+	}),
+}));
+
+// eslint-disable-next-line import/first
+import { TooltipProvider } from '@signozhq/ui/tooltip';
+// eslint-disable-next-line import/first
+import ChatInput from '../ChatInput';
+
+function renderChatInput(): void {
+	render(
+		<TooltipProvider>
+			<ChatInput onSend={jest.fn()} />
+		</TooltipProvider>,
+	);
+}
+
+function getComposer(): HTMLTextAreaElement {
+	return screen.getByPlaceholderText(/Ask anything/i) as HTMLTextAreaElement;
+}
+
+describe('ChatInput — empty-state CTA prefill flow', () => {
+	it('full-replaces existing prose with the query-seeded prompt and closes the picker', async () => {
+		renderChatInput();
+
+		// Pre-existing prose in the composer.
+		await userEvent.type(getComposer(), 'show me something');
+
+		// Open the picker and search for an entity that does not exist.
+		await userEvent.click(screen.getByRole('button', { name: /add context/i }));
+		await userEvent.type(
+			await screen.findByPlaceholderText(/search dashboards/i),
+			'chk',
+		);
+
+		const cta = await screen.findByTestId('ai-context-empty-cta-Dashboards');
+		expect(cta).toHaveTextContent('Create a dashboard for "chk"');
+
+		await userEvent.click(cta);
+
+		// Full-replace is intentional: the prefill is a complete sentence, so the
+		// prior "show me something" prose is discarded rather than producing
+		// broken grammar (see handleContextPrefill). The query is seeded in.
+		expect(getComposer().value).toBe('Create a dashboard for chk');
+
+		// Picker closed → the empty-state CTA is gone.
+		await waitFor(() =>
+			expect(
+				screen.queryByTestId('ai-context-empty-cta-Dashboards'),
+			).not.toBeInTheDocument(),
+		);
+	});
+
+	it('seeds only the prefix (with trailing space) in the onboarding case', async () => {
+		renderChatInput();
+
+		await userEvent.click(screen.getByRole('button', { name: /add context/i }));
+
+		const cta = await screen.findByTestId('ai-context-empty-cta-Dashboards');
+		expect(cta).toHaveTextContent('Ask me to create one');
+
+		await userEvent.click(cta);
+
+		expect(getComposer().value).toBe('Create a dashboard for ');
+		await waitFor(() =>
+			expect(
+				screen.queryByTestId('ai-context-empty-cta-Dashboards'),
+			).not.toBeInTheDocument(),
+		);
+	});
+});

frontend/src/container/AIAssistant/components/ChatInput/__tests__/ContextPickerEmptyState.test.tsx

@@ -0,0 +1,135 @@
+import { render, screen, userEvent } from 'tests/test-utils';
+
+import { ContextCategory } from '../contextPicker';
+import ContextPickerEmptyState from '../ContextPickerEmptyState';
+
+function renderEmptyState(
+	category: ContextCategory,
+	query: string,
+	onPrefill = jest.fn(),
+): { onPrefill: jest.Mock; container: HTMLElement } {
+	const { container } = render(
+		<ContextPickerEmptyState
+			category={category}
+			query={query}
+			onPrefill={onPrefill}
+		/>,
+	);
+	return { onPrefill, container };
+}
+
+function ctaFor(category: ContextCategory): HTMLElement {
+	return screen.getByTestId(`ai-context-empty-cta-${category}`);
+}
+
+describe('ContextPickerEmptyState', () => {
+	describe('onboarding (no query)', () => {
+		it('renders dashboards copy and prefills the prefix only', async () => {
+			const { onPrefill } = renderEmptyState('Dashboards', '');
+
+			expect(screen.getByText('No dashboards yet.')).toBeInTheDocument();
+			const cta = ctaFor('Dashboards');
+			expect(cta).toHaveTextContent('Ask me to create one');
+
+			await userEvent.click(cta);
+			expect(onPrefill).toHaveBeenCalledTimes(1);
+			expect(onPrefill).toHaveBeenCalledWith('Create a dashboard for ');
+		});
+
+		it('renders alerts copy and prefills the prefix only', async () => {
+			const { onPrefill } = renderEmptyState('Alerts', '');
+
+			expect(screen.getByText('No alerts yet.')).toBeInTheDocument();
+			expect(ctaFor('Alerts')).toHaveTextContent('Ask me to create one');
+
+			await userEvent.click(ctaFor('Alerts'));
+			expect(onPrefill).toHaveBeenCalledWith('Create an alert for ');
+		});
+
+		it('renders instrumentation-flavoured services copy and prefill', async () => {
+			const { onPrefill } = renderEmptyState('Services', '');
+
+			expect(
+				screen.getByText('No services reporting data yet.'),
+			).toBeInTheDocument();
+			expect(ctaFor('Services')).toHaveTextContent(
+				'Ask me to help set up instrumentation',
+			);
+
+			await userEvent.click(ctaFor('Services'));
+			expect(onPrefill).toHaveBeenCalledWith(
+				'Help me set up instrumentation for ',
+			);
+		});
+
+		it('treats a whitespace-only query as onboarding', () => {
+			renderEmptyState('Dashboards', '   ');
+			expect(screen.getByText('No dashboards yet.')).toBeInTheDocument();
+		});
+	});
+
+	describe('search miss (query, no match)', () => {
+		it('seeds the query into dashboards copy and prefill', async () => {
+			const { onPrefill } = renderEmptyState('Dashboards', 'checkout');
+
+			expect(
+				screen.getByText('No dashboards match "checkout".'),
+			).toBeInTheDocument();
+			expect(ctaFor('Dashboards')).toHaveTextContent(
+				'Create a dashboard for "checkout"',
+			);
+
+			await userEvent.click(ctaFor('Dashboards'));
+			expect(onPrefill).toHaveBeenCalledWith('Create a dashboard for checkout');
+		});
+
+		it('seeds the query into alerts copy and prefill', async () => {
+			const { onPrefill } = renderEmptyState('Alerts', 'checkout');
+
+			expect(screen.getByText('No alerts match "checkout".')).toBeInTheDocument();
+			await userEvent.click(ctaFor('Alerts'));
+			expect(onPrefill).toHaveBeenCalledWith('Create an alert for checkout');
+		});
+
+		it('uses instrumentation wording for services search misses', async () => {
+			const { onPrefill } = renderEmptyState('Services', 'checkout');
+
+			expect(
+				screen.getByText('No services match "checkout".'),
+			).toBeInTheDocument();
+			await userEvent.click(ctaFor('Services'));
+			expect(onPrefill).toHaveBeenCalledWith(
+				'Help me set up instrumentation for checkout',
+			);
+		});
+
+		it('preserves the original casing of the query in copy and prefill', async () => {
+			const { onPrefill } = renderEmptyState('Dashboards', 'Checkout API');
+
+			expect(
+				screen.getByText('No dashboards match "Checkout API".'),
+			).toBeInTheDocument();
+			await userEvent.click(ctaFor('Dashboards'));
+			expect(onPrefill).toHaveBeenCalledWith(
+				'Create a dashboard for Checkout API',
+			);
+		});
+	});
+
+	describe('per-category accent token', () => {
+		it.each<[ContextCategory, string]>([
+			['Dashboards', 'var(--accent-primary)'],
+			['Alerts', 'var(--accent-cherry)'],
+			['Services', 'var(--accent-forest)'],
+		])('maps %s to the semantic accent %s', (category, accent) => {
+			const { container } = renderEmptyState(category, '');
+			const root = container.firstChild as HTMLElement;
+			expect(root.style.getPropertyValue('--empty-accent')).toBe(accent);
+		});
+	});
+
+	it('does not auto-send: nothing fires until the CTA is clicked', () => {
+		const { onPrefill } = renderEmptyState('Dashboards', 'checkout');
+		expect(onPrefill).not.toHaveBeenCalled();
+	});
+});

frontend/src/container/AIAssistant/components/ChatInput/__tests__/contextPicker.test.ts

@@ -0,0 +1,100 @@
+import {
+	CONTEXT_CATEGORIES,
+	getContextPickerEmptyContent,
+} from '../contextPicker';
+
+describe('getContextPickerEmptyContent', () => {
+	describe('onboarding (no query)', () => {
+		it('returns per-category copy and prefix-only prefill for dashboards', () => {
+			expect(getContextPickerEmptyContent('Dashboards', '')).toStrictEqual({
+				title: 'No dashboards yet.',
+				ctaLabel: 'Ask me to create one',
+				prefill: 'Create a dashboard for ',
+			});
+		});
+
+		it('returns per-category copy and prefix-only prefill for alerts', () => {
+			expect(getContextPickerEmptyContent('Alerts', '')).toStrictEqual({
+				title: 'No alerts yet.',
+				ctaLabel: 'Ask me to create one',
+				prefill: 'Create an alert for ',
+			});
+		});
+
+		it('returns instrumentation-flavoured copy for services', () => {
+			expect(getContextPickerEmptyContent('Services', '')).toStrictEqual({
+				title: 'No services reporting data yet.',
+				ctaLabel: 'Ask me to help set up instrumentation',
+				prefill: 'Help me set up instrumentation for ',
+			});
+		});
+
+		it('treats a whitespace-only query as no query', () => {
+			expect(getContextPickerEmptyContent('Dashboards', '   ')).toStrictEqual({
+				title: 'No dashboards yet.',
+				ctaLabel: 'Ask me to create one',
+				prefill: 'Create a dashboard for ',
+			});
+		});
+
+		it('leaves the prefill ending in a space so the caret sits after it', () => {
+			CONTEXT_CATEGORIES.forEach((category) => {
+				expect(getContextPickerEmptyContent(category, '').prefill).toMatch(/ $/);
+			});
+		});
+	});
+
+	describe('search miss (query, no match)', () => {
+		it('seeds the query into dashboards copy and prefill', () => {
+			expect(getContextPickerEmptyContent('Dashboards', 'checkout')).toStrictEqual(
+				{
+					title: 'No dashboards match "checkout".',
+					ctaLabel: 'Create a dashboard for "checkout"',
+					prefill: 'Create a dashboard for checkout',
+				},
+			);
+		});
+
+		it('seeds the query into alerts copy and prefill', () => {
+			expect(getContextPickerEmptyContent('Alerts', 'checkout')).toStrictEqual({
+				title: 'No alerts match "checkout".',
+				ctaLabel: 'Create an alert for "checkout"',
+				prefill: 'Create an alert for checkout',
+			});
+		});
+
+		it('uses instrumentation wording for services search misses', () => {
+			expect(getContextPickerEmptyContent('Services', 'checkout')).toStrictEqual({
+				title: 'No services match "checkout".',
+				ctaLabel: 'Set up instrumentation for "checkout"',
+				prefill: 'Help me set up instrumentation for checkout',
+			});
+		});
+
+		it('preserves the original casing of the query', () => {
+			const { title, ctaLabel, prefill } = getContextPickerEmptyContent(
+				'Dashboards',
+				'Checkout API',
+			);
+			expect(title).toBe('No dashboards match "Checkout API".');
+			expect(ctaLabel).toBe('Create a dashboard for "Checkout API"');
+			expect(prefill).toBe('Create a dashboard for Checkout API');
+		});
+
+		it('trims surrounding whitespace from the query', () => {
+			expect(
+				getContextPickerEmptyContent('Dashboards', '  checkout  ').prefill,
+			).toBe('Create a dashboard for checkout');
+		});
+	});
+
+	it('never emits an em-dash (house style)', () => {
+		CONTEXT_CATEGORIES.forEach((category) => {
+			const empty = getContextPickerEmptyContent(category, '');
+			const miss = getContextPickerEmptyContent(category, 'q');
+			[empty, miss].forEach(({ title, ctaLabel, prefill }) => {
+				expect(`${title}${ctaLabel}${prefill}`).not.toContain('—');
+			});
+		});
+	});
+});

frontend/src/container/AIAssistant/components/ChatInput/contextPicker.ts

@@ -0,0 +1,103 @@
+import { Bell, LayoutDashboard, ShieldCheck } from '@signozhq/icons';
+
+/** Ordered category tabs shown in the @-mention context picker. */
+export const CONTEXT_CATEGORIES = ['Dashboards', 'Alerts', 'Services'] as const;
+
+export type ContextCategory = (typeof CONTEXT_CATEGORIES)[number];
+
+/**
+ * Icon per category, shared by the picker tablist and the empty state. `satisfies`
+ * keeps the concrete component types so callers can render `<Icon size={n} />`.
+ */
+export const CONTEXT_CATEGORY_ICONS = {
+	Dashboards: LayoutDashboard,
+	Alerts: Bell,
+	Services: ShieldCheck,
+} satisfies Record<ContextCategory, unknown>;
+
+/**
+ * Resolved copy + composer prefill for one render of the context picker's empty
+ * state. The picker is tabbed, so a user only ever views one category at a
+ * time — each category gets its own onboarding and search-miss copy rather than
+ * a single combined "nothing to show" line.
+ */
+export interface ContextPickerEmptyContent {
+	/** Primary line explaining why the list is empty. */
+	title: string;
+	/** Clickable call to action that prefills (never auto-sends) the composer. */
+	ctaLabel: string;
+	/**
+	 * Text dropped into the composer when the CTA is clicked. When there's no
+	 * search query this is just the prefix with a trailing space, leaving the
+	 * caret at the end for the user to type the entity name.
+	 */
+	prefill: string;
+}
+
+interface CategoryCopy {
+	/** Onboarding line, e.g. "No dashboards yet." */
+	emptyTitle: string;
+	/** Onboarding CTA label, e.g. "Ask me to create one". */
+	emptyCtaLabel: string;
+	/** Search-miss line, e.g. `No dashboards match "checkout".` */
+	matchTitle: (query: string) => string;
+	/** Search-miss CTA label, e.g. `Create a dashboard for "checkout"`. */
+	matchCtaLabel: (query: string) => string;
+	/**
+	 * Composer prefill prefix (with trailing space). The prefill is always
+	 * `${prefillPrefix}${query}`, so the search-miss case seeds the query and
+	 * the onboarding case leaves only the prefix.
+	 */
+	prefillPrefix: string;
+}
+
+// Services get instrumentation-flavoured copy: the assistant can't "create" a
+// service, they come from telemetry, so the CTA points at setup instead.
+const CONTEXT_PICKER_COPY: Record<ContextCategory, CategoryCopy> = {
+	Dashboards: {
+		emptyTitle: 'No dashboards yet.',
+		emptyCtaLabel: 'Ask me to create one',
+		matchTitle: (query) => `No dashboards match "${query}".`,
+		matchCtaLabel: (query) => `Create a dashboard for "${query}"`,
+		prefillPrefix: 'Create a dashboard for ',
+	},
+	Alerts: {
+		emptyTitle: 'No alerts yet.',
+		emptyCtaLabel: 'Ask me to create one',
+		matchTitle: (query) => `No alerts match "${query}".`,
+		matchCtaLabel: (query) => `Create an alert for "${query}"`,
+		prefillPrefix: 'Create an alert for ',
+	},
+	Services: {
+		emptyTitle: 'No services reporting data yet.',
+		emptyCtaLabel: 'Ask me to help set up instrumentation',
+		matchTitle: (query) => `No services match "${query}".`,
+		matchCtaLabel: (query) => `Set up instrumentation for "${query}"`,
+		prefillPrefix: 'Help me set up instrumentation for ',
+	},
+};
+
+/**
+ * Build the empty-state copy for a category. The two states are driven solely
+ * by whether a search query is active: a non-empty query yields the search-miss
+ * variant, an empty query the onboarding variant.
+ */
+export function getContextPickerEmptyContent(
+	category: ContextCategory,
+	query: string,
+): ContextPickerEmptyContent {
+	const copy = CONTEXT_PICKER_COPY[category];
+	const trimmed = query.trim();
+	if (trimmed) {
+		return {
+			title: copy.matchTitle(trimmed),
+			ctaLabel: copy.matchCtaLabel(trimmed),
+			prefill: `${copy.prefillPrefix}${trimmed}`,
+		};
+	}
+	return {
+		title: copy.emptyTitle,
+		ctaLabel: copy.emptyCtaLabel,
+		prefill: copy.prefillPrefix,
+	};
+}

frontend/src/container/AIAssistant/getAutoContexts.ts

@@ -124,7 +124,9 @@ export function getAutoContexts(
 		}
 	}
 
-	// Alert edit — `/alerts/edit?ruleId=…`.
+	// Alert edit — `/alerts/edit?ruleId=…`. The form syncs its query-builder
+	// state to the URL (`useShareBuilderUrl`), so shared metadata carries the
+	// alert's query + time range, mirroring the dashboard panel editor.
 	if (matchPath(pathname, { path: ROUTES.EDIT_ALERTS, exact: true })) {
 		const ruleId = params.get(QueryParams.ruleId);
 		if (ruleId) {
@@ -133,19 +135,21 @@ export function getAutoContexts(
 					source: 'auto',
 					type: 'alert',
 					resourceId: ruleId,
-					metadata: { page: 'alert_edit', ruleId },
+					metadata: { page: 'alert_edit', ruleId, ...sharedMetadata },
 				},
 			];
 		}
 	}
 
+	// Alert new — `/alerts/new`. No rule id yet (draft), but the query-builder
+	// state is on the URL, so shared metadata carries the in-progress query.
 	if (matchPath(pathname, { path: ROUTES.ALERTS_NEW, exact: true })) {
 		return [
 			{
 				source: 'auto',
 				type: 'alert',
 				resourceId: null,
-				metadata: { page: 'alert_new' },
+				metadata: { page: 'alert_new', ...sharedMetadata },
 			},
 		];
 	}

frontend/src/container/AllAlertChannels/__tests__/EditAlertChannel.test.tsx

@@ -26,7 +26,12 @@ jest.mock('components/MarkdownRenderer/MarkdownRenderer', () => ({
 
 describe('Should check if the edit alert channel is properly displayed', () => {
 	beforeEach(() => {
-		render(<EditAlertChannels initialValue={editAlertChannelInitialValue} />);
+		render(
+			<EditAlertChannels
+				channelId="3"
+				initialValue={editAlertChannelInitialValue}
+			/>,
+		);
 	});
 	afterEach(() => {
 		jest.clearAllMocks();

frontend/src/container/AllAlertChannels/__tests__/EditAlertChannelSave.test.tsx

@@ -0,0 +1,81 @@
+import EditAlertChannels from 'container/EditAlertChannels';
+import { editAlertChannelInitialValue } from 'mocks-server/__mockdata__/alerts';
+import { server } from 'mocks-server/server';
+import { rest } from 'msw';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
+
+jest.mock('hooks/useNotifications', () => ({
+	__esModule: true,
+	useNotifications: jest.fn(() => ({
+		notifications: { success: jest.fn(), error: jest.fn() },
+	})),
+}));
+
+jest.mock('components/MarkdownRenderer/MarkdownRenderer', () => ({
+	MarkdownRenderer: jest.fn(() => <div>Mocked MarkdownRenderer</div>),
+}));
+
+interface EditRequest {
+	id: string;
+	body: { name: string; slack_configs: { send_resolved: boolean }[] };
+}
+
+// Captures the PUT /channels/:id request the edit form fires, so assertions can
+// run against the real HTTP payload instead of a hand-mocked api client.
+function mockEditChannel(): { calls: EditRequest[] } {
+	const result: { calls: EditRequest[] } = { calls: [] };
+	server.use(
+		rest.put('http://localhost/api/v1/channels/:id', async (req, res, ctx) => {
+			result.calls.push({
+				id: req.params.id as string,
+				body: await req.json(),
+			});
+			return res(
+				ctx.status(200),
+				ctx.json({ status: 'success', data: 'channel updated' }),
+			);
+		}),
+	);
+	return result;
+}
+
+describe('EditAlertChannels save', () => {
+	afterEach(() => jest.clearAllMocks());
+
+	it('sends the channelId in the edit request (regression: empty id)', async () => {
+		const edit = mockEditChannel();
+		render(
+			<EditAlertChannels
+				channelId="3"
+				initialValue={editAlertChannelInitialValue}
+			/>,
+		);
+
+		const user = userEvent.setup();
+		await user.click(screen.getByTestId('save-channel-button'));
+
+		await waitFor(() => expect(edit.calls).toHaveLength(1));
+		expect(edit.calls[0].id).toBe('3');
+	});
+
+	it('persists send_resolved toggle in the edit request', async () => {
+		const edit = mockEditChannel();
+		render(
+			<EditAlertChannels
+				channelId="3"
+				initialValue={editAlertChannelInitialValue}
+			/>,
+		);
+
+		const user = userEvent.setup();
+		const sendResolved = screen.getByTestId('field-send-resolved-checkbox');
+		expect(sendResolved).toBeChecked();
+
+		await user.click(sendResolved);
+		await user.click(screen.getByTestId('save-channel-button'));
+
+		await waitFor(() => expect(edit.calls).toHaveLength(1));
+		expect(edit.calls[0].id).toBe('3');
+		expect(edit.calls[0].body.slack_configs[0].send_resolved).toBe(false);
+	});
+});

frontend/src/container/AppLayout/index.tsx

@@ -413,14 +413,8 @@ function AppLayout(props: AppLayoutProps): JSX.Element {
 	const isPanelEditorV2 = routeKey === 'DASHBOARD_PANEL_EDITOR';
 
 	const renderFullScreen =
-		pathname === ROUTES.GET_STARTED ||
 		pathname === ROUTES.ONBOARDING ||
 		pathname === ROUTES.GET_STARTED_WITH_CLOUD ||
-		pathname === ROUTES.GET_STARTED_APPLICATION_MONITORING ||
-		pathname === ROUTES.GET_STARTED_INFRASTRUCTURE_MONITORING ||
-		pathname === ROUTES.GET_STARTED_LOGS_MANAGEMENT ||
-		pathname === ROUTES.GET_STARTED_AWS_MONITORING ||
-		pathname === ROUTES.GET_STARTED_AZURE_MONITORING ||
 		isPublicDashboard ||
 		isPanelEditorV2;
 

frontend/src/container/DashboardContainer/visualization/charts/Pie/PieArc.tsx

@@ -1,4 +1,3 @@
-import type { MouseEvent as ReactMouseEvent } from 'react';
 import type { PrecisionOption } from 'components/Graph/types';
 import { getYAxisFormattedValue } from 'components/Graph/yAxisConfig';
 
@@ -28,7 +27,7 @@ interface PieArcProps {
 	fill: string;
 	onEnter: (slice: PieSlice, centroidX: number, centroidY: number) => void;
 	onLeave: () => void;
-	onClick?: (slice: PieSlice, event: ReactMouseEvent) => void;
+	onClick?: (slice: PieSlice) => void;
 }
 
 /**
@@ -73,7 +72,7 @@ export default function PieArc({
 		<g
 			onMouseEnter={(): void => onEnter(slice, centroidX, centroidY)}
 			onMouseLeave={onLeave}
-			onClick={(event): void => onClick?.(slice, event)}
+			onClick={(): void => onClick?.(slice)}
 		>
 			<path d={arcPath} fill={fill} />
 			{shouldShowLabel && (

frontend/src/container/DashboardContainer/visualization/charts/Pie/__tests__/PieArc.test.tsx

@@ -80,7 +80,6 @@ describe('PieArc', () => {
 		expect(onLeave).toHaveBeenCalledTimes(1);
 
 		fireEvent.click(g);
-		// onClick now also receives the DOM event (for drill-down popover positioning).
-		expect(onClick).toHaveBeenCalledWith(SLICE, expect.anything());
+		expect(onClick).toHaveBeenCalledWith(SLICE);
 	});
 });

frontend/src/container/DashboardContainer/visualization/charts/types.ts

@@ -1,4 +1,3 @@
-import type { MouseEvent as ReactMouseEvent } from 'react';
 import { Timezone } from 'components/CustomTimePicker/timezoneUtils';
 import { PrecisionOption } from 'components/Graph/types';
 import {
@@ -80,10 +79,6 @@ export interface PieSlice {
 	label: string;
 	value: number;
 	color: string;
-	/** Source query of the slice's value column — the drill-down target (present for V2 panels). */
-	queryName?: string;
-	/** Group-by key→value of the slice's source row, used to build drill-down filters. */
-	labels?: Record<string, string>;
 }
 
 /**
@@ -104,7 +99,7 @@ export interface PieChartProps {
 	 * (shared GRAPH_VISIBILITY_STATES, keyed by label). Omit to disable persistence.
 	 */
 	id?: string;
-	/** Fired when a slice's arc is clicked; carries the DOM event for popover positioning. */
-	onSliceClick?: (slice: PieSlice, event: ReactMouseEvent) => void;
+	/** Fired when a slice (or its legend entry) is clicked. */
+	onSliceClick?: (slice: PieSlice) => void;
 	'data-testid'?: string;
 }

frontend/src/container/DashboardContainer/visualization/components/ChartManager/ChartManager.tsx

@@ -3,6 +3,7 @@ import { Input } from '@signozhq/ui/input';
 import { Button } from 'antd';
 import { PrecisionOption, PrecisionOptionsEnum } from 'components/Graph/types';
 import { ResizeTable } from 'components/ResizeTable';
+import { useNotifications } from 'hooks/useNotifications';
 import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
 import { usePlotContext } from 'lib/uPlotV2/context/PlotContext';
 import useLegendsSync from 'lib/uPlotV2/hooks/useLegendsSync';
@@ -10,7 +11,6 @@ import {
 	selectIsDashboardLocked,
 	useDashboardStore,
 } from 'providers/Dashboard/store/useDashboardStore';
-import { toast } from '@signozhq/ui/sonner';
 
 import { getChartManagerColumns } from './getChartMangerColumns';
 import { ExtendedChartDataset, getDefaultTableDataSet } from './utils';
@@ -44,6 +44,7 @@ export default function ChartManager({
 	decimalPrecision = PrecisionOptionsEnum.TWO,
 	onCancel,
 }: ChartManagerProps): JSX.Element {
+	const { notifications } = useNotifications();
 	const { legendItemsMap } = useLegendsSync({
 		config,
 		subscribeToFocusChange: false,
@@ -135,9 +136,11 @@ export default function ChartManager({
 
 	const handleSave = useCallback((): void => {
 		syncSeriesVisibilityToLocalStorage();
-		toast.success('The updated graphs & legends are saved');
+		notifications.success({
+			message: 'The updated graphs & legends are saved',
+		});
 		onCancel?.();
-	}, [syncSeriesVisibilityToLocalStorage, onCancel]);
+	}, [syncSeriesVisibilityToLocalStorage, notifications, onCancel]);
 
 	return (
 		<div className="chart-manager-container">

frontend/src/container/DashboardContainer/visualization/layout/ChartLayout/ChartLayout.styles.scss

@@ -2,7 +2,7 @@
 	position: relative;
 	display: flex;
 	width: 100%;
-	height: auto;
+	height: 100%;
 	flex-direction: column;
 
 	&--legend-right {

frontend/src/container/EditAlertChannels/index.tsx

@@ -32,6 +32,7 @@ import APIError from 'types/api/error';
 
 function EditAlertChannels({
 	initialValue,
+	channelId: id,
 }: EditAlertChannelsProps): JSX.Element {
 	// init namespace for translations
 	const { t } = useTranslation('channels');
@@ -53,11 +54,6 @@ function EditAlertChannels({
 	const [testingState, setTestingState] = useState<boolean>(false);
 	const { notifications } = useNotifications();
 
-	// Extract channelId from URL pathname since useParams doesn't work in nested routing
-	const { pathname } = window.location;
-	const channelIdMatch = pathname.match(/\/settings\/channels\/edit\/([^/]+)/);
-	const id = channelIdMatch ? channelIdMatch[1] : '';
-
 	const [type, setType] = useState<ChannelType>(
 		initialValue?.type ? (initialValue.type as ChannelType) : ChannelType.Slack,
 	);
@@ -520,6 +516,7 @@ interface EditAlertChannelsProps {
 	initialValue: {
 		[x: string]: unknown;
 	};
+	channelId: string;
 }
 
 export default EditAlertChannels;

frontend/src/container/FormAlertChannels/index.tsx

@@ -136,6 +136,7 @@ function FormAlertChannels({
 
 				<Form.Item>
 					<Button
+						data-testid="save-channel-button"
 						disabled={savingState}
 						loading={savingState}
 						type="primary"
@@ -144,6 +145,7 @@ function FormAlertChannels({
 						{t('button_save_channel')}
 					</Button>
 					<Button
+						data-testid="test-channel-button"
 						disabled={testingState}
 						loading={testingState}
 						onClick={(): void => onTestHandler(type)}
@@ -151,6 +153,7 @@ function FormAlertChannels({
 						{t('button_test_channel')}
 					</Button>
 					<Button
+						data-testid="return-button"
 						onClick={(): void => {
 							history.replace(ROUTES.ALL_CHANNELS);
 						}}

frontend/src/container/FullScreenHeader/FullScreenHeader.styles.scss

@@ -1,29 +0,0 @@
-.full-screen-header-container {
-	display: flex;
-	justify-content: center;
-	align-items: center;
-	padding: 24px 0;
-
-	.brand-logo {
-		display: flex;
-		justify-content: center;
-		align-items: center;
-		gap: 16px;
-		cursor: pointer;
-
-		img {
-			height: 32px;
-			width: 32px;
-		}
-
-		.brand-logo-name {
-			font-family: 'Work Sans', sans-serif;
-			font-size: 24px;
-			font-style: normal;
-			font-weight: 500;
-			line-height: 18px;
-
-			color: var(--l1-foreground);
-		}
-	}
-}

frontend/src/container/FullScreenHeader/FullScreenHeader.tsx

@@ -1,28 +0,0 @@
-import history from 'lib/history';
-
-import signozBrandLogoUrl from '@/assets/Logos/signoz-brand-logo.svg';
-
-import './FullScreenHeader.styles.scss';
-
-export default function FullScreenHeader({
-	overrideRoute,
-}: {
-	overrideRoute?: string;
-}): React.ReactElement {
-	const handleLogoClick = (): void => {
-		history.push(overrideRoute || '/');
-	};
-	return (
-		<div className="full-screen-header-container">
-			<div className="brand-logo" onClick={handleLogoClick}>
-				<img src={signozBrandLogoUrl} alt="SigNoz" />
-
-				<div className="brand-logo-name">SigNoz</div>
-			</div>
-		</div>
-	);
-}
-
-FullScreenHeader.defaultProps = {
-	overrideRoute: '/',
-};

frontend/src/container/LLMObservability/LLMObservability.module.scss

@@ -0,0 +1,27 @@
+.llmObservability {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-8);
+	padding: var(--spacing-12) var(--spacing-16);
+}
+
+.pageHeader {
+	display: flex;
+	align-items: flex-start;
+	justify-content: space-between;
+	gap: var(--spacing-8);
+}
+
+.pageHeaderTitle {
+	.title {
+		margin: 0;
+		font-size: var(--font-size-xl);
+		font-weight: var(--font-weight-semibold);
+	}
+
+	.subtitle {
+		margin: var(--spacing-2) 0 0;
+		color: var(--text-vanilla-400);
+		font-size: var(--periscope-font-size-base);
+	}
+}

frontend/src/container/LLMObservability/LLMObservability.tsx

@@ -0,0 +1,18 @@
+import styles from './LLMObservability.module.scss';
+
+function LLMObservability(): JSX.Element {
+	return (
+		<div className={styles.llmObservability} data-testid="llm-observability-page">
+			<header className={styles.pageHeader}>
+				<div className={styles.pageHeaderTitle}>
+					<h1 className={styles.title}>LLM Observability</h1>
+					<p className={styles.subtitle}>
+						Monitor and analyze your LLM usage, costs, and performance
+					</p>
+				</div>
+			</header>
+		</div>
+	);
+}
+
+export default LLMObservability;

frontend/src/container/LLMObservability/Settings/ModelPricing/LLMObservabilityModelPricing.module.scss

@@ -0,0 +1,30 @@
+.llmObservabilityModelPricing {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-8);
+	padding: var(--spacing-12) var(--spacing-16);
+}
+
+.pageHeader {
+	display: flex;
+	align-items: flex-start;
+	justify-content: space-between;
+	gap: var(--spacing-8);
+}
+
+.pageHeaderTitle {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+	.title {
+		margin: 0;
+		font-size: var(--font-size-xl);
+		font-weight: var(--font-weight-semibold);
+	}
+
+	.subtitle {
+		margin: var(--spacing-2) 0 0;
+		color: var(--text-vanilla-400);
+		font-size: var(--periscope-font-size-base);
+	}
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/LLMObservabilityModelPricing.tsx

@@ -0,0 +1,47 @@
+import { Tabs } from '@signozhq/ui/tabs';
+import { Typography } from '@signozhq/ui/typography';
+
+import ModelCostTabPanel from './ModelCostTabPanel';
+import styles from './LLMObservabilityModelPricing.module.scss';
+
+function LLMObservabilityModelPricing(): JSX.Element {
+	return (
+		<div
+			className={styles.llmObservabilityModelPricing}
+			data-testid="llm-observability-model-pricing-page"
+		>
+			<header className={styles.pageHeader}>
+				<div className={styles.pageHeaderTitle}>
+					<Typography.Text as="h1" size="large" weight="semibold">
+						Configuration
+					</Typography.Text>
+					<Typography.Text color="muted">
+						Model pricing and cost estimation settings
+					</Typography.Text>
+				</div>
+			</header>
+
+			<Tabs
+				// Model costs is the only enabled tab for now, so default to it. When
+				// the unpriced-models tab lands, this can become a URL-backed param.
+				defaultValue="model-costs"
+				items={[
+					{
+						key: 'model-costs',
+						label: 'Model costs',
+						children: <ModelCostTabPanel />,
+					},
+					{
+						// Unpriced-models tab lands in a later PR.
+						key: 'unpriced-models',
+						label: 'Unpriced models',
+						disabled: true,
+						children: null,
+					},
+				]}
+			/>
+		</div>
+	);
+}
+
+export default LLMObservabilityModelPricing;

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/ModelCostTabPanel.module.scss

@@ -0,0 +1,7 @@
+.pageError {
+	padding: var(--spacing-6) var(--spacing-8);
+	border-radius: var(--radius-2);
+	background: color-mix(in srgb, var(--bg-cherry-400) 8%, transparent);
+	color: var(--text-cherry-400);
+	font-size: var(--periscope-font-size-base);
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/ModelCostTabPanel.tsx

@@ -0,0 +1,61 @@
+import { useMemo } from 'react';
+import { useListLLMPricingRules } from 'api/generated/services/llmpricingrules';
+import { type ListLLMPricingRulesParams } from 'api/generated/services/sigNoz.schemas';
+import { useTableParams } from 'components/TanStackTableView';
+import { Typography } from '@signozhq/ui/typography';
+
+import { LIMIT_KEY, PAGE_KEY, PAGE_SIZE } from '../constants';
+import styles from './ModelCostTabPanel.module.scss';
+import ModelCostsTable from './components/ModelCostsTable';
+import { type LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+function ModelCostTabPanel(): JSX.Element {
+	const { page, limit } = useTableParams(
+		{ page: PAGE_KEY, limit: LIMIT_KEY },
+		{ page: 1, limit: PAGE_SIZE },
+	);
+
+	// Search + source filters are intentionally omitted for now — the list API
+	// doesn't honour them yet. They'll be reintroduced here once it does.
+	const listParams: ListLLMPricingRulesParams = {
+		offset: (page - 1) * limit,
+		limit,
+	};
+
+	const { data, isLoading, isError } = useListLLMPricingRules(listParams);
+
+	const rules: LlmpricingruletypesLLMPricingRuleDTO[] = useMemo(
+		() => data?.data?.items || [],
+		[data],
+	);
+	const total = data?.data?.total ?? 0;
+
+	return (
+		<>
+			{isError && (
+				<div className={styles.pageError} role="alert">
+					Failed to load pricing rules. Please try again.
+				</div>
+			)}
+
+			{/* Read-only listing. Edit/Add wiring + the drawer land in the next PR. */}
+			<ModelCostsTable
+				rules={rules}
+				isLoading={isLoading}
+				total={total}
+				selectedRuleId={null}
+				canManage={false}
+				onEdit={(): void => undefined}
+				onDelete={(): void => undefined}
+			/>
+
+			<footer>
+				<Typography.Text color="muted" size="small">
+					All prices per 1M tokens (USD)
+				</Typography.Text>
+			</footer>
+		</>
+	);
+}
+
+export default ModelCostTabPanel;

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/ModelCostActionsMenu.module.scss

@@ -0,0 +1,8 @@
+.actionButton {
+	opacity: 0.7;
+	transition: opacity 0.15s ease;
+
+	&:hover {
+		opacity: 1;
+	}
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/ModelCostActionsMenu.tsx

@@ -0,0 +1,61 @@
+import { useMemo } from 'react';
+import { Ellipsis } from '@signozhq/icons';
+import { Button } from '@signozhq/ui/button';
+import { DropdownMenuSimple, type MenuItem } from '@signozhq/ui/dropdown-menu';
+import { type LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+import styles from './ModelCostActionsMenu.module.scss';
+
+interface ModelCostActionsMenuProps {
+	rule: LlmpricingruletypesLLMPricingRuleDTO;
+	canManage: boolean;
+	onEdit: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+	onDelete: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+}
+
+// Per-row kebab menu for the model-costs table. Only manage users get actions
+// (Edit + Delete); view-only users have nothing to act on, so the cell stays
+// empty rather than showing a single-item menu.
+function ModelCostActionsMenu({
+	rule,
+	canManage,
+	onEdit,
+	onDelete,
+}: ModelCostActionsMenuProps): JSX.Element | null {
+	const menuItems = useMemo<MenuItem[]>(
+		() => [
+			{
+				key: 'edit',
+				label: 'Edit',
+				onClick: (): void => onEdit(rule),
+			},
+			{
+				key: 'delete',
+				label: 'Delete',
+				danger: true,
+				onClick: (): void => onDelete(rule),
+			},
+		],
+		[onEdit, onDelete, rule],
+	);
+
+	if (!canManage) {
+		return null;
+	}
+
+	return (
+		<DropdownMenuSimple menu={{ items: menuItems }} align="end">
+			<Button
+				variant="ghost"
+				color="secondary"
+				size="icon"
+				className={styles.actionButton}
+				testId={`model-cost-actions-${rule.id}`}
+			>
+				<Ellipsis size={16} />
+			</Button>
+		</DropdownMenuSimple>
+	);
+}
+
+export default ModelCostActionsMenu;

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/ModelCostsTable.module.scss

@@ -0,0 +1,20 @@
+.modelCostsTable {
+	margin-top: var(--spacing-8);
+	--tanstack-table-row-height: 48px;
+	height: calc(100vh - 250px);
+	overflow-y: auto;
+
+	:global(table) tbody tr {
+		cursor: default;
+	}
+}
+
+.modelCostsEmpty {
+	display: flex;
+	align-items: center;
+	justify-content: center;
+	margin-top: var(--spacing-8);
+	min-height: 400px;
+	color: var(--text-vanilla-400);
+	font-size: var(--periscope-font-size-base);
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/ModelCostsTable.tsx

@@ -0,0 +1,73 @@
+import { useMemo } from 'react';
+import TanStackTable from 'components/TanStackTableView';
+
+import {
+	LIMIT_KEY,
+	PAGE_KEY,
+	PAGE_SIZE,
+	SKELETON_ROW_COUNT,
+} from '../../../constants';
+import styles from './ModelCostsTable.module.scss';
+import { getModelCostsColumns } from './TableConfig';
+import { type LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+interface ModelCostsTableProps {
+	rules: LlmpricingruletypesLLMPricingRuleDTO[];
+	isLoading: boolean;
+	total: number;
+	selectedRuleId: string | null;
+	canManage: boolean;
+	onEdit: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+	onDelete: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+}
+
+// The table owns its own pagination URL state (page/limit) via enableQueryParams;
+// ModelCostsTab reads the same keys to build the list request. Virtual scroll is
+// disabled: a plain table renders fine at our page sizes (up to 100 rows) and the
+// fixed-height scroll viewport (.modelCostsTable) keeps large pages scrolling
+// inside the table.
+function ModelCostsTable({
+	rules,
+	isLoading,
+	total,
+	selectedRuleId,
+	canManage,
+	onEdit,
+	onDelete,
+}: ModelCostsTableProps): JSX.Element {
+	const columns = useMemo(
+		() => getModelCostsColumns({ canManage, onEdit, onDelete }),
+		[canManage, onEdit, onDelete],
+	);
+
+	if (!isLoading && rules.length === 0) {
+		return (
+			<div className={styles.modelCostsEmpty} data-testid="model-costs-empty">
+				No model costs yet.
+			</div>
+		);
+	}
+
+	return (
+		<TanStackTable<LlmpricingruletypesLLMPricingRuleDTO>
+			className={styles.modelCostsTable}
+			data={rules}
+			columns={columns}
+			isLoading={isLoading}
+			skeletonRowCount={SKELETON_ROW_COUNT}
+			getRowKey={(row): string => row.id}
+			isRowActive={(row): boolean => row.id === selectedRuleId}
+			disableVirtualScroll
+			testId="model-costs-table"
+			enableQueryParams={{ page: PAGE_KEY, limit: LIMIT_KEY }}
+			pagination={{
+				total,
+				defaultLimit: PAGE_SIZE,
+				showTotalCount: true,
+				totalCountLabel: 'models',
+			}}
+		/>
+	);
+}
+
+export default ModelCostsTable;

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/TableConfig/index.ts

@@ -0,0 +1 @@
+export { getModelCostsColumns } from './table.config';

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/TableConfig/table.config.tsx

@@ -0,0 +1,161 @@
+import { Badge } from '@signozhq/ui/badge';
+import { Typography } from '@signozhq/ui/typography';
+import type { TableColumnDef } from 'components/TanStackTableView';
+import { startCase } from 'lodash-es';
+
+import styles from './tableConfig.module.scss';
+import ModelCostActionsMenu from '../ModelCostActionsMenu';
+import { type LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+import {
+	formatPricePerMillion,
+	getCanonicalId,
+	getExtraBuckets,
+	getRelativeLastSeen,
+	getSourceLabel,
+} from '../../../../utils';
+
+interface ColumnsConfig {
+	canManage: boolean;
+	onEdit: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+	onDelete: (rule: LlmpricingruletypesLLMPricingRuleDTO) => void;
+}
+
+// Column definitions for the model-costs TanStackTable. Sorting is intentionally
+// off across the board — the list API only accepts offset/limit, so there's no
+// server-side ordering to back a sortable header yet.
+export function getModelCostsColumns({
+	canManage,
+	onEdit,
+	onDelete,
+}: ColumnsConfig): TableColumnDef<LlmpricingruletypesLLMPricingRuleDTO>[] {
+	return [
+		{
+			id: 'model',
+			header: 'Model',
+			accessorFn: (row): string => row.modelName ?? '',
+			// Flexes to absorb spare width alongside Extra buckets so the row fills
+			// the container instead of leaving a gap on the right.
+			width: { min: 240, default: '100%' },
+			enableMove: false,
+			enableRemove: false,
+			cell: ({ row }): JSX.Element => (
+				<div className={styles.modelCell}>
+					<Typography.Text
+						weight="semibold"
+						truncate={1}
+						testId={`model-cell-name-${row.id}`}
+					>
+						{row.modelName}
+					</Typography.Text>
+
+					<Typography.Text truncate={1}>{getCanonicalId(row)}</Typography.Text>
+				</div>
+			),
+		},
+		{
+			id: 'provider',
+			header: 'Provider',
+			accessorKey: 'provider',
+			width: { min: 140 },
+			enableMove: false,
+			cell: ({ row }): string => row.provider ?? '',
+		},
+		{
+			id: 'input',
+			header: 'Input / 1M',
+			width: { min: 120 },
+			enableMove: false,
+			cell: ({ row }): JSX.Element => (
+				<Typography.Text>
+					{formatPricePerMillion(row.pricing?.input)}
+				</Typography.Text>
+			),
+		},
+		{
+			id: 'output',
+			header: 'Output / 1M',
+			width: { min: 120 },
+			enableMove: false,
+			cell: ({ row }): JSX.Element => (
+				<Typography.Text>
+					{formatPricePerMillion(row.pricing?.output)}
+				</Typography.Text>
+			),
+		},
+		{
+			id: 'extraBuckets',
+			header: 'Extra buckets',
+			width: { min: 200, default: '100%' },
+			enableMove: false,
+			cell: ({ row }): JSX.Element => {
+				const buckets = getExtraBuckets(row);
+				if (buckets.length === 0) {
+					return (
+						<Typography.Text color="muted" as="span">
+							—
+						</Typography.Text>
+					);
+				}
+				return (
+					<div className={styles.extraBuckets}>
+						{buckets.map((bucket) => (
+							<Badge
+								key={bucket.key}
+								color="vanilla"
+								variant="outline"
+								className={styles.extraBucketsChip}
+							>
+								<Typography.Text as="span" size="small">
+									{startCase(bucket.key)}
+								</Typography.Text>
+								<Typography.Text as="span" size="small" weight="semibold">
+									{formatPricePerMillion(bucket.pricePerMillion)}
+								</Typography.Text>
+							</Badge>
+						))}
+					</div>
+				);
+			},
+		},
+		{
+			id: 'source',
+			header: 'Source',
+			width: { min: 130 },
+			enableMove: false,
+			cell: ({ row }): JSX.Element => (
+				<Badge
+					color={row.isOverride ? 'amber' : 'robin'}
+					variant="outline"
+					className={styles.sourceBadge}
+					data-testid={`source-badge-${row.id}`}
+				>
+					{getSourceLabel(row)}
+				</Badge>
+			),
+		},
+		{
+			id: 'lastSeen',
+			header: 'Last seen',
+			width: { min: 120 },
+			enableMove: false,
+			cell: ({ row }): string => getRelativeLastSeen(row),
+		},
+		{
+			id: 'actions',
+			header: '',
+			width: { fixed: '56px', ignoreLastColumnFill: true },
+			pin: 'right',
+			enableMove: false,
+			enableRemove: false,
+			cell: ({ row }): JSX.Element | null => (
+				<ModelCostActionsMenu
+					rule={row}
+					canManage={canManage}
+					onEdit={onEdit}
+					onDelete={onDelete}
+				/>
+			),
+		},
+	];
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/TableConfig/tableConfig.module.scss

@@ -0,0 +1,26 @@
+.modelCell {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-1);
+	min-width: 0;
+}
+
+.extraBuckets {
+	display: flex;
+	// Keep chips on a single line so the row stays at the table's fixed row
+	// height; the column flexes to 100% so there's room for both.
+	flex-wrap: nowrap;
+	gap: var(--spacing-3);
+	overflow: hidden;
+}
+
+.extraBucketsChip {
+	display: inline-flex;
+	align-items: center;
+	gap: var(--spacing-3);
+	margin: 0;
+}
+
+.sourceBadge {
+	margin: 0;
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostsTable/index.ts

@@ -0,0 +1 @@
+export { default } from './ModelCostsTable';

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/index.ts

@@ -0,0 +1 @@
+export { default } from './ModelCostTabPanel';

frontend/src/container/LLMObservability/Settings/ModelPricing/constants.ts

@@ -0,0 +1,6 @@
+export const PAGE_SIZE = 20;
+
+export const PAGE_KEY = 'page';
+export const LIMIT_KEY = 'limit';
+
+export const SKELETON_ROW_COUNT = PAGE_SIZE;

frontend/src/container/LLMObservability/Settings/ModelPricing/types.ts

@@ -0,0 +1,4 @@
+export interface ExtraBucket {
+	key: string;
+	pricePerMillion: number;
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/utils.ts

@@ -0,0 +1,60 @@
+import dayjs from 'dayjs';
+import relativeTime from 'dayjs/plugin/relativeTime';
+
+import type { ExtraBucket } from './types';
+import type { LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+dayjs.extend(relativeTime);
+
+const getRelativeTime = (
+	timestamp: string | number | Date | null | undefined,
+): string => {
+	const parsed = timestamp != null ? dayjs(timestamp) : null;
+	return parsed?.isValid() ? parsed.fromNow() : '—';
+};
+
+// ─── Display helpers ─────────────────────────────────────────────────────────
+
+export const formatPricePerMillion = (value: number | undefined): string => {
+	if (value === undefined || value === null) {
+		return '—';
+	}
+	// 2dp is enough for per-1M pricing. we can update this later we models have sub-cent pricing.
+	return `$${value.toFixed(2)}`;
+};
+
+export const getExtraBuckets = (
+	rule: LlmpricingruletypesLLMPricingRuleDTO,
+): ExtraBucket[] => {
+	const cache = rule.pricing?.cache;
+	if (!cache) {
+		return [];
+	}
+	const buckets: ExtraBucket[] = [];
+	if (typeof cache.read === 'number' && cache.read > 0) {
+		buckets.push({ key: 'cache_read', pricePerMillion: cache.read });
+	}
+	if (typeof cache.write === 'number' && cache.write > 0) {
+		buckets.push({ key: 'cache_write', pricePerMillion: cache.write });
+	}
+	return buckets;
+};
+
+export const getSourceLabel = (
+	rule: LlmpricingruletypesLLMPricingRuleDTO,
+): 'Auto' | 'User override' => (rule.isOverride ? 'User override' : 'Auto');
+
+export const getRelativeLastSeen = (
+	rule: LlmpricingruletypesLLMPricingRuleDTO,
+): string => getRelativeTime(rule.updatedAt || rule.syncedAt || rule.createdAt);
+
+// Canonical id shown under the model name, e.g. "openai:gpt-4o". Both segments
+// are lower-cased so the id is consistently normalised (providers/models can
+// arrive with mixed casing).
+export const getCanonicalId = (
+	rule: LlmpricingruletypesLLMPricingRuleDTO,
+): string => {
+	const provider = rule.provider?.trim().toLowerCase() || 'unknown';
+	const model = rule.modelName?.trim().toLowerCase() || 'unknown';
+	return `${provider}:${model}`;
+};

frontend/src/container/MembersSettings/MembersSettings.tsx

@@ -9,6 +9,7 @@ import EditMemberDrawer from 'components/EditMemberDrawer/EditMemberDrawer';
 import InviteMembersModal from 'components/InviteMembersModal/InviteMembersModal';
 import MembersTable, { MemberRow } from 'components/MembersTable/MembersTable';
 import useUrlQuery from 'hooks/useUrlQuery';
+import { parseAsBoolean, useQueryState } from 'nuqs';
 import { toISOString } from 'utils/app';
 
 import { FilterMode, MemberStatus, toMemberStatus } from './utils';
@@ -26,7 +27,10 @@ function MembersSettings(): JSX.Element {
 	// TODO(nuqs): Replace with nuqs once the nuqs setup and integration is done - for search
 	const [searchQuery, setSearchQuery] = useState('');
 	const [filterMode, setFilterMode] = useState<FilterMode>(FilterMode.All);
-	const [isInviteModalOpen, setIsInviteModalOpen] = useState(false);
+	const [isInviteModalOpen, setIsInviteModalOpen] = useQueryState(
+		'invite',
+		parseAsBoolean.withDefault(false),
+	);
 	const [selectedMember, setSelectedMember] = useState<MemberRow | null>(null);
 
 	const { data: usersData, isLoading, refetch: refetchUsers } = useListUsers();
@@ -201,7 +205,7 @@ function MembersSettings(): JSX.Element {
 					<Button
 						variant="solid"
 						color="primary"
-						onClick={(): void => setIsInviteModalOpen(true)}
+						onClick={(): void => void setIsInviteModalOpen(true)}
 					>
 						<Plus size={12} />
 						Invite member
@@ -221,7 +225,7 @@ function MembersSettings(): JSX.Element {
 
 			<InviteMembersModal
 				open={isInviteModalOpen}
-				onClose={(): void => setIsInviteModalOpen(false)}
+				onClose={(): void => void setIsInviteModalOpen(null)}
 				onComplete={handleInviteComplete}
 			/>
 

frontend/src/container/MembersSettings/__tests__/MembersSettings.integration.test.tsx

@@ -130,4 +130,14 @@ describe('MembersSettings (integration)', () => {
 			screen.findAllByPlaceholderText('john@signoz.io'),
 		).resolves.toHaveLength(3);
 	});
+
+	it('opens InviteMembersModal when invite=true query param is present', async () => {
+		render(<MembersSettings />, undefined, {
+			initialRoute: '/settings/members?invite=true',
+		});
+
+		await expect(
+			screen.findAllByPlaceholderText('john@signoz.io'),
+		).resolves.toHaveLength(3);
+	});
 });

frontend/src/container/MetricsExplorer/MetricDetails/MetricDetails.tsx

@@ -21,6 +21,7 @@ import AllAttributes from './AllAttributes';
 import DashboardsAndAlertsPopover from './DashboardsAndAlertsPopover';
 import Highlights from './Highlights';
 import Metadata from './Metadata';
+import VolumeControlSection from '../VolumeControl/components/VolumeControlSection/VolumeControlSection';
 import { MetricDetailsProps } from './types';
 import { getMetricDetailsQuery } from './utils';
 
@@ -190,6 +191,7 @@ function MetricDetails({
 					isLoadingMetricMetadata={isLoadingMetricMetadata}
 					refetchMetricMetadata={refetchMetricMetadata}
 				/>
+				<VolumeControlSection metricName={metricName} />
 				<AllAttributes
 					metricName={metricName}
 					metricType={metadata?.type}

frontend/src/container/MetricsExplorer/MetricDetails/__tests__/MetricDetails.test.tsx

@@ -77,6 +77,14 @@ jest.mock(
 		},
 );
 
+jest.mock(
+	'container/MetricsExplorer/VolumeControl/components/VolumeControlSection/VolumeControlSection',
+	() =>
+		function MockVolumeControlSection(): JSX.Element {
+			return <div data-testid="volume-control-section-mock">Volume Control</div>;
+		},
+);
+
 const useGetMetricMetadataMock = jest.spyOn(
 	metricsExplorerHooks,
 	'useGetMetricMetadata',

frontend/src/container/MetricsExplorer/Summary/Summary.styles.scss

@@ -58,6 +58,7 @@
 	}
 
 	.metrics-table-container {
+		padding-bottom: 48px;
 		.ant-table {
 			margin-left: -16px;
 			margin-right: -16px;

frontend/src/container/MetricsExplorer/VolumeControl/chartUtils.ts

@@ -0,0 +1,64 @@
+import {
+	Querybuildertypesv5QueryRangeResponseDTO,
+	Querybuildertypesv5TimeSeriesDataDTO,
+	Querybuildertypesv5TimeSeriesDTO,
+	Querybuildertypesv5TimeSeriesValueDTO,
+} from 'api/generated/services/sigNoz.schemas';
+import { SuccessResponse } from 'types/api';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+
+function findSeries(
+	series: Querybuildertypesv5TimeSeriesDTO[] | null | undefined,
+	label: string,
+): Querybuildertypesv5TimeSeriesDTO | undefined {
+	return series?.find((entry) =>
+		(entry.labels ?? []).some((value) => value.value === label),
+	);
+}
+
+function toChartValues(
+	points: Querybuildertypesv5TimeSeriesValueDTO[],
+): [number, string][] {
+	return points.map((point) => [
+		Math.floor((point.timestamp ?? 0) / 1000),
+		String(point.value ?? 0),
+	]);
+}
+
+export function buildVolumeChartPayload(
+	response?: Querybuildertypesv5QueryRangeResponseDTO,
+): SuccessResponse<MetricRangePayloadProps> {
+	const result = response?.data?.results?.[0] as
+		| Querybuildertypesv5TimeSeriesDataDTO
+		| undefined;
+	const series = result?.aggregations?.[0]?.series;
+
+	const ingested = findSeries(series, 'ingested')?.values ?? [];
+	const retained = findSeries(series, 'retained')?.values ?? [];
+
+	return {
+		statusCode: 200,
+		message: 'Success',
+		error: null,
+		payload: {
+			data: {
+				resultType: 'matrix',
+				result: [
+					{
+						queryName: 'ingested',
+						legend: 'Ingested',
+						metric: {},
+						values: toChartValues(ingested),
+					},
+					{
+						queryName: 'retained',
+						legend: 'Retained',
+						metric: {},
+						values: toChartValues(retained),
+					},
+				],
+				newResult: { data: { result: [], resultType: 'matrix' } },
+			},
+		},
+	};
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlBadge.tsx

@@ -0,0 +1,23 @@
+import { Gauge } from '@signozhq/icons';
+import { MetricreductionruletypesGettableReductionRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+import { Badge } from '@signozhq/ui/badge';
+
+interface VolumeControlBadgeProps {
+	rule: MetricreductionruletypesGettableReductionRuleDTO;
+}
+
+function VolumeControlBadge({ rule }: VolumeControlBadgeProps): JSX.Element {
+	return (
+		<Badge
+			data-testid="vc-badge-active"
+			variant="outline"
+			color={!rule.active ? 'success' : 'warning'}
+		>
+			<Gauge size={12} />
+			{!rule.active ? 'Active' : 'Pending'}
+		</Badge>
+	);
+}
+
+export default VolumeControlBadge;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlChart/VolumeControlChart.module.scss

@@ -0,0 +1,17 @@
+.chart {
+	display: flex;
+	flex-direction: column;
+	gap: 8px;
+	border: 1px solid var(--bg-slate-400, #1d212d);
+	border-radius: 6px;
+	padding: 12px 16px 0 16px;
+}
+
+.chartTitle {
+	text-transform: uppercase;
+	letter-spacing: 0.05em;
+}
+
+.chartBody {
+	height: 340px;
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlChart/VolumeControlChart.tsx

@@ -0,0 +1,88 @@
+import { Color } from '@signozhq/design-tokens';
+import { Typography } from '@signozhq/ui/typography';
+import { useGetMetricReductionRuleTimeseries } from 'api/generated/services/metrics';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import BarChart from 'container/DashboardContainer/visualization/charts/BarChart/BarChart';
+import { buildBaseConfig } from 'container/DashboardContainer/visualization/panels/utils/baseConfigBuilder';
+import { useIsDarkMode } from 'hooks/useDarkMode';
+import { useResizeObserver } from 'hooks/useDimensions';
+import { LegendPosition } from 'lib/uPlotV2/components/types';
+import { DrawStyle } from 'lib/uPlotV2/config/types';
+import { getUPlotChartData } from 'lib/uPlotLib/utils/getUplotChartData';
+import { useTimezone } from 'providers/Timezone';
+import { useMemo, useRef } from 'react';
+
+import { buildVolumeChartPayload } from '../../chartUtils';
+import styles from './VolumeControlChart.module.scss';
+
+const COLOR_MAPPING: Record<string, string> = {
+	Ingested: Color.BG_ROBIN_500,
+	Retained: Color.BG_FOREST_500,
+};
+
+interface VolumeControlChartProps {
+	enabled: boolean;
+}
+
+function VolumeControlChart({ enabled }: VolumeControlChartProps): JSX.Element {
+	const { data } = useGetMetricReductionRuleTimeseries({ query: { enabled } });
+
+	const isDarkMode = useIsDarkMode();
+	const { timezone } = useTimezone();
+	const graphRef = useRef<HTMLDivElement>(null);
+	const dimensions = useResizeObserver(graphRef);
+
+	const payload = useMemo(
+		() => buildVolumeChartPayload(data?.data).payload,
+		[data],
+	);
+	const chartData = useMemo(() => getUPlotChartData(payload), [payload]);
+
+	const config = useMemo(() => {
+		const timestamps = (chartData[0] as number[]) ?? [];
+		const builder = buildBaseConfig({
+			id: 'metric-volume-control',
+			isDarkMode,
+			apiResponse: payload,
+			timezone,
+			panelType: PANEL_TYPES.BAR,
+			yAxisUnit: 'short',
+			onDragSelect: (): void => {},
+			minTimeScale: timestamps[0],
+			maxTimeScale: timestamps[timestamps.length - 1],
+		});
+		(payload.data.result ?? []).forEach((series) => {
+			builder.addSeries({
+				scaleKey: 'y',
+				drawStyle: DrawStyle.Bar,
+				label: series.legend ?? series.queryName,
+				colorMapping: COLOR_MAPPING,
+				isDarkMode,
+			});
+		});
+		return builder;
+	}, [payload, chartData, isDarkMode, timezone]);
+
+	return (
+		<div className={styles.chart} data-testid="volume-control-chart">
+			<Typography.Text className={styles.chartTitle} size={'small'}>
+				Series volume over time · ingested vs retained
+			</Typography.Text>
+			<div className={styles.chartBody} ref={graphRef}>
+				{dimensions.width > 0 && (
+					<BarChart
+						config={config}
+						data={chartData}
+						width={dimensions.width}
+						height={dimensions.height}
+						yAxisUnit="short"
+						timezone={timezone}
+						legendConfig={{ position: LegendPosition.BOTTOM }}
+					/>
+				)}
+			</div>
+		</div>
+	);
+}
+
+export default VolumeControlChart;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/ImpactPanel/ImpactPanel.module.scss

@@ -0,0 +1,27 @@
+.impactPanel {
+	border: 1px solid var(--bg-slate-400, #1d212d);
+	border-radius: 6px;
+	background: var(--bg-ink-300, #16181d);
+	padding: 14px;
+}
+
+.meterGrid {
+	display: grid;
+	grid-template-columns: repeat(3, 1fr);
+	gap: 12px;
+}
+
+.meter {
+	display: flex;
+	flex-direction: column;
+	gap: 5px;
+}
+
+.meterLabel {
+	text-transform: uppercase;
+	letter-spacing: 0.04em;
+}
+
+.meterValue {
+	font-family: 'Geist Mono', monospace;
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/ImpactPanel/ImpactPanel.tsx

@@ -0,0 +1,81 @@
+import { Typography } from '@signozhq/ui/typography';
+import { Spin } from 'antd';
+import { MetricreductionruletypesGettableReductionRulePreviewDTO } from 'api/generated/services/sigNoz.schemas';
+
+import { formatCompact } from '../../../configUtils';
+import { RuleMode } from '../../../types';
+import styles from './ImpactPanel.module.scss';
+
+interface ImpactPanelProps {
+	mode: RuleMode;
+	preview?: MetricreductionruletypesGettableReductionRulePreviewDTO;
+	isLoading: boolean;
+}
+
+function ImpactPanel({
+	mode,
+	preview,
+	isLoading,
+}: ImpactPanelProps): JSX.Element {
+	if (mode === 'all') {
+		return (
+			<div className={styles.impactPanel} data-testid="volume-control-impact">
+				<Typography.Text size="small" color="muted">
+					All attributes remain queryable, no reduction.
+				</Typography.Text>
+			</div>
+		);
+	}
+
+	const current = preview?.currentRetainedSeries ?? 0;
+	const proposed = preview?.retainedSeries ?? 0;
+	const deltaPct = current > 0 ? (1 - proposed / current) * 100 : 0;
+	const reductionLabel = `${deltaPct >= 0 ? '−' : '+'}${Math.round(
+		Math.abs(deltaPct),
+	)}%`;
+
+	return (
+		<div className={styles.impactPanel} data-testid="volume-control-impact">
+			{isLoading && <Spin size="small" />}
+			{!isLoading && preview && (
+				<div className={styles.meterGrid}>
+					<div className={styles.meter}>
+						<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+							Current series
+						</Typography.Text>
+						<Typography.Text size="2xl" className={styles.meterValue}>
+							{formatCompact(current)}
+						</Typography.Text>
+					</div>
+					<div className={styles.meter}>
+						<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+							Proposed series
+						</Typography.Text>
+						<Typography.Text size="2xl" className={styles.meterValue}>
+							{formatCompact(proposed)}
+						</Typography.Text>
+					</div>
+					<div className={styles.meter}>
+						<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+							Reduction
+						</Typography.Text>
+						<Typography.Text
+							size="2xl"
+							color={deltaPct >= 0 ? 'success' : undefined}
+							className={styles.meterValue}
+						>
+							{reductionLabel}
+						</Typography.Text>
+					</div>
+				</div>
+			)}
+			{!isLoading && !preview && (
+				<Typography.Text size="small" color="muted">
+					Select attributes to preview the impact.
+				</Typography.Text>
+			)}
+		</div>
+	);
+}
+
+export default ImpactPanel;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/LabelSelector/LabelSelector.module.scss

@@ -0,0 +1,10 @@
+.fieldGroup {
+	display: flex;
+	flex-direction: column;
+	gap: 6px;
+}
+
+.attributeSelect {
+	width: 100%;
+	margin-top: 4px;
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/LabelSelector/LabelSelector.tsx

@@ -0,0 +1,54 @@
+import { Typography } from '@signozhq/ui/typography';
+import { Select } from 'antd';
+import { popupContainer } from 'utils/selectPopupContainer';
+
+import { RuleMode } from '../../../types';
+import styles from './LabelSelector.module.scss';
+
+interface LabelSelectorProps {
+	mode: RuleMode;
+	options: string[];
+	value: string[];
+	onChange: (labels: string[]) => void;
+	loading?: boolean;
+}
+
+function LabelSelector({
+	mode,
+	options,
+	value,
+	onChange,
+	loading,
+}: LabelSelectorProps): JSX.Element {
+	const helpText =
+		mode === 'include'
+			? 'Only the selected attributes will remain queryable.'
+			: 'The selected attributes will be aggregated away; all others stay queryable.';
+
+	return (
+		<div
+			className={styles.fieldGroup}
+			data-testid="volume-control-label-selector"
+		>
+			<Typography.Text size="small" weight="semibold">
+				Attributes
+			</Typography.Text>
+			<Typography.Text size="sm" color="muted">
+				{helpText}
+			</Typography.Text>
+			<Select
+				mode="multiple"
+				className={styles.attributeSelect}
+				placeholder="Select attributes"
+				value={value}
+				onChange={onChange}
+				loading={loading}
+				options={options.map((key) => ({ label: key, value: key }))}
+				getPopupContainer={popupContainer}
+				data-testid="volume-control-label-select"
+			/>
+		</div>
+	);
+}
+
+export default LabelSelector;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/ModeSelector/ModeSelector.module.scss

@@ -0,0 +1,29 @@
+.modeOptions {
+	display: grid;
+	grid-template-columns: repeat(3, 1fr);
+	gap: 10px;
+}
+
+.modeOption {
+	display: flex;
+	flex-direction: column;
+	gap: 4px;
+	text-align: left;
+	border: 1px solid var(--bg-slate-400, #1d212d);
+	border-radius: 6px;
+	background: var(--bg-ink-300, #16181d);
+	padding: 12px;
+	cursor: pointer;
+	transition:
+		border-color 0.12s ease,
+		background 0.12s ease;
+
+	&:hover {
+		border-color: var(--bg-slate-200, #2c3140);
+	}
+}
+
+.modeOptionSelected {
+	border-color: var(--bg-robin-500, #4e74f8);
+	background: var(--callout-primary-background);
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/ModeSelector/ModeSelector.tsx

@@ -0,0 +1,64 @@
+import { Typography } from '@signozhq/ui/typography';
+import cx from 'classnames';
+
+import { RuleMode } from '../../../types';
+import styles from './ModeSelector.module.scss';
+
+interface ModeOption {
+	mode: RuleMode;
+	title: string;
+	description: string;
+}
+
+const MODE_OPTIONS: ModeOption[] = [
+	{
+		mode: 'all',
+		title: 'Allow all attributes',
+		description: 'All attributes stay queryable. Removes any existing rule.',
+	},
+	{
+		mode: 'include',
+		title: 'Include attributes',
+		description: 'Allowlist: only the selected attributes stay queryable.',
+	},
+	{
+		mode: 'exclude',
+		title: 'Exclude attributes',
+		description: 'Blocklist: the selected attributes are aggregated away.',
+	},
+];
+
+interface ModeSelectorProps {
+	mode: RuleMode;
+	onChange: (mode: RuleMode) => void;
+}
+
+function ModeSelector({ mode, onChange }: ModeSelectorProps): JSX.Element {
+	return (
+		<div
+			className={styles.modeOptions}
+			data-testid="volume-control-mode-selector"
+		>
+			{MODE_OPTIONS.map((option) => (
+				<button
+					type="button"
+					key={option.mode}
+					className={cx(styles.modeOption, {
+						[styles.modeOptionSelected]: mode === option.mode,
+					})}
+					onClick={(): void => onChange(option.mode)}
+					data-testid={`volume-control-mode-${option.mode}`}
+				>
+					<Typography.Text size="small" weight="semibold">
+						{option.title}
+					</Typography.Text>
+					<Typography.Text size="sm" color="muted">
+						{option.description}
+					</Typography.Text>
+				</button>
+			))}
+		</div>
+	);
+}
+
+export default ModeSelector;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/RelatedAssetsWarning/RelatedAssetsWarning.module.scss

@@ -0,0 +1,20 @@
+.warning {
+	display: flex;
+	gap: 10px;
+	padding: 11px 13px;
+	border-radius: 6px;
+	background: var(--callout-warning-background);
+	border: 1px solid var(--callout-warning-border);
+	color: var(--callout-warning-icon);
+}
+
+.warningBody {
+	display: flex;
+	flex-direction: column;
+	gap: 4px;
+}
+
+.assetList {
+	margin: 2px 0 0;
+	padding-left: 16px;
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/RelatedAssetsWarning/RelatedAssetsWarning.tsx

@@ -0,0 +1,97 @@
+import { Info } from '@signozhq/icons';
+import { Typography } from '@signozhq/ui/typography';
+import {
+	MetricreductionruletypesAffectedAssetDTO,
+	MetricreductionruletypesAssetTypeDTO,
+} from 'api/generated/services/sigNoz.schemas';
+import { QueryParams } from 'constants/query';
+import ROUTES from 'constants/routes';
+
+import styles from './RelatedAssetsWarning.module.scss';
+
+const AssetType = MetricreductionruletypesAssetTypeDTO;
+
+function assetHref(
+	asset: MetricreductionruletypesAffectedAssetDTO,
+): string | undefined {
+	if (!asset.id) {
+		return undefined;
+	}
+	if (asset.type === AssetType.dashboard) {
+		const base = ROUTES.DASHBOARD.replace(':dashboardId', asset.id);
+		return asset.widget?.id
+			? `${base}?${QueryParams.expandedWidgetId}=${asset.widget.id}`
+			: base;
+	}
+	if (asset.type === AssetType.alert_rule) {
+		return `${ROUTES.EDIT_ALERTS}?ruleId=${asset.id}`;
+	}
+	return undefined;
+}
+
+interface RelatedAssetsWarningProps {
+	affectedAssets?: MetricreductionruletypesAffectedAssetDTO[] | null;
+}
+
+function RelatedAssetsWarning({
+	affectedAssets,
+}: RelatedAssetsWarningProps): JSX.Element | null {
+	const impacted = (affectedAssets ?? []).filter(
+		(asset) =>
+			asset.type === AssetType.alert_rule ||
+			(asset.impactedLabels ?? []).length > 0,
+	);
+	if (impacted.length === 0) {
+		return null;
+	}
+
+	const impactedLabels = Array.from(
+		new Set(impacted.flatMap((asset) => asset.impactedLabels ?? [])),
+	);
+
+	return (
+		<div className={styles.warning} data-testid="volume-control-warning">
+			<Info size={14} />
+			<div className={styles.warningBody}>
+				<Typography.Text as="div" size="small" weight="semibold" color="warning">
+					This rule affects {impacted.length} related asset
+					{impacted.length > 1 ? 's' : ''}.
+				</Typography.Text>
+				{impactedLabels.length > 0 && (
+					<Typography.Text as="div" size="sm" color="muted">
+						{impactedLabels.join(', ')} will no longer be queryable; affected panels
+						fall back to aggregated data once the rule applies.
+					</Typography.Text>
+				)}
+				<ul className={styles.assetList}>
+					{impacted.map((asset) => {
+						const href = assetHref(asset);
+						const label = `${asset.name}${
+							asset.widget ? ` · ${asset.widget.name}` : ''
+						}`;
+						return (
+							<li key={`${asset.type}-${asset.id}-${asset.widget?.id ?? ''}`}>
+								{href ? (
+									<Typography.Link
+										size="sm"
+										href={href}
+										target="_blank"
+										rel="noopener noreferrer"
+									>
+										{label}
+									</Typography.Link>
+								) : (
+									<Typography.Text size="sm" color="muted">
+										{label}
+									</Typography.Text>
+								)}
+							</li>
+						);
+					})}
+				</ul>
+			</div>
+		</div>
+	);
+}
+
+export default RelatedAssetsWarning;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/VolumeControlConfigDrawer.module.scss

@@ -0,0 +1,30 @@
+.body {
+	display: flex;
+	flex-direction: column;
+	gap: 20px;
+	padding: 4px 2px;
+}
+
+.adminRow {
+	display: flex;
+	align-items: center;
+	gap: 10px;
+}
+
+.adminOnlyTag {
+	border: 1px solid var(--bg-amber-500, #ffcc56);
+	border-radius: 99px;
+	padding: 1px 8px;
+	letter-spacing: 0.03em;
+}
+
+.footer {
+	display: flex;
+	align-items: center;
+	gap: 10px;
+	width: 100%;
+}
+
+.footerSpacer {
+	flex: 1;
+}

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlConfigDrawer/VolumeControlConfigDrawer.tsx

@@ -0,0 +1,123 @@
+import { Button } from '@signozhq/ui/button';
+import { DrawerWrapper } from '@signozhq/ui/drawer';
+import { Typography } from '@signozhq/ui/typography';
+import { MetricreductionruletypesGettableReductionRuleDTO } from 'api/generated/services/sigNoz.schemas';
+
+import { useVolumeControlConfig } from '../../hooks/useVolumeControlConfig';
+import ImpactPanel from './ImpactPanel/ImpactPanel';
+import LabelSelector from './LabelSelector/LabelSelector';
+import ModeSelector from './ModeSelector/ModeSelector';
+import RelatedAssetsWarning from './RelatedAssetsWarning/RelatedAssetsWarning';
+import styles from './VolumeControlConfigDrawer.module.scss';
+
+interface VolumeControlConfigDrawerProps {
+	metricName: string;
+	existingRule: MetricreductionruletypesGettableReductionRuleDTO | null;
+	open: boolean;
+	onClose: () => void;
+}
+
+function VolumeControlConfigDrawer({
+	metricName,
+	existingRule,
+	open,
+	onClose,
+}: VolumeControlConfigDrawerProps): JSX.Element {
+	const {
+		mode,
+		setMode,
+		labels,
+		setLabels,
+		attributeKeys,
+		isLoadingAttributes,
+		preview,
+		isPreviewLoading,
+		save,
+		remove,
+		isSaving,
+		isRemoving,
+		hasExistingRule,
+		isSaveDisabled,
+	} = useVolumeControlConfig({ metricName, existingRule, open, onClose });
+
+	const footer = (
+		<div className={styles.footer}>
+			<Button
+				variant="outlined"
+				color="secondary"
+				onClick={onClose}
+				data-testid="volume-control-cancel"
+			>
+				Cancel
+			</Button>
+			<div className={styles.footerSpacer} />
+			{hasExistingRule && (
+				<Button
+					variant="ghost"
+					color="destructive"
+					onClick={remove}
+					loading={isRemoving}
+					data-testid="volume-control-remove"
+				>
+					Remove rule
+				</Button>
+			)}
+			<Button
+				variant="solid"
+				color="primary"
+				onClick={save}
+				disabled={isSaveDisabled}
+				loading={isSaving}
+				data-testid="volume-control-save"
+			>
+				Save rule
+			</Button>
+		</div>
+	);
+
+	return (
+		<DrawerWrapper
+			open={open}
+			onOpenChange={(next: boolean): void => {
+				if (!next) {
+					onClose();
+				}
+			}}
+			title={`Manage attributes · ${metricName}`}
+			direction="right"
+			showCloseButton
+			width="wide"
+			footer={footer}
+			showOverlay={false}
+			className="volume-control-config-drawer"
+			style={{ zIndex: 1100 }}
+		>
+			<div className={styles.body} data-testid="volume-control-config-drawer">
+				<div className={styles.adminRow}>
+					<Typography.Text
+						size="xs"
+						weight="semibold"
+						color="warning"
+						className={styles.adminOnlyTag}
+					>
+						Admin only
+					</Typography.Text>
+				</div>
+				<ModeSelector mode={mode} onChange={setMode} />
+				{mode !== 'all' && (
+					<LabelSelector
+						mode={mode}
+						options={attributeKeys}
+						value={labels}
+						onChange={setLabels}
+						loading={isLoadingAttributes}
+					/>
+				)}
+				<ImpactPanel mode={mode} preview={preview} isLoading={isPreviewLoading} />
+				<RelatedAssetsWarning affectedAssets={preview?.affectedAssets} />
+			</div>
+		</DrawerWrapper>
+	);
+}
+
+export default VolumeControlConfigDrawer;