perf(tsconfig): enable incremental & fix large type resolution

* chore(authz): delete the deprecated authz apis

* test(authz): rework role integration tests onto the new CRUD APIs

Migrate the role integration suite off the deprecated PATCH endpoints and
onto the current declarative role CRUD APIs (Create/Get/List/Update/Delete
with full transactionGroups).

- role/01_register.py: verify managed roles via GetRole's transactionGroups
  against a golden matrix in testdata/role/managed_role_grants.json (no more
  DB tuple assertions).
- role/02_crud.py (new): custom-role CRUD lifecycle, declarative update,
  validation (naming, invalid verb/type/kind/selector, duplicate, managed
  immutability, delete-with-assignee), and license gating.
- role/03_fga.py: resource FGA allow/deny via declarative grant sets.
- role/02_user.py: deleted; user role-membership is covered by the
  passwordauthn suite.
- serviceaccount/06_fga.py: migrated to declarative grant PUTs.
- fixtures/role.py: pure data helpers + find_role_id fixture; tests make
  their HTTP calls directly.

* test(authz): scope role/SA FGA tests to fine-grained selectors

- role FGA: grant read/update/delete on a specific role name (not "*") and
  assert allowed-on-granted vs forbidden-on-other; create is collection-scoped;
  list on "*" returns every role.
- serviceaccount FGA: grant on a specific SA id (with a second SA to prove
  cross-instance denial); dual attach/detach scoped to SA id + role name.
- add create_role fixture (alongside find_role_id) for happy-path role creation;
  validation/failure cases stay inline.
- underscore-prefix file-local constants in both FGA modules.

* test(authz): rename grants terminology to transactions in role tests

.github/CODEOWNERS

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

README.de-de.md

@@ -1,197 +1,190 @@
 <p align="center">
-  <img src="https://res.cloudinary.com/dcv3epinx/image/upload/v1618904450/signoz-images/LogoGithub_sigfbu.svg" alt="SigNoz-logo" width="240" />
-
-  <p align="center">Überwache deine Anwendungen und behebe Probleme in deinen bereitgestellten Anwendungen. SigNoz ist eine Open Source Alternative zu DataDog, New Relic, etc.</p>
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="docs/readme-assets/signoz-hero-dark.png" width="900">
+    <source media="(prefers-color-scheme: light)" srcset="docs/readme-assets/signoz-hero-light.png" width="900">
+    <img alt="SigNoz - Observability nach deinen Bedingungen, basierend auf offenen Standards." src="docs/readme-assets/signoz-hero-light.png" width="900">
+  </picture>
 </p>
 
 <p align="center">
-    <img alt="Downloads" src="https://img.shields.io/docker/pulls/signoz/query-service?label=Downloads"> </a>
-    <img alt="GitHub issues" src="https://img.shields.io/github/issues/signoz/signoz"> </a>
-    <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability">
-        <img alt="tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"> </a>
+  <a href="README.md">English</a> ·
+  <a href="README.zh-cn.md">中文</a> ·
+  <a href="README.pt-br.md">Português</a>
 </p>
 
-<h3 align="center">
-  <a href="https://signoz.io/docs"><b>Dokumentation</b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.md"><b>Readme auf Englisch </b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.zh-cn.md"><b>ReadMe auf Chinesisch</b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.pt-br.md"><b>ReadMe auf Portugiesisch</b></a> &bull;
-  <a href="https://signoz.io/slack"><b>Slack Community</b></a> &bull;
-  <a href="https://twitter.com/SigNozHq"><b>Twitter</b></a>
-</h3>
+<p align="center">
+  <a href="https://github.com/SigNoz/signoz/issues"><img alt="GitHub issues" src="https://img.shields.io/github/issues/SigNoz/signoz"></a>
+  <a href="https://github.com/SigNoz/signoz/releases"><img alt="GitHub release" src="https://img.shields.io/github/v/release/SigNoz/signoz?label=release"></a>
+  <a href="https://signoz.io/slack"><img alt="Slack community" src="https://img.shields.io/badge/slack-community-4A154B?logo=slack&logoColor=white"></a>
+  <a href="https://www.linkedin.com/company/signozio/"><img alt="LinkedIn" src="https://img.shields.io/badge/linkedin-SigNoz-0A66C2?logo=linkedin&logoColor=white"></a>
+  <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"><img alt="Tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"></a>
+</p>
 
-##
+SigNoz ist eine Open-Source-Observability-Plattform auf Basis von OpenTelemetry. Wir bauen eine Enterprise-taugliche Alternative zu fragmentierten Monitoring-Stacks, mit Logs, Metriken, Traces, Alerts und Dashboards an einem Ort.
 
-SigNoz hilft Entwicklern, Anwendungen zu überwachen und Probleme in ihren bereitgestellten Anwendungen zu beheben. Mit SigNoz können Sie Folgendes tun:
+### Wähle, wie du SigNoz betreibst
 
-👉 Visualisieren Sie Metriken, Traces und Logs in einer einzigen Oberfläche.
+#### SigNoz Cloud (empfohlen)
 
-👉 Sie können Metriken wie die p99-Latenz, Fehlerquoten für Ihre Dienste, externe API-Aufrufe und individuelle Endpunkte anzeigen.
+Vollständig verwaltetes SigNoz mit 30 Tagen kostenloser Testphase, ohne Kreditkarte, nutzungsbasierter Preisgestaltung ab 49 USD und regionalem Datenhosting.
 
-👉 Sie können die Ursache des Problems ermitteln, indem Sie zu den genauen Traces gehen, die das Problem verursachen, und detaillierte Flammenbilder einzelner Anfragetraces anzeigen.
+[**Kostenlos starten →**](https://signoz.io/teams/)
 
-👉 Führen Sie Aggregationen auf Trace-Daten durch, um geschäftsrelevante Metriken zu erhalten.
+#### Enterprise
 
-👉 Filtern und Abfragen von Logs, Erstellen von Dashboards und Benachrichtigungen basierend auf Attributen in den Logs.
+Enterprise Cloud, BYOC oder Enterprise Self-Hosted mit Compliance, Support, benutzerdefinierter Aufbewahrung, RBAC, Ingestion Controls, Datenresidenz und Regionsauswahl.
 
-👉 Automatische Aufzeichnung von Ausnahmen in Python, Java, Ruby und Javascript.
+[**Enterprise entdecken →**](https://signoz.io/enterprise/)
 
-👉 Einfache Einrichtung von Benachrichtigungen mit dem selbst erstellbaren Abfrage-Builder.
+#### Community
 
-##
+Kostenloses Open-Source-SigNoz, das in deiner eigenen Infrastruktur läuft. Deployment mit Docker, Kubernetes oder Linux, während du die volle Kontrolle über deine Datenebene behältst.
 
-### Anwendung Metriken
+[**SigNoz installieren →**](https://signoz.io/docs/install/self-host/)
 
-![application_metrics](https://user-images.githubusercontent.com/83692067/226637410-900dbc5e-6705-4b11-a10c-bd0faeb2a92f.png)
+### Was kannst du überwachen?
 
-### Verteiltes Tracing
+SigNoz hilft Teams, Produktionsprobleme schneller zu debuggen, indem Logs, Metriken, Traces, Alerts, Dashboards, Exceptions und agent-native Workflows an einem Ort verbunden werden.
 
-<img width="2068" alt="distributed_tracing_2 2" src="https://user-images.githubusercontent.com/83692067/226536447-bae58321-6a22-4ed3-af80-e3e964cb3489.png">
+#### APM-Überblick
 
-<img width="2068" alt="distributed_tracing_1" src="https://user-images.githubusercontent.com/83692067/226536462-939745b6-4f9d-45a6-8016-814837e7f7b4.png">
+Überwache Service-Latenz, Fehlerrate, Durchsatz, Apdex, wichtige Endpunkte, Datenbankaufrufe und externe Aufrufe.
 
-### Log Verwaltung
+<p align="center">
+  <img alt="SigNoz APM-Dashboard mit Latenz, Durchsatz, Apdex und wichtigen Operationen" src="docs/readme-assets/monitor/apm.png" width="900">
+</p>
 
-<img width="2068" alt="logs_management" src="https://user-images.githubusercontent.com/83692067/226536482-b8a5c4af-b69c-43d5-969c-338bd5eaf1a5.png">
+Mehr erfahren: [APM-Dokumentation](https://signoz.io/docs/instrumentation/overview/)
 
-### Infrastruktur Überwachung
+#### Log-Management
 
-<img width="2068" alt="infrastructure_monitoring" src="https://user-images.githubusercontent.com/83692067/226536496-f38c4dbf-e03c-4158-8be0-32d4a61158c7.png">
+Erfasse, suche, aggregiere und korreliere Logs mit Traces und Metriken über einen visuellen Query Builder.
 
-### Exceptions Monitoring
+<p align="center">
+  <img alt="SigNoz Logs Explorer mit Filtern, Frequenzdiagramm und Log-Zeilen" src="docs/readme-assets/monitor/log-management.svg" width="900">
+</p>
 
-![exceptions_light](https://user-images.githubusercontent.com/83692067/226637967-4188d024-3ac9-4799-be95-f5ea9c45436f.png)
+Mehr erfahren: [Log-Management-Dokumentation](https://signoz.io/docs/logs-management/overview/)
 
-### Alarme
+#### Metriken und Dashboards
 
-<img width="2068" alt="alerts_management" src="https://user-images.githubusercontent.com/83692067/226536548-2c81e2e8-c12d-47e8-bad7-c6be79055def.png">
+Erstelle Dashboards für Anwendungs-, Infrastruktur- und benutzerdefinierte Metriken mit Query Builder, PromQL oder ClickHouse SQL.
 
-<br /><br />
+<p align="center">
+  <img alt="SigNoz Host-Metrics-Dashboard mit Systemlast- und Netzwerkdiagrammen" src="docs/readme-assets/monitor/metrics.png" width="900">
+</p>
 
-## Werde Teil unserer Slack Community
+Mehr erfahren: [Metriken-Dokumentation](https://signoz.io/docs/metrics-management/overview/)
 
-Sag Hi zu uns auf [Slack](https://signoz.io/slack) 👋
+#### Infrastruktur-Monitoring
 
-<br /><br />
+Überwache Kubernetes-Cluster, Pods, Nodes, Workloads sowie Host-CPU, Arbeitsspeicher, Festplatten, Netzwerk, Logs und Traces.
 
-## Funktionen:
+<p align="center">
+  <img alt="SigNoz Kubernetes-Infrastruktur-Dashboard mit Pod- und Node-Metriken" src="docs/readme-assets/monitor/infrastructure.png" width="900">
+</p>
 
-- Einheitliche Benutzeroberfläche für Metriken, Traces und Logs. Keine Notwendigkeit, zwischen Prometheus und Jaeger zu wechseln, um Probleme zu debuggen oder ein separates Log-Tool wie Elastic neben Ihrer Metriken- und Traces-Stack zu verwenden.
-- Überblick über Anwendungsmetriken wie RPS, Latenzzeiten des 50tes/90tes/99tes Perzentils und Fehlerquoten.
-- Langsamste Endpunkte in Ihrer Anwendung.
-- Zeigen Sie genaue Anfragetraces an, um Probleme in nachgelagerten Diensten, langsamen Datenbankabfragen oder Aufrufen von Drittanbieterdiensten wie Zahlungsgateways zu identifizieren.
-- Filtern Sie Traces nach Dienstname, Operation, Latenz, Fehler, Tags/Annotationen.
-- Führen Sie Aggregationen auf Trace-Daten (Ereignisse/Spans) durch, um geschäftsrelevante Metriken zu erhalten. Beispielsweise können Sie die Fehlerquote und die 99tes Perzentillatenz für `customer_type: gold` oder `deployment_version: v2` oder `external_call: paypal` erhalten.
-- Native Unterstützung für OpenTelemetry-Logs, erweiterten Log-Abfrage-Builder und automatische Log-Sammlung aus dem Kubernetes-Cluster.
-- Blitzschnelle Log-Analytik ([Logs Perf. Benchmark](https://signoz.io/blog/logs-performance-benchmark/))
-- End-to-End-Sichtbarkeit der Infrastrukturleistung, Aufnahme von Metriken aus allen Arten von Host-Umgebungen.
-- Einfache Einrichtung von Benachrichtigungen mit dem selbst erstellbaren Abfrage-Builder.
+Mehr erfahren: [Infrastruktur-Monitoring-Dokumentation](https://signoz.io/docs/infrastructure-monitoring/overview/)
 
-<br /><br />
+#### LLM- und AI-Observability
 
-## Wieso SigNoz?
+Verfolge LLM-Apps, RAG-Pipelines, Prompts, Tool Calls, Tokens, Latenz und Kosten zusammen mit Anwendungs- und Infrastruktur-Telemetrie.
 
-Als Entwickler fanden wir es anstrengend, uns für jede kleine Funktion, die wir haben wollten, auf Closed Source SaaS Anbieter verlassen zu müssen. Closed Source Anbieter überraschen ihre Kunden zum Monatsende oft mit hohen Rechnungen, die keine Transparenz bzgl. der Kostenaufteilung bieten.
+<p align="center">
+  <img alt="SigNoz LLM-Observability-Dashboard für Traces, Token-Nutzung, Latenz und Kosten" src="docs/readme-assets/monitor/llm.png" width="900">
+</p>
 
-Wir wollten eine selbst gehostete, Open Source Variante von Lösungen wie DataDog, NewRelic für Firmen anbieten, die Datenschutz und Sicherheitsbedenken haben, bei der Weitergabe von Kundendaten an Drittanbieter.
+Mehr erfahren: [LLM-Observability-Dokumentation](https://signoz.io/docs/llm-observability/)
 
-Open Source gibt dir außerdem die totale Kontrolle über deine Konfiguration, Stichprobenentnahme und Betriebszeit. Du kannst des Weiteren neue Module auf Basis von SigNoz bauen, die erweiterte, geschäftsspezifische Funktionen anbieten.
+#### Agent-Native Observability und MCP
 
-### Languages supported:
+Nutze den SigNoz MCP-Server, um Telemetrie in Coding Agents zu bringen, oder nutze Noz in SigNoz, um Incidents zu untersuchen, Alerts zu verbessern und Dashboards mit Produktionskontext zu erstellen. [Noz](https://signoz.io/docs/ai/noz/) ist nur in SigNoz Cloud verfügbar.
 
-Wir unterstützen [OpenTelemetry](https://opentelemetry.io) als Bibliothek, mit der Sie Ihre Anwendungen instrumentieren können. Daher wird jedes von OpenTelemetry unterstützte Framework und jede Sprache auch von SignNoz unterstützt. Einige der wichtigsten unterstützten Sprachen sind:
+<p align="center">
+  <img alt="SigNoz Noz-Oberfläche neben einem MCP-gestützten Agent-Workflow" src="docs/readme-assets/monitor/agent-native.png" width="900">
+</p>
 
-- Java
-- Python
-- NodeJS
-- Go
-- PHP
-- .NET
-- Ruby
-- Elixir
-- Rust
+Mehr erfahren: [SigNoz MCP-Server-Dokumentation](https://signoz.io/docs/ai/signoz-mcp-server/) · [Agent-Skills-Dokumentation](https://signoz.io/docs/ai/agent-skills/#install-the-plugin)
 
-Hier findest du die vollständige Liste von unterstützten Programmiersprachen - https://opentelemetry.io/docs/
+#### Distributed Tracing
 
-<br /><br />
+Verfolge Requests über Services hinweg mit Flamegraphs, Waterfalls, Span Events, Filtern und Trace Analytics.
 
-## Erste Schritte mit SigNoz
+<p align="center">
+  <img alt="SigNoz Distributed-Tracing-Ansicht mit Flamegraph und Waterfall-Spans" src="docs/readme-assets/monitor/distributed-tracing.png" width="900">
+</p>
 
-### Bereitstellung mit Docker
+Mehr erfahren: [Distributed-Tracing-Dokumentation](https://signoz.io/docs/instrumentation/)
 
-Bitte folge den [hier](https://signoz.io/docs/install/docker/) aufgelisteten Schritten um deine Anwendung mit Docker bereitzustellen.
+#### Trace Funnels
 
-Die [Anleitungen zur Fehlerbehebung](https://signoz.io/docs/install/troubleshooting/) könnten hilfreich sein, falls du auf irgendwelche Schwierigkeiten stößt.
+Erstelle Funnels aus Traces, um Drop-offs im Request-Flow, fehlgeschlagene Übergänge und systemische Workflow-Probleme zu verstehen.
 
-<p>&nbsp  </p>
+<p align="center">
+  <img alt="SigNoz Trace Funnels mit Request-Flow-Drop-offs und fehlgeschlagenen Übergängen" src="docs/readme-assets/monitor/trace-funnels.png" width="900">
+</p>
 
-### Deploy in Kubernetes using Helm
+Mehr erfahren: [Trace-Funnels-Dokumentation](https://signoz.io/docs/trace-funnels/overview/)
 
-Bitte folge den [hier](https://signoz.io/docs/deployment/helm_chart) aufgelisteten Schritten, um deine Anwendung mit Helm Charts bereitzustellen.
+Du kannst außerdem [**Exceptions**](https://signoz.io/docs/userguide/exceptions/), [**Alerts**](https://signoz.io/docs/alerts/), [**externe APIs**](https://signoz.io/docs/external-api-monitoring/overview/) und [**Integrationen**](https://signoz.io/docs/integrations/integrations-list/) für OpenTelemetry, Prometheus, Kubernetes, Cloud-Anbieter, Sprach-SDKs, Application Frameworks, Datenbanken und LLM-Tools überwachen.
 
-<br /><br />
+### Warum Teams SigNoz nutzen
 
-## Vergleiche mit bekannten Tools
+1. **OpenTelemetry-native**<br>
+   Einmal mit offenen Standards instrumentieren und die Kontrolle über deine Telemetrie behalten.
+2. **Korrelierte Signale**<br>
+   Von Service-Charts zu Traces, Logs, Infrastrukturmetriken und Exceptions wechseln, ohne das Tool zu wechseln.
+3. **Eine einzelne spaltenorientierte Datenbank**<br>
+   Gebaut für hochkardinale Observability-Workloads mit hohem Volumen.
+4. **Vorhersehbare Preise**<br>
+   Keine Preise pro Host, keine Preise pro Nutzerplatz und keine Sonderpreise für Custom Metrics.
+5. **Enterprise-ready**<br>
+   SOC 2 Type II und HIPAA Compliance, RBAC, Ingestion Controls, benutzerdefinierte Aufbewahrung, Support, BYOC und Self-Hosting.
 
-### SigNoz vs Prometheus
+### Erste Schritte
 
-Prometheus ist gut, falls du dich nur für Metriken interessierst. Wenn du eine nahtlose Integration von Metriken und Einzelschritt-Fehlersuchen haben möchtest, ist die Kombination aus Prometheus und Jaeger nicht das Richtige für dich.
+#### Mit Cloud starten
 
-Unser Ziel ist es, eine integrierte Benutzeroberfläche aus Metriken und Einzelschritt-Fehlersuchen anzubieten, ähnlich wie es SaaS Anbieter wie Datadog tun, mit der Möglichkeit von erweitertem filtern und aggregieren von Fehlersuchen. Etwas, was in Jaeger aktuell fehlt.
+Erstelle einen verwalteten SigNoz-Workspace und erhalte dein erstes Dashboard, ohne Observability-Infrastruktur betreiben zu müssen.
 
-<p>&nbsp  </p>
+[**Kostenlos mit SigNoz Cloud starten**](https://signoz.io/teams/)
 
-### SigNoz vs Jaeger
+#### SigNoz selbst hosten
 
-Jaeger kümmert sich nur um verteilte Einzelschritt-Fehlersuche. SigNoz erstellt sowohl Metriken als auch Einzelschritt-Fehlersuche, daneben haben wir auch Protokoll Verwaltung auf unserem Plan.
+Betreibe SigNoz in deiner eigenen Infrastruktur mit Foundry, Docker, Kubernetes oder Linux.
 
-Außerdem hat SigNoz noch mehr spezielle Funktionen im Vergleich zu Jaeger:
+[**Foundry**](https://github.com/SigNoz/foundry) · [**Docker**](https://signoz.io/docs/install/docker/) · [**Kubernetes**](https://signoz.io/docs/install/kubernetes/) · [**Linux**](https://signoz.io/docs/install/linux/)
 
-- Jaeger UI zeigt keine Metriken für Einzelschritt-Fehlersuchen oder für gefilterte Einzelschritt-Fehlersuchen an.
-- Jaeger erstellt keine Aggregate für gefilterte Einzelschritt-Fehlersuchen, z. B. die P99 Latenz von Abfragen mit dem Tag `customer_type=premium`, was hingegen mit SigNoz leicht umsetzbar ist.
+#### Daten senden
 
-<p>&nbsp  </p>
+Instrumentiere Anwendungen und Infrastruktur mit OpenTelemetry, Prometheus, Sprach-SDKs und Integrationen.
 
-### SigNoz vs Elastic
+[**Instrumentation**](https://signoz.io/docs/instrumentation/) · [**Integrationen**](https://signoz.io/docs/integrations/integrations-list/)
 
-- Die Verwaltung von SigNoz-Protokollen basiert auf 'ClickHouse', einem spaltenbasierten OLAP-Datenspeicher, der aggregierte Protokollanalyseabfragen wesentlich effizienter macht.
-- 50 % geringerer Ressourcenbedarf im Vergleich zu Elastic während der Aufnahme.
+### Vergleich mit bekannten Tools
 
-Wir haben Benchmarks veröffentlicht, die Elastic mit SignNoz vergleichen. Schauen Sie es sich [hier](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
+SigNoz wird häufig von Teams eingeführt, die von einzelnen Spezialtools oder kommerziellen Plattformen mit unvorhersehbarer Preisgestaltung wechseln.
 
-<p>&nbsp  </p>
+**Prometheus**<br>
+Gut, wenn du nur Metriken brauchst. SigNoz hält Metriken, Logs, Traces, Dashboards und Alerts zusammen, damit Teams mit korreliertem Kontext debuggen können.
 
-### SigNoz vs Loki
+**Jaeger**<br>
+Jaeger macht ausschließlich Distributed Tracing. SigNoz ergänzt Metriken, Logs, Trace Analytics, Dashboards, Alerts, Exceptions und Trace-to-Log-Workflows.
 
-- SigNoz unterstützt Aggregationen von Daten mit hoher Kardinalität über ein großes Volumen, Loki hingegen nicht.
-- SigNoz unterstützt Indizes über Daten mit hoher Kardinalität und hat keine Beschränkungen hinsichtlich der Anzahl der Indizes, während Loki maximale Streams erreicht, wenn ein paar Indizes hinzugefügt werden.
-- Das Durchsuchen großer Datenmengen ist in Loki im Vergleich zu SigNoz schwierig und langsam.
+**Elastic**<br>
+SigNoz nutzt eine spaltenorientierte Datenbank für effiziente Observability-Analysen und hochkardinale Log-Workloads, mit 50 % geringerem Ressourcenbedarf gegenüber Elastic während der Ingestion. Lies die [detaillierte Studie](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
 
-Wir haben Benchmarks veröffentlicht, die Loki mit SigNoz vergleichen. Schauen Sie es sich [hier](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
+**Loki**<br>
+Im verlinkten Benchmark indexierte SigNoz alle Keys im Test-Setup, während Loki beim Hinzufügen weiterer Labels Max-Stream-Fehler erreichte. Lies die [detaillierte Studie](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
 
-<br /><br />
+## Mitwirken
 
-## Zum Projekt beitragen
+Wir freuen uns über große und kleine Beiträge. Lies bitte [CONTRIBUTING.md](CONTRIBUTING.md), um mit Beiträgen zu SigNoz loszulegen.
 
-Wir ❤️ Beiträge zum Projekt, egal ob große oder kleine. Bitte lies dir zuerst die [CONTRIBUTING.md](CONTRIBUTING.md), durch, bevor du anfängst, Beiträge zu SigNoz zu machen.
-Du bist dir nicht sicher, wie du anfangen sollst? Schreib uns einfach auf dem #contributing Kanal in unserer [slack community](https://signoz.io/slack)
+Nicht sicher, wie du anfangen sollst? **Schreib uns einfach im Channel `#contributing` in unserer [Slack Community](https://signoz.io/slack).**
 
-<br /><br />
-
-## Dokumentation
-
-Du findest unsere Dokumentation unter https://signoz.io/docs/. Falls etwas unverständlich ist oder fehlt, öffne gerne ein Github Issue mit dem Label `documentation` oder schreib uns über den Community Slack Channel.
-
-<br /><br />
-
-## Gemeinschaft
-
-Werde Teil der [slack community](https://signoz.io/slack) um mehr über verteilte Einzelschritt-Fehlersuche, Messung von Systemzuständen oder SigNoz zu erfahren und sich mit anderen Nutzern und Mitwirkenden in Verbindung zu setzen.
-
-Falls du irgendwelche Ideen, Fragen oder Feedback hast, kannst du sie gerne über unsere [Github Discussions](https://github.com/SigNoz/signoz/discussions) mit uns teilen.
-
-Wie immer, Dank an unsere großartigen Mitwirkenden!
+Wie immer: Danke an unsere großartigen Contributors!
 
 <a href="https://github.com/signoz/signoz/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=signoz/signoz" />
+  <img alt="SigNoz Contributors" src="https://contrib.rocks/image?repo=signoz/signoz" />
 </a>

README.md

@@ -1,244 +1,190 @@
-<h1 align="center" style="border-bottom: none">
-    <a href="https://signoz.io" target="_blank">
-        <img alt="SigNoz" src="https://github.com/user-attachments/assets/ef9a33f7-12d7-4c94-8908-0a02b22f0c18" width="100" height="100">
-    </a>
-    <br>SigNoz
-</h1>
-
-<p align="center">All your logs, metrics, and traces in one place. Monitor your application, spot issues before they occur and troubleshoot downtime quickly with rich context. SigNoz is a cost-effective open-source alternative to Datadog and New Relic. Visit <a href="https://signoz.io" target="_blank">signoz.io</a> for the full documentation, tutorials, and guide.</p>
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="docs/readme-assets/signoz-hero-dark.png" width="900">
+    <source media="(prefers-color-scheme: light)" srcset="docs/readme-assets/signoz-hero-light.png" width="900">
+    <img alt="SigNoz - Observability on Your Terms, Powered by Open Standards." src="docs/readme-assets/signoz-hero-light.png" width="900">
+  </picture>
+</p>
 
 <p align="center">
-    <img alt="GitHub issues" src="https://img.shields.io/github/issues/signoz/signoz"> </a>
-    <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"> 
-        <img alt="tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"> </a> 
+  <a href="README.zh-cn.md">中文</a> ·
+  <a href="README.de-de.md">Deutsch</a> ·
+  <a href="README.pt-br.md">Português</a>
 </p>
-  
-  
-<h3 align="center">
-  <a href="https://signoz.io/docs"><b>Documentation</b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.zh-cn.md"><b>ReadMe in Chinese</b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.de-de.md"><b>ReadMe in German</b></a> &bull;
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.pt-br.md"><b>ReadMe in Portuguese</b></a> &bull;
-  <a href="https://signoz.io/slack"><b>Slack Community</b></a> &bull;
-  <a href="https://twitter.com/SigNozHq"><b>Twitter</b></a>
-</h3>
 
-## Features
+<p align="center">
+  <a href="https://github.com/SigNoz/signoz/issues"><img alt="GitHub issues" src="https://img.shields.io/github/issues/SigNoz/signoz"></a>
+  <a href="https://github.com/SigNoz/signoz/releases"><img alt="GitHub release" src="https://img.shields.io/github/v/release/SigNoz/signoz?label=release"></a>
+  <a href="https://signoz.io/slack"><img alt="Slack community" src="https://img.shields.io/badge/slack-community-4A154B?logo=slack&logoColor=white"></a>
+  <a href="https://www.linkedin.com/company/signozio/"><img alt="LinkedIn" src="https://img.shields.io/badge/linkedin-SigNoz-0A66C2?logo=linkedin&logoColor=white"></a>
+  <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"><img alt="Tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"></a>
+</p>
 
+SigNoz is an open-source observability platform built on OpenTelemetry. We’re building an enterprise-grade alternative to fragmented monitoring stacks, with logs, metrics, traces, alerts, and dashboards in one place.
 
-### Application Performance Monitoring
+### Choose how to run SigNoz
 
-Use SigNoz APM to monitor your applications and services. It comes with out-of-box charts for key application metrics like p99 latency, error rate, Apdex and operations per second. You can also monitor the database and external calls made from your application. Read [more](https://signoz.io/application-performance-monitoring/).
+#### SigNoz Cloud (Recommended)
 
-You can [instrument](https://signoz.io/docs/instrumentation/) your application with OpenTelemetry to get started.
+Fully managed SigNoz with a 30-day free trial, no credit card required, usage-based pricing that starts at $49, and regional data hosting.
 
-![apm-cover](https://github.com/user-attachments/assets/fa5c0396-0854-4c8b-b972-9b62fd2a70d2)
+[**Start free →**](https://signoz.io/teams/)
 
+#### Enterprise
 
-### Logs Management
+Enterprise Cloud, BYOC, or Enterprise Self-Hosted with compliance, support, custom retention, RBAC, ingestion controls, data residency, and region selection.
 
-SigNoz can be used as a centralized log management solution. We use ClickHouse (used by likes of Uber & Cloudflare) as a datastore, ⎯ an extremely fast and highly optimized storage for logs data. Instantly search through all your logs using quick filters and a powerful query builder.
+[**Explore Enterprise →**](https://signoz.io/enterprise/)
 
-You can also create charts on your logs and monitor them with customized dashboards. Read [more](https://signoz.io/log-management/).
+#### Community
 
-![logs-management-cover](https://github.com/user-attachments/assets/343588ee-98fb-4310-b3d2-c5bacf9c7384)
+Free open-source SigNoz that runs in your own infrastructure. Deploy with Docker, Kubernetes, or Linux and keep full control of your data plane.
 
+[**Install SigNoz →**](https://signoz.io/docs/install/self-host/)
 
-### Distributed Tracing
+### What can you monitor?
 
-Distributed Tracing is essential to troubleshoot issues in microservices applications. Powered by OpenTelemetry, distributed tracing in SigNoz can help you track user requests across services to help you identify performance bottlenecks. 
+SigNoz helps teams debug production issues faster by connecting logs, metrics, traces, alerts, dashboards, exceptions, and agent-native workflows in one place.
 
-See user requests in a detailed breakdown with the help of Flamegraphs and Gantt Charts. Click on any span to see the entire trace represented beautifully, which will help you make sense of where issues actually occurred in the flow of requests.
+#### APM Overview
 
-Read [more](https://signoz.io/distributed-tracing/).
+Monitor service latency, error rate, throughput, Apdex, top endpoints, database calls, and external calls.
 
-![distributed-tracing-cover](https://github.com/user-attachments/assets/9bfe060a-0c40-4922-9b55-8a97e1a4076c)
+<p align="center">
+  <img alt="SigNoz APM dashboard showing latency, throughput, Apdex, and key operations" src="docs/readme-assets/monitor/apm.png" width="900">
+</p>
 
+Learn more: [APM documentation](https://signoz.io/docs/instrumentation/overview/)
 
+#### Log Management
 
-### Metrics and Dashboards
+Ingest, search, aggregate, and correlate logs with traces and metrics using a visual query builder.
 
-Ingest metrics from your infrastructure or applications and create customized dashboards to monitor them. Create visualization that suits your needs with a variety of panel types like pie chart, time-series, bar chart, etc.
+<p align="center">
+  <img alt="SigNoz logs explorer with filters, frequency chart, and log lines" src="docs/readme-assets/monitor/log-management.svg" width="900">
+</p>
 
-Create queries on your metrics data quickly with an easy-to-use metrics query builder. Add multiple queries and combine those queries with formulae to create really complex queries quickly.
+Learn more: [Log management documentation](https://signoz.io/docs/logs-management/overview/)
 
-Read [more](https://signoz.io/metrics-and-dashboards/).
+#### Metrics and Dashboards
 
-![metrics-n-dashboards-cover](https://github.com/user-attachments/assets/a536fd71-1d2c-4681-aa7e-516d754c47a5)
+Build dashboards for application, infrastructure, and custom metrics using Query Builder, PromQL, or ClickHouse SQL.
 
-### LLM Observability
+<p align="center">
+  <img alt="SigNoz host metrics dashboard with system load and network charts" src="docs/readme-assets/monitor/metrics.png" width="900">
+</p>
 
-Monitor and debug your LLM applications with comprehensive observability. Track LLM calls, analyze token usage, monitor performance, and gain insights into your AI application's behavior in production.
+Learn more: [Metrics documentation](https://signoz.io/docs/metrics-management/overview/)
 
-SigNoz LLM observability helps you understand how your language models are performing, identify issues with prompts and responses, track token usage and costs, and optimize your AI applications for better performance and reliability.
+#### Infrastructure Monitoring
 
-[Get started with LLM Observability →](https://signoz.io/docs/llm-observability/)
+Monitor Kubernetes clusters, pods, nodes, workloads, and host-level CPU, memory, disk, network, logs, and traces.
 
-![llm-observability-cover](https://github.com/user-attachments/assets/a6cc0ca3-59df-48f9-9c16-7c843fccff96)
+<p align="center">
+  <img alt="SigNoz Kubernetes infrastructure dashboard with pod and node metrics" src="docs/readme-assets/monitor/infrastructure.png" width="900">
+</p>
 
+Learn more: [Infrastructure monitoring documentation](https://signoz.io/docs/infrastructure-monitoring/overview/)
 
-### Alerts
+#### LLM and AI Observability
 
-Use alerts in SigNoz to get notified when anything unusual happens in your application. You can set alerts on any type of telemetry signal (logs, metrics, traces), create thresholds and set up a notification channel to get notified. Advanced features like alert history and anomaly detection can help you create smarter alerts.
+Trace LLM apps, RAG pipelines, prompts, tool calls, tokens, latency, and costs alongside application and infrastructure telemetry.
 
-Alerts in SigNoz help you identify issues proactively so that you can address them before they reach your customers.
+<p align="center">
+  <img alt="SigNoz LLM observability dashboard for traces, token usage, latency, and costs" src="docs/readme-assets/monitor/llm.png" width="900">
+</p>
 
-Read [more](https://signoz.io/alerts-management/).
+Learn more: [LLM observability documentation](https://signoz.io/docs/llm-observability/)
 
-![alerts-cover](https://github.com/user-attachments/assets/03873bb8-1b62-4adf-8f56-28bb7b1750ea)
+#### Agent-Native Observability and MCP
 
-### Exceptions Monitoring
+Use the SigNoz MCP server to bring telemetry into coding agents, or use Noz inside SigNoz to investigate incidents, tune alerts, and build dashboards with production context. [Noz](https://signoz.io/docs/ai/noz/) is available only on SigNoz Cloud.
 
-Monitor exceptions automatically in Python, Java, Ruby, and Javascript. For other languages, just drop in a few lines of code and start monitoring exceptions.
+<p align="center">
+  <img alt="SigNoz Noz interface alongside MCP-powered agent workflow" src="docs/readme-assets/monitor/agent-native.png" width="900">
+</p>
 
-See the detailed stack trace for all exceptions caught in your application. You can also log in custom attributes to add more context to your exceptions. For example, you can add attributes to identify users for which exceptions occurred.
+Learn more: [SigNoz MCP server docs](https://signoz.io/docs/ai/signoz-mcp-server/) · [Agent skills docs](https://signoz.io/docs/ai/agent-skills/#install-the-plugin)
 
-Read [more](https://signoz.io/exceptions-monitoring/).
+#### Distributed Tracing
 
+Follow requests across services with flamegraphs, waterfalls, span events, filters, and trace analytics.
 
-![exceptions-cover](https://github.com/user-attachments/assets/4be37864-59f2-4e8a-8d6e-e29ad04298c5)
+<p align="center">
+  <img alt="SigNoz distributed trace view with flamegraph and waterfall spans" src="docs/readme-assets/monitor/distributed-tracing.png" width="900">
+</p>
 
+Learn more: [Distributed tracing documentation](https://signoz.io/docs/instrumentation/)
 
-<br /><br />
+#### Trace Funnels
 
-## Why SigNoz?
+Create funnels from traces to understand request-flow drop-offs, failed transitions, and systemic workflow issues.
 
-SigNoz is a single tool for all your monitoring and observability needs. Here are a few reasons why you should choose SigNoz:
+<p align="center">
+  <img alt="SigNoz trace funnels showing request-flow drop-offs and failed transitions" src="docs/readme-assets/monitor/trace-funnels.png" width="900">
+</p>
 
-- Single tool for observability(logs, metrics, and traces)
+Learn more: [Trace funnels documentation](https://signoz.io/docs/trace-funnels/overview/)
 
-- Built on top of [OpenTelemetry](https://opentelemetry.io/), the open-source standard which frees you from any type of vendor lock-in
+Also monitor: [**exceptions**](https://signoz.io/docs/userguide/exceptions/), [**alerts**](https://signoz.io/docs/alerts/), [**external APIs**](https://signoz.io/docs/external-api-monitoring/overview/), and [**integrations**](https://signoz.io/docs/integrations/integrations-list/) for OpenTelemetry, Prometheus, Kubernetes, cloud providers, language SDKs, application frameworks, databases, and LLM tools.
 
-- Correlated logs, metrics and traces for much richer context while debugging
+### Why teams use SigNoz
 
-- Uses ClickHouse (used by likes of Uber & Cloudflare) as datastore - an extremely fast and highly optimized storage for observability data
+1. **OpenTelemetry-native**<br>
+   Instrument once with open standards and keep ownership of your telemetry.
+2. **Correlated signals**<br>
+   Move from service charts to traces, logs, infra metrics, and exceptions without switching tools.
+3. **Single columnar database**<br>
+   Built for high-cardinality, high-volume observability workloads.
+4. **Predictable pricing**<br>
+   No per-host pricing, no user-seat pricing, and no special pricing for custom metrics.
+5. **Enterprise ready**<br>
+   SOC 2 Type II and HIPAA compliance, RBAC, ingestion controls, custom retention, support, BYOC, and self-hosting.
 
-- DIY Query builder, PromQL, and ClickHouse queries to fulfill all your use-cases around querying observability data
+### Getting started
 
-- Open-Source - you can use open-source, our [cloud service](https://signoz.io/teams/) or a mix of both based on your use case
+#### Start on Cloud
 
+Create a managed SigNoz workspace and get your first dashboard without running observability infrastructure.
 
-## Getting Started
+[**Start free on SigNoz Cloud**](https://signoz.io/teams/)
 
-### Create a SigNoz Cloud Account
+#### Self-host SigNoz
 
-SigNoz cloud is the easiest way to get started with SigNoz. Our cloud service is for those users who want to spend more time in getting insights for their application performance without worrying about maintenance. 
+Run SigNoz in your own infrastructure with Foundry, Docker, Kubernetes, or Linux.
 
-[Get started for free](https://signoz.io/teams/)
+[**Foundry**](https://github.com/SigNoz/foundry) · [**Docker**](https://signoz.io/docs/install/docker/) · [**Kubernetes**](https://signoz.io/docs/install/kubernetes/) · [**Linux**](https://signoz.io/docs/install/linux/)
 
-### Deploy using Docker(self-hosted)
+#### Send data
 
-Please follow the steps listed [here](https://signoz.io/docs/install/docker/) to install using docker
+Instrument applications and infrastructure with OpenTelemetry, Prometheus, language SDKs, and integrations.
 
-The [troubleshooting instructions](https://signoz.io/docs/install/troubleshooting/) may be helpful if you face any issues.
+[**Instrumentation**](https://signoz.io/docs/instrumentation/) · [**Integrations**](https://signoz.io/docs/integrations/integrations-list/)
 
-<p>&nbsp  </p>
-  
-  
-### Deploy in Kubernetes using Helm(self-hosted)
+### Comparisons to familiar tools
 
-Please follow the steps listed [here](https://signoz.io/docs/deployment/helm_chart) to install using helm charts
+SigNoz is often adopted by teams moving from a stack of single-purpose tools or commercial platforms with unpredictable pricing.
 
-<br /><br />
+**Prometheus**<br>
+Good if you just need metrics. SigNoz keeps metrics, logs, traces, dashboards, and alerts together so teams can debug with correlated context.
 
-We also offer managed services in your infra. Check our [pricing plans](https://signoz.io/pricing/) for all details.
+**Jaeger**<br>
+Jaeger only does distributed tracing. SigNoz adds metrics, logs, trace analytics, dashboards, alerts, exceptions, and trace-to-log workflows.
 
+**Elastic**<br>
+SigNoz uses columnar database for efficient observability analytics and high-cardinality log workloads, with 50% lower resource requirement compared to Elastic during ingestion. Check the [detailed study](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
 
-## Join our Slack community
-
-Come say Hi to us on [Slack](https://signoz.io/slack) 👋
-
-<br /><br />
-
-
-### Languages supported:
-
-SigNoz supports all major programming languages for monitoring. Any framework and language supported by OpenTelemetry is supported by SigNoz. Find instructions for instrumenting different languages below:
-
-- [Java](https://signoz.io/docs/instrumentation/java/)
-- [Python](https://signoz.io/docs/instrumentation/python/)
-- [Node.js or Javascript](https://signoz.io/docs/instrumentation/javascript/)
-- [Go](https://signoz.io/docs/instrumentation/golang/)
-- [PHP](https://signoz.io/docs/instrumentation/php/)
-- [.NET](https://signoz.io/docs/instrumentation/dotnet/)
-- [Ruby](https://signoz.io/docs/instrumentation/ruby-on-rails/)
-- [Elixir](https://signoz.io/docs/instrumentation/elixir/)
-- [Rust](https://signoz.io/docs/instrumentation/rust/)
-- [Swift](https://signoz.io/docs/instrumentation/swift/)
-
-You can find our entire documentation [here](https://signoz.io/docs/introduction/).
-
-<br /><br />
-
-
-## Comparisons to Familiar Tools
-
-### SigNoz vs Prometheus
-
-Prometheus is good if you want to do just metrics. But if you want to have a seamless experience between metrics, logs and traces, then current experience of stitching together Prometheus & other tools is not great.
-
-SigNoz is a one-stop solution for metrics and other telemetry signals. And because you will use the same standard(OpenTelemetry) to collect all telemetry signals, you can also correlate these signals to troubleshoot quickly.
-
-For example, if you see that there are issues with infrastructure metrics of your k8s cluster at a timestamp, you can jump to other signals like logs and traces to understand the issue quickly.
-
-<p>&nbsp  </p>
-
-### SigNoz vs Jaeger
-
-Jaeger only does distributed tracing. SigNoz supports metrics, traces and logs - all the 3 pillars of observability.
-
-Moreover, SigNoz has few more advanced features wrt Jaeger:
-
-- Jaegar UI doesn’t show any metrics on traces or on filtered traces
-- Jaeger can’t get aggregates on filtered traces. For example, p99 latency of requests which have tag - customer_type='premium'. This can be done easily on SigNoz
-- You can also go from traces to logs easily in SigNoz
-
-<p>&nbsp  </p>
-
-### SigNoz vs Elastic 
-
-- SigNoz Logs management are based on ClickHouse, a columnar OLAP datastore which makes aggregate log analytics queries much more efficient
-- 50% lower resource requirement compared to Elastic during ingestion
-
-We have published benchmarks comparing Elastic with SigNoz. Check it out [here](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
-
-<p>&nbsp  </p>
-
-### SigNoz vs Loki
-
-- SigNoz supports aggregations on high-cardinality data over a huge volume while loki doesn’t.
-- SigNoz supports indexes over high cardinality data and has no limitations on the number of indexes, while Loki reaches max streams with a few indexes added to it.
-- Searching over a huge volume of data is difficult and slow in Loki compared to SigNoz
-
-We have published benchmarks comparing Loki with SigNoz. Check it out [here](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
-
-<br /><br />
-
+**Loki**<br>
+In the linked benchmark, SigNoz indexed all keys in the test setup, while Loki hit max stream errors when more labels were added. Check the [detailed study](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
 
 ## Contributing
 
 We ❤️ contributions big or small. Please read [CONTRIBUTING.md](CONTRIBUTING.md) to get started with making contributions to SigNoz.
 
-Not sure how to get started? Just ping us on `#contributing` in our [slack community](https://signoz.io/slack)
-
-<br /><br />
-
-
-## Documentation
-
-You can find docs at https://signoz.io/docs/. If you need any clarification or find something missing, feel free to raise a GitHub issue with the label `documentation` or reach out to us at the community slack channel.
-
-<br /><br />
-
-
-## Community
-
-Join the [slack community](https://signoz.io/slack) to know more about distributed tracing, observability, or SigNoz and to connect with other users and contributors.
-
-If you have any ideas, questions, or any feedback, please share on our [Github Discussions](https://github.com/SigNoz/signoz/discussions)
+Not sure how to get started? **Just ping us on `#contributing` in our [slack community](https://signoz.io/slack).**
 
 As always, thanks to our amazing contributors!
 
 <a href="https://github.com/signoz/signoz/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=signoz/signoz" />
+  <img alt="SigNoz contributors" src="https://contrib.rocks/image?repo=signoz/signoz" />
 </a>

README.pt-br.md

@@ -1,158 +1,190 @@
 <p align="center">
-  <img src="https://res.cloudinary.com/dcv3epinx/image/upload/v1618904450/signoz-images/LogoGithub_sigfbu.svg" alt="SigNoz-logo" width="240" />
-
-  <p align="center">Monitore seus aplicativos e solucione problemas em seus aplicativos implantados, uma alternativa de código aberto para soluções como DataDog, New Relic, entre outras.</p>
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="docs/readme-assets/signoz-hero-dark.png" width="900">
+    <source media="(prefers-color-scheme: light)" srcset="docs/readme-assets/signoz-hero-light.png" width="900">
+    <img alt="SigNoz - Observabilidade nos seus termos, baseada em padrões abertos." src="docs/readme-assets/signoz-hero-light.png" width="900">
+  </picture>
 </p>
 
 <p align="center">
-    <img alt="Downloads" src="https://img.shields.io/docker/pulls/signoz/frontend?label=Downloads"> </a>
-    <img alt="GitHub issues" src="https://img.shields.io/github/issues/signoz/signoz"> </a>
-    <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"> 
-        <img alt="tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"> </a> 
+  <a href="README.md">English</a> ·
+  <a href="README.zh-cn.md">中文</a> ·
+  <a href="README.de-de.md">Deutsch</a>
 </p>
-  
-  
-<h3 align="center">
-  <a href="https://signoz.io/docs"><b>Documentação</b></a> &bull;
-  <a href="https://signoz.io/slack"><b>Comunidade no Slack</b></a> &bull;
-  <a href="https://twitter.com/SigNozHq"><b>Twitter</b></a>
-</h3>
 
-##
+<p align="center">
+  <a href="https://github.com/SigNoz/signoz/issues"><img alt="GitHub issues" src="https://img.shields.io/github/issues/SigNoz/signoz"></a>
+  <a href="https://github.com/SigNoz/signoz/releases"><img alt="GitHub release" src="https://img.shields.io/github/v/release/SigNoz/signoz?label=release"></a>
+  <a href="https://signoz.io/slack"><img alt="Slack community" src="https://img.shields.io/badge/slack-community-4A154B?logo=slack&logoColor=white"></a>
+  <a href="https://www.linkedin.com/company/signozio/"><img alt="LinkedIn" src="https://img.shields.io/badge/linkedin-SigNoz-0A66C2?logo=linkedin&logoColor=white"></a>
+  <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"><img alt="Tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"></a>
+</p>
 
-SigNoz auxilia os desenvolvedores a monitorarem aplicativos e solucionar problemas em seus aplicativos implantados. SigNoz usa rastreamento distribuído para obter visibilidade em sua pilha de software. 
+SigNoz é uma plataforma de observabilidade open-source construída sobre OpenTelemetry. Estamos criando uma alternativa de nível empresarial a stacks de monitoramento fragmentadas, com logs, métricas, traces, alertas e dashboards em um só lugar.
 
-👉 Você pode verificar métricas como latência p99, taxas de erro em seus serviços, requisições às APIs externas e endpoints individuais.
+### Escolha como executar o SigNoz
 
-👉 Você pode encontrar a causa raiz do problema acessando os rastreamentos exatos que estão causando o problema e verificar os quadros detalhados de cada requisição individual.
+#### SigNoz Cloud (recomendado)
 
-👉 Execute agregações em dados de rastreamento para obter métricas de negócios relevantes.
+SigNoz totalmente gerenciado, com teste gratuito de 30 dias, sem cartão de crédito, preço baseado em uso a partir de US$ 49 e hospedagem de dados por região.
 
+[**Comece gratuitamente →**](https://signoz.io/teams/)
 
-![SigNoz Feature](https://signoz-public.s3.us-east-2.amazonaws.com/signoz_hero_github.png)
+#### Enterprise
 
-<br /><br />
+Enterprise Cloud, BYOC ou Enterprise Self-Hosted com compliance, suporte, retenção personalizada, RBAC, controles de ingestão, residência de dados e seleção de região.
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/Contributing.svg" width="50px" />
+[**Conheça o Enterprise →**](https://signoz.io/enterprise/)
 
-## Junte-se à nossa comunidade no Slack 
+#### Community
 
-Venha dizer oi para nós no [Slack](https://signoz.io/slack) 👋
+SigNoz open-source gratuito, executado na sua própria infraestrutura. Faça o deploy com Docker, Kubernetes ou Linux e mantenha controle total sobre o seu plano de dados.
 
-<br /><br />
+[**Instale o SigNoz →**](https://signoz.io/docs/install/self-host/)
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/Features.svg" width="50px" />
+### O que você pode monitorar?
 
-## Funções:
+O SigNoz ajuda equipes a depurar problemas de produção mais rapidamente ao conectar logs, métricas, traces, alertas, dashboards, exceções e fluxos agent-native em um só lugar.
 
-- Métricas de visão geral do aplicativo, como RPS, latências de percentual 50/90/99 e taxa de erro
-- Endpoints mais lentos em seu aplicativo
-- Visualize o rastreamento preciso de requisições de rede para descobrir problemas em serviços downstream, consultas lentas de banco de dados, chamadas para serviços de terceiros, como gateways de pagamento, etc. 
-- Filtre os rastreamentos por nome de serviço, operação, latência, erro, tags / anotações.
-- Execute agregações em dados de rastreamento (eventos / extensões) para obter métricas de negócios relevantes, como por exemplo, você pode obter a taxa de erro e a latência do 99º percentil de `customer_type: gold` or `deployment_version: v2` or `external_call: paypal`
-- Interface de Usuário unificada para métricas e rastreios. Não há necessidade de mudar de Prometheus para Jaeger para depurar problemas.
+#### Visão geral de APM
 
-<br /><br />
+Monitore latência de serviço, taxa de erro, throughput, Apdex, principais endpoints, chamadas ao banco de dados e chamadas externas.
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/WhatsCool.svg" width="50px" />
+<p align="center">
+  <img alt="Dashboard de APM do SigNoz mostrando latência, throughput, Apdex e operações principais" src="docs/readme-assets/monitor/apm.png" width="900">
+</p>
 
-## Por que escolher SigNoz?
+Saiba mais: [documentação de APM](https://signoz.io/docs/instrumentation/overview/)
 
-Sendo desenvolvedores, achamos irritante contar com fornecedores de SaaS de código fechado para cada pequeno recurso que queríamos. Fornecedores de código fechado costumam surpreendê-lo com enormes contas no final do mês de uso sem qualquer transparência .
+#### Gerenciamento de logs
 
-Queríamos fazer uma versão auto-hospedada e de código aberto de ferramentas como DataDog, NewRelic para empresas que têm preocupações com privacidade e segurança em ter dados de clientes indo para serviços de terceiros. 
+Ingira, pesquise, agregue e correlacione logs com traces e métricas usando um construtor visual de consultas.
 
-Ser open source também oferece controle completo de sua configuração, amostragem e tempos de atividade. Você também pode construir módulos sobre o SigNoz para estender recursos específicos do negócio.
+<p align="center">
+  <img alt="Explorador de logs do SigNoz com filtros, gráfico de frequência e linhas de log" src="docs/readme-assets/monitor/log-management.svg" width="900">
+</p>
 
-### Linguagens Suportadas:
+Saiba mais: [documentação de gerenciamento de logs](https://signoz.io/docs/logs-management/overview/)
 
-Nós apoiamos a biblioteca [OpenTelemetry](https://opentelemetry.io) como a biblioteca que você pode usar para instrumentar seus aplicativos. Em outras palavras, SigNoz oferece suporte a qualquer framework e linguagem que suporte a biblioteca OpenTelemetry. As principais linguagens suportadas incluem: 
+#### Métricas e dashboards
 
-- Java
-- Python
-- NodeJS
-- Go
+Crie dashboards para métricas de aplicação, infraestrutura e métricas personalizadas usando Query Builder, PromQL ou ClickHouse SQL.
 
-Você pode encontrar a lista completa de linguagens aqui - https://opentelemetry.io/docs/
+<p align="center">
+  <img alt="Dashboard de métricas de host do SigNoz com gráficos de carga do sistema e rede" src="docs/readme-assets/monitor/metrics.png" width="900">
+</p>
 
-<br /><br />
+Saiba mais: [documentação de métricas](https://signoz.io/docs/metrics-management/overview/)
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/Philosophy.svg" width="50px" />
+#### Monitoramento de infraestrutura
 
-## Iniciando
-  
-  
-### Implantar usando Docker
+Monitore clusters Kubernetes, pods, nodes, workloads e CPU, memória, disco, rede, logs e traces em nível de host.
 
-Siga as etapas listadas [aqui](https://signoz.io/docs/install/docker/) para instalar usando o Docker.
+<p align="center">
+  <img alt="Dashboard de infraestrutura Kubernetes do SigNoz com métricas de pods e nodes" src="docs/readme-assets/monitor/infrastructure.png" width="900">
+</p>
 
-Esse [guia para solução de problemas](https://signoz.io/docs/install/troubleshooting/) pode ser útil se você enfrentar quaisquer problemas. 
+Saiba mais: [documentação de monitoramento de infraestrutura](https://signoz.io/docs/infrastructure-monitoring/overview/)
 
-<p>&nbsp  </p>
-  
-  
-### Implentar no Kubernetes usando Helm
+#### Observabilidade de LLM e AI
 
-Siga as etapas listadas [aqui](https://signoz.io/docs/deployment/helm_chart) para instalar usando helm charts.
-  
+Rastreie apps LLM, pipelines RAG, prompts, chamadas de ferramentas, tokens, latência e custos junto com telemetria de aplicação e infraestrutura.
 
-<br /><br />
+<p align="center">
+  <img alt="Dashboard de observabilidade de LLM do SigNoz para traces, uso de tokens, latência e custos" src="docs/readme-assets/monitor/llm.png" width="900">
+</p>
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/UseSigNoz.svg" width="50px" />
+Saiba mais: [documentação de observabilidade de LLM](https://signoz.io/docs/llm-observability/)
 
-## Comparações com ferramentas similares 
+#### Observabilidade agent-native e MCP
 
-### SigNoz ou Prometheus
+Use o servidor MCP do SigNoz para levar telemetria aos agentes de programação, ou use o Noz dentro do SigNoz para investigar incidentes, ajustar alertas e criar dashboards com contexto de produção. O [Noz](https://signoz.io/docs/ai/noz/) está disponível apenas no SigNoz Cloud.
 
-Prometheus é bom se você quiser apenas fazer métricas. Mas se você quiser ter uma experiência perfeita entre métricas e rastreamentos, a experiência atual de unir Prometheus e Jaeger não é ótima.
+<p align="center">
+  <img alt="Interface Noz do SigNoz ao lado de um fluxo agent via MCP" src="docs/readme-assets/monitor/agent-native.png" width="900">
+</p>
 
-Nosso objetivo é fornecer uma interface do usuário integrada entre métricas e rastreamentos - semelhante ao que fornecedores de SaaS como o Datadog fornecem - e fornecer filtragem e agregação avançada sobre rastreamentos, algo que a Jaeger atualmente carece. 
+Saiba mais: [documentação do servidor MCP do SigNoz](https://signoz.io/docs/ai/signoz-mcp-server/) · [documentação de agent skills](https://signoz.io/docs/ai/agent-skills/#install-the-plugin)
 
-<p>&nbsp  </p>
+#### Tracing distribuído
 
-### SigNoz ou Jaeger
+Acompanhe requisições entre serviços com flamegraphs, waterfalls, eventos de span, filtros e análise de traces.
 
-Jaeger só faz rastreamento distribuído. SigNoz faz métricas e rastreia, e também temos gerenciamento de log em nossos planos.
+<p align="center">
+  <img alt="Visualização de tracing distribuído do SigNoz com flamegraph e spans em waterfall" src="docs/readme-assets/monitor/distributed-tracing.png" width="900">
+</p>
 
-Além disso, SigNoz tem alguns recursos mais avançados do que Jaeger:
+Saiba mais: [documentação de tracing distribuído](https://signoz.io/docs/instrumentation/)
 
-- A interface de usuário do Jaegar não mostra nenhuma métrica em traces ou em traces filtrados
-- Jaeger não pode obter agregados em rastros filtrados. Por exemplo, latência p99 de solicitações que possuem tag - customer_type='premium'. Isso pode ser feito facilmente com SigNoz.
+#### Trace Funnels
 
-<br /><br />
+Crie funis a partir de traces para entender quedas no fluxo de requisições, transições com falha e problemas sistêmicos de workflow.
 
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/Contributors.svg" width="50px" />
+<p align="center">
+  <img alt="Trace Funnels do SigNoz mostrando quedas no fluxo de requisições e transições com falha" src="docs/readme-assets/monitor/trace-funnels.png" width="900">
+</p>
+
+Saiba mais: [documentação de Trace Funnels](https://signoz.io/docs/trace-funnels/overview/)
+
+Também monitore: [**exceções**](https://signoz.io/docs/userguide/exceptions/), [**alertas**](https://signoz.io/docs/alerts/), [**APIs externas**](https://signoz.io/docs/external-api-monitoring/overview/) e [**integrações**](https://signoz.io/docs/integrations/integrations-list/) para OpenTelemetry, Prometheus, Kubernetes, provedores de nuvem, SDKs de linguagem, frameworks de aplicação, bancos de dados e ferramentas de LLM.
+
+### Por que equipes usam o SigNoz
+
+1. **Nativo em OpenTelemetry**<br>
+   Instrumente uma vez com padrões abertos e mantenha a posse da sua telemetria.
+2. **Sinais correlacionados**<br>
+   Vá de gráficos de serviço para traces, logs, métricas de infraestrutura e exceções sem trocar de ferramenta.
+3. **Um único banco de dados colunar**<br>
+   Construído para workloads de observabilidade de alto volume e alta cardinalidade.
+4. **Preço previsível**<br>
+   Sem cobrança por host, sem cobrança por usuário e sem preço especial para métricas personalizadas.
+5. **Pronto para enterprise**<br>
+   Compliance SOC 2 Type II e HIPAA, RBAC, controles de ingestão, retenção personalizada, suporte, BYOC e self-hosting.
+
+### Primeiros passos
+
+#### Comece na Cloud
+
+Crie um workspace gerenciado do SigNoz e obtenha seu primeiro dashboard sem operar infraestrutura de observabilidade.
+
+[**Comece gratuitamente no SigNoz Cloud**](https://signoz.io/teams/)
+
+#### Self-host SigNoz
+
+Execute o SigNoz na sua própria infraestrutura com Foundry, Docker, Kubernetes ou Linux.
+
+[**Foundry**](https://github.com/SigNoz/foundry) · [**Docker**](https://signoz.io/docs/install/docker/) · [**Kubernetes**](https://signoz.io/docs/install/kubernetes/) · [**Linux**](https://signoz.io/docs/install/linux/)
+
+#### Envie dados
+
+Instrumente aplicações e infraestrutura com OpenTelemetry, Prometheus, SDKs de linguagem e integrações.
+
+[**Instrumentação**](https://signoz.io/docs/instrumentation/) · [**Integrações**](https://signoz.io/docs/integrations/integrations-list/)
+
+### Comparações com ferramentas conhecidas
+
+O SigNoz é frequentemente adotado por equipes que estão migrando de ferramentas de propósito único ou plataformas comerciais com preços imprevisíveis.
+
+**Prometheus**<br>
+Bom se você precisa apenas de métricas. O SigNoz mantém métricas, logs, traces, dashboards e alertas juntos para que equipes possam depurar com contexto correlacionado.
+
+**Jaeger**<br>
+Jaeger faz apenas tracing distribuído. O SigNoz adiciona métricas, logs, análise de traces, dashboards, alertas, exceções e fluxos de trace para log.
+
+**Elastic**<br>
+O SigNoz usa banco de dados colunar para análises de observabilidade eficientes e workloads de logs de alta cardinalidade, com 50% menos necessidade de recursos em comparação ao Elastic durante a ingestão. Confira o [estudo detalhado](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
+
+**Loki**<br>
+No benchmark vinculado, o SigNoz indexou todas as chaves na configuração de teste, enquanto o Loki atingiu erros de max streams ao adicionar mais labels. Confira o [estudo detalhado](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark).
 
 ## Contribuindo
 
+Adoramos contribuições grandes ou pequenas. Leia [CONTRIBUTING.md](CONTRIBUTING.md) para começar a contribuir com o SigNoz.
 
-Nós ❤️ contribuições grandes ou pequenas. Leia [CONTRIBUTING.md](CONTRIBUTING.md) para começar a fazer contribuições para o SigNoz. 
+Não sabe como começar? **Fale conosco no `#contributing` na nossa [comunidade Slack](https://signoz.io/slack).**
 
-Não sabe como começar? Basta enviar um sinal para nós no canal `#contributing` em nossa [comunidade no Slack.](https://signoz.io/slack)
-
-<br /><br />
-
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/DevelopingLocally.svg" width="50px" />
-
-## Documentação
-
-Você pode encontrar a documentação em https://signoz.io/docs/. Se você tiver alguma dúvida ou sentir falta de algo, sinta-se à vontade para criar uma issue com a tag `documentation` no GitHub ou entre em contato conosco no canal da comunidade no Slack.
-
-<br /><br />
-
-<img align="left" src="https://signoz-public.s3.us-east-2.amazonaws.com/Contributing.svg" width="50px" />
-
-## Comunidade
-
-Junte-se a [comunidade no Slack](https://signoz.io/slack) para saber mais sobre rastreamento distribuído, observabilidade ou SigNoz e para se conectar com outros usuários e colaboradores. 
-
-Se você tiver alguma ideia, pergunta ou feedback, compartilhe em nosso [Github Discussões](https://github.com/SigNoz/signoz/discussions)
-
-Como sempre, obrigado aos nossos incríveis colaboradores! 
+Como sempre, obrigado aos nossos incríveis contribuidores!
 
 <a href="https://github.com/signoz/signoz/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=signoz/signoz" />
+  <img alt="Contribuidores do SigNoz" src="https://contrib.rocks/image?repo=signoz/signoz" />
 </a>
-
-
-

README.zh-cn.md

@@ -1,208 +1,190 @@
-<img src="https://res.cloudinary.com/dcv3epinx/image/upload/v1618904450/signoz-images/LogoGithub_sigfbu.svg" alt="SigNoz-logo" width="240" />
-
-<p align="center">监控你的应用，并且可排查已部署应用的问题，这是一个可替代 DataDog、NewRelic 的开源方案</p>
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="docs/readme-assets/signoz-hero-dark.png" width="900">
+    <source media="(prefers-color-scheme: light)" srcset="docs/readme-assets/signoz-hero-light.png" width="900">
+    <img alt="SigNoz - 按你的方式运行的可观测性，由开放标准驱动。" src="docs/readme-assets/signoz-hero-light.png" width="900">
+  </picture>
 </p>
 
 <p align="center">
-    <img alt="Downloads" src="https://img.shields.io/docker/pulls/signoz/query-service?label=Docker Downloads"> </a>
-    <img alt="GitHub issues" src="https://img.shields.io/github/issues/signoz/signoz"> </a>
-    <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"> 
-        <img alt="tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"> </a> 
+  <a href="README.md">English</a> ·
+  <a href="README.de-de.md">Deutsch</a> ·
+  <a href="README.pt-br.md">Português</a>
 </p>
 
-<h3 align="center">
-  <a href="https://signoz.io/docs"><b>文档</b></a> •
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.zh-cn.md"><b>中文ReadMe</b></a> •
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.de-de.md"><b>德文ReadMe</b></a> •
-  <a href="https://github.com/SigNoz/signoz/blob/main/README.pt-br.md"><b>葡萄牙语ReadMe</b></a> •
-  <a href="https://signoz.io/slack"><b>Slack 社区</b></a> •
-  <a href="https://twitter.com/SigNozHq"><b>Twitter</b></a>
-</h3>
+<p align="center">
+  <a href="https://github.com/SigNoz/signoz/issues"><img alt="GitHub issues" src="https://img.shields.io/github/issues/SigNoz/signoz"></a>
+  <a href="https://github.com/SigNoz/signoz/releases"><img alt="GitHub release" src="https://img.shields.io/github/v/release/SigNoz/signoz?label=release"></a>
+  <a href="https://signoz.io/slack"><img alt="Slack community" src="https://img.shields.io/badge/slack-community-4A154B?logo=slack&logoColor=white"></a>
+  <a href="https://www.linkedin.com/company/signozio/"><img alt="LinkedIn" src="https://img.shields.io/badge/linkedin-SigNoz-0A66C2?logo=linkedin&logoColor=white"></a>
+  <a href="https://twitter.com/intent/tweet?text=Monitor%20your%20applications%20and%20troubleshoot%20problems%20with%20SigNoz,%20an%20open-source%20alternative%20to%20DataDog,%20NewRelic.&url=https://signoz.io/&via=SigNozHQ&hashtags=opensource,signoz,observability"><img alt="Tweet" src="https://img.shields.io/twitter/url/http/shields.io.svg?style=social"></a>
+</p>
 
-##
+SigNoz 是一个基于 OpenTelemetry 构建的开源可观测性平台。我们正在构建一个企业级替代方案，用来替代分散的监控工具栈，把日志、指标、链路追踪、告警和仪表盘放在同一个地方。
 
-SigNoz 帮助开发人员监控应用并排查已部署应用的问题。你可以使用 SigNoz 实现如下能力:
+### 选择 SigNoz 的运行方式
 
-👉 在同一块面板上，可视化 Metrics, Traces 和 Logs 内容。
+#### SigNoz Cloud（推荐）
 
-👉 你可以关注服务的 p99 延迟和错误率， 包括外部 API 调用和个别的端点。
+完全托管的 SigNoz，提供 30 天免费试用，无需信用卡，按用量计费，起价为 49 美元，并支持区域化数据托管。
 
-👉 你可以找到问题的根因，通过提取相关问题的 traces 日志、单独查看请求 traces 的火焰图详情。
+[**免费开始 →**](https://signoz.io/teams/)
 
-👉 执行 trace 数据聚合，以获取业务相关的 metrics
+#### 企业版
 
-👉 对日志过滤和查询，通过日志的属性建立看板和告警
+Enterprise Cloud、BYOC 或 Enterprise Self-Hosted，提供合规、支持、自定义保留期、RBAC、摄取控制、数据驻留和区域选择。
 
-👉 通过 Python，java，Ruby 和 Javascript 自动记录异常
+[**了解企业版 →**](https://signoz.io/enterprise/)
 
-👉 轻松的自定义查询和设置告警
+#### 社区版
 
-### 应用 Metrics 展示
+免费的开源 SigNoz，可运行在你自己的基础设施中。使用 Docker、Kubernetes 或 Linux 部署，并完全掌控你的数据平面。
 
-![application_metrics](https://user-images.githubusercontent.com/83692067/226637410-900dbc5e-6705-4b11-a10c-bd0faeb2a92f.png)
+[**安装 SigNoz →**](https://signoz.io/docs/install/self-host/)
 
-### 分布式追踪
+### 你可以监控什么？
 
-<img width="2068" alt="distributed_tracing_2 2" src="https://user-images.githubusercontent.com/83692067/226536447-bae58321-6a22-4ed3-af80-e3e964cb3489.png">
+SigNoz 将日志、指标、链路追踪、告警、仪表盘、异常和面向 Agent 的工作流连接在一起，帮助团队更快地调试生产问题。
 
-<img width="2068" alt="distributed_tracing_1" src="https://user-images.githubusercontent.com/83692067/226536462-939745b6-4f9d-45a6-8016-814837e7f7b4.png">
+#### APM 概览
 
-### 日志管理
+监控服务延迟、错误率、吞吐量、Apdex、核心端点、数据库调用和外部调用。
 
-<img width="2068" alt="logs_management" src="https://user-images.githubusercontent.com/83692067/226536482-b8a5c4af-b69c-43d5-969c-338bd5eaf1a5.png">
+<p align="center">
+  <img alt="SigNoz APM 仪表盘，展示延迟、吞吐量、Apdex 和关键操作" src="docs/readme-assets/monitor/apm.png" width="900">
+</p>
 
-### 基础设施监控
+了解更多：[APM 文档](https://signoz.io/docs/instrumentation/overview/)
 
-<img width="2068" alt="infrastructure_monitoring" src="https://user-images.githubusercontent.com/83692067/226536496-f38c4dbf-e03c-4158-8be0-32d4a61158c7.png">
+#### 日志管理
 
-### 异常监控
+摄取、搜索、聚合日志，并通过可视化查询构建器将日志与链路追踪和指标关联起来。
 
-![exceptions_light](https://user-images.githubusercontent.com/83692067/226637967-4188d024-3ac9-4799-be95-f5ea9c45436f.png)
+<p align="center">
+  <img alt="SigNoz 日志浏览器，包含过滤器、频率图和日志行" src="docs/readme-assets/monitor/log-management.svg" width="900">
+</p>
 
-### 告警
+了解更多：[日志管理文档](https://signoz.io/docs/logs-management/overview/)
 
-<img width="2068" alt="alerts_management" src="https://user-images.githubusercontent.com/83692067/226536548-2c81e2e8-c12d-47e8-bad7-c6be79055def.png">
+#### 指标和仪表盘
 
-<br /><br />
+使用 Query Builder、PromQL 或 ClickHouse SQL 为应用、基础设施和自定义指标构建仪表盘。
 
-## 加入我们 Slack 社区
+<p align="center">
+  <img alt="SigNoz 主机指标仪表盘，展示系统负载和网络图表" src="docs/readme-assets/monitor/metrics.png" width="900">
+</p>
 
-来 [Slack](https://signoz.io/slack) 和我们打招呼吧 👋
+了解更多：[指标文档](https://signoz.io/docs/metrics-management/overview/)
 
-<br /><br />
+#### 基础设施监控
 
-## 特性:
+监控 Kubernetes 集群、Pod、节点、工作负载，以及主机级 CPU、内存、磁盘、网络、日志和链路追踪。
 
-- 为 metrics, traces and logs 制定统一的 UI。 无需切换 Prometheus 到 Jaeger 去查找问题，也无需使用想 Elastic 这样的日志工具分开你的 metrics 和 traces
+<p align="center">
+  <img alt="SigNoz Kubernetes 基础设施仪表盘，展示 Pod 和节点指标" src="docs/readme-assets/monitor/infrastructure.png" width="900">
+</p>
 
-- 默认统计应用的 metrics 数据，像 RPS (每秒请求数)， 50th/90th/99th 的分位数延迟数据，还有相关的错误率
+了解更多：[基础设施监控文档](https://signoz.io/docs/infrastructure-monitoring/overview/)
 
-- 找到应用中最慢的端点
+#### LLM 和 AI 可观测性
 
-- 查看准确的请求跟踪数据，找到下游服务的问题了，比如 DB 慢查询，或者调用第三方的支付网关等
+追踪 LLM 应用、RAG 流水线、Prompt、工具调用、Token、延迟和成本，并与应用和基础设施遥测数据放在一起分析。
 
-- 通过 服务名、操作方式、延迟、错误、标签/注释 过滤 traces 数据
+<p align="center">
+  <img alt="SigNoz LLM 可观测性仪表盘，展示链路追踪、Token 使用、延迟和成本" src="docs/readme-assets/monitor/llm.png" width="900">
+</p>
 
-- 通过聚合 trace 数据而获得业务相关的 metrics。 比如你可以通过 `customer_type: gold` 或者 `deployment_version: v2` 或者 `external_call: paypal` 获取错误率和 P99 延迟数据
+了解更多：[LLM 可观测性文档](https://signoz.io/docs/llm-observability/)
 
-- 原生支持 OpenTelemetry 日志，高级日志查询，自动收集 k8s 相关日志
+#### Agent 原生可观测性和 MCP
 
-- 快如闪电的日志分析 ([Logs Perf. Benchmark](https://signoz.io/blog/logs-performance-benchmark/))
+使用 SigNoz MCP server 将遥测数据带入编程 Agent，或在 SigNoz 中使用 Noz，基于生产上下文调查事故、优化告警并构建仪表盘。[Noz](https://signoz.io/docs/ai/noz/) 仅适用于 SigNoz Cloud。
 
-- 可视化点到点的基础设施性能，提取有所有类型机器的 metrics 数据
+<p align="center">
+  <img alt="SigNoz Noz 界面与基于 MCP 的 Agent 工作流" src="docs/readme-assets/monitor/agent-native.png" width="900">
+</p>
 
-- 轻易自定义告警查询
+了解更多：[SigNoz MCP server 文档](https://signoz.io/docs/ai/signoz-mcp-server/) · [Agent skills 文档](https://signoz.io/docs/ai/agent-skills/#install-the-plugin)
 
-<br /><br />
+#### 分布式链路追踪
 
-## 为什么使用 SigNoz?
+通过火焰图、瀑布图、Span 事件、过滤器和 Trace 分析，跟踪请求在各个服务之间的流转。
 
-作为开发者, 我们发现 SaaS 厂商对一些大家想要的小功能都是闭源的，这种行为真的让人有点恼火。 闭源厂商还会在月底给你一张没有明细的巨额账单。
+<p align="center">
+  <img alt="SigNoz 分布式链路追踪视图，包含火焰图和瀑布图 Span" src="docs/readme-assets/monitor/distributed-tracing.png" width="900">
+</p>
 
-我们想做一个自托管并且可开源的工具，像 DataDog 和 NewRelic 那样， 为那些担心数据隐私和安全的公司提供第三方服务。
+了解更多：[分布式链路追踪文档](https://signoz.io/docs/instrumentation/)
 
-作为开源的项目，你完全可以自己掌控你的配置、样本和更新。你同样可以基于 SigNoz 拓展特定的业务模块。
+#### Trace Funnels
 
-### 支持的编程语言:
+基于链路追踪创建漏斗，用于理解请求流中的掉点、失败转换和系统性工作流问题。
 
-我们支持 [OpenTelemetry](https://opentelemetry.io)。作为一个观测你应用的库文件。所以任何 OpenTelemetry 支持的框架和语言，对于 SigNoz 也同样支持。 一些主要支持的语言如下：
+<p align="center">
+  <img alt="SigNoz Trace Funnels，展示请求流掉点和失败转换" src="docs/readme-assets/monitor/trace-funnels.png" width="900">
+</p>
 
-- Java
-- Python
-- NodeJS
-- Go
-- PHP
-- .NET
-- Ruby
-- Elixir
-- Rust
+了解更多：[Trace Funnels 文档](https://signoz.io/docs/trace-funnels/overview/)
 
-你可以在这里找到全部支持的语言列表 - https://opentelemetry.io/docs/
+你还可以监控：[**异常**](https://signoz.io/docs/userguide/exceptions/)、[**告警**](https://signoz.io/docs/alerts/)、[**外部 API**](https://signoz.io/docs/external-api-monitoring/overview/)，以及面向 OpenTelemetry、Prometheus、Kubernetes、云服务商、语言 SDK、应用框架、数据库和 LLM 工具的[**集成**](https://signoz.io/docs/integrations/integrations-list/)。
 
-<br /><br />
+### 为什么团队选择 SigNoz
 
-## 让我们开始吧
+1. **OpenTelemetry 原生**<br>
+   用开放标准完成一次接入，并保持对遥测数据的所有权。
+2. **信号关联**<br>
+   在服务图表、链路追踪、日志、基础设施指标和异常之间切换时，不需要更换工具。
+3. **单一列式数据库**<br>
+   为高基数、高吞吐量的可观测性工作负载而构建。
+4. **可预测的定价**<br>
+   不按主机收费，不按用户席位收费，也不对自定义指标设置特殊价格。
+5. **企业就绪**<br>
+   SOC 2 Type II 和 HIPAA 合规、RBAC、摄取控制、自定义保留期、支持、BYOC 和自托管。
 
-### 使用 Docker 部署
+### 快速开始
 
-请一步步跟随 [这里](https://signoz.io/docs/install/docker/) 通过 docker 来安装。
+#### 从 Cloud 开始
 
-这个 [排障说明书](https://signoz.io/docs/install/troubleshooting/) 可以帮助你解决碰到的问题。
+创建一个托管的 SigNoz 工作区，无需运行可观测性基础设施，即可获得第一个仪表盘。
 
-<p>&nbsp  </p>
+[**免费开始使用 SigNoz Cloud**](https://signoz.io/teams/)
 
-### 使用 Helm 在 Kubernetes 部署
+#### 自托管 SigNoz
 
-请一步步跟随 [这里](https://signoz.io/docs/deployment/helm_chart) 通过 helm 来安装
+在你自己的基础设施中通过 Foundry、Docker、Kubernetes 或 Linux 运行 SigNoz。
 
-<br /><br />
+[**Foundry**](https://github.com/SigNoz/foundry) · [**Docker**](https://signoz.io/docs/install/docker/) · [**Kubernetes**](https://signoz.io/docs/install/kubernetes/) · [**Linux**](https://signoz.io/docs/install/linux/)
 
-## 比较相似的工具
+#### 发送数据
 
-### SigNoz vs Prometheus
+使用 OpenTelemetry、Prometheus、语言 SDK 和集成来接入应用与基础设施。
 
-Prometheus 是一个针对 metrics 监控的强大工具。但是如果你想无缝的切换 metrics 和 traces 查询，你当前大概率需要在 Prometheus 和 Jaeger 之间切换。
+[**接入文档**](https://signoz.io/docs/instrumentation/) · [**集成列表**](https://signoz.io/docs/integrations/integrations-list/)
 
-我们的目标是提供一个客户观测 metrics 和 traces 整合的 UI。就像 SaaS 供应商 DataDog，它提供很多 jaeger 缺失的功能，比如针对 traces 过滤功能和聚合功能。
+### 与常见工具的对比
 
-<p>&nbsp  </p>
+许多团队在从单一用途工具或价格不可预测的商业平台迁移时，会选择 SigNoz。
 
-### SigNoz vs Jaeger
+**Prometheus**<br>
+如果你只需要指标，Prometheus 很合适。SigNoz 将指标、日志、链路追踪、仪表盘和告警放在一起，让团队可以通过关联上下文进行调试。
 
-Jaeger 仅仅是一个分布式追踪系统。 但是 SigNoz 可以提供 metrics, traces 和 logs 所有的观测。
+**Jaeger**<br>
+Jaeger 只做分布式链路追踪。SigNoz 增加了指标、日志、Trace 分析、仪表盘、告警、异常和 Trace 到日志的工作流。
 
-而且, SigNoz 相较于 Jaeger 拥有更对的高级功能:
+**Elastic**<br>
+SigNoz 使用列式数据库来高效处理可观测性分析和高基数日志工作负载。在摄取阶段，相比 Elastic 可降低 50% 的资源需求。查看[详细评测](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)。
 
-- Jaegar UI 不能提供任何基于 traces 的 metrics 查询和过滤。
-
-- Jaeger 不能针对过滤的 traces 做聚合。 比如， p99 延迟的请求有个标签是 customer_type='premium'。 而这些在 SigNoz 可以轻松做到。
-
-<p>&nbsp  </p>
-
-### SigNoz vs Elastic
-
-- SigNoz 的日志管理是基于 ClickHouse 实现的，可以使日志的聚合更加高效，因为它是基于 OLAP 的数据仓储。
-
-- 与 Elastic 相比，可以节省 50% 的资源成本
-
-我们已经公布了 Elastic 和 SigNoz 的性能对比。 请点击 [这里](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
-
-<p>&nbsp  </p>
-
-### SigNoz vs Loki
-
-- SigNoz 支持大容量高基数的聚合，但是 loki 是不支持的。
-
-- SigNoz 支持索引的高基数查询，并且对索引没有数量限制，而 Loki 会在添加部分索引后到达最大上限。
-
-- 相较于 SigNoz，Loki 在搜索大量数据下既困难又缓慢。
-
-我们已经发布了基准测试对比 Loki 和 SigNoz 性能。请点击 [这里](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)
-
-<br /><br />
+**Loki**<br>
+在链接的评测中，SigNoz 在测试设置中索引了所有键，而 Loki 在增加更多标签时遇到了 max stream 错误。查看[详细评测](https://signoz.io/blog/logs-performance-benchmark/?utm_source=github-readme&utm_medium=logs-benchmark)。
 
 ## 贡献
 
-我们 ❤️ 你的贡献，无论大小。 请先阅读 [CONTRIBUTING.md](CONTRIBUTING.md) 再开始给 SigNoz 做贡献。
+无论贡献大小，我们都非常欢迎。请阅读 [CONTRIBUTING.md](CONTRIBUTING.md)，开始为 SigNoz 做贡献。
 
-如果你不知道如何开始？ 只需要在 [slack 社区](https://signoz.io/slack) 通过 `#contributing` 频道联系我们。
+不确定如何开始？**可以在我们的 [Slack 社区](https://signoz.io/slack)中通过 `#contributing` 联系我们。**
 
-<br /><br />
-
-## 文档
-
-你可以通过 https://signoz.io/docs/ 找到相关文档。如果你需要阐述问题或者发现一些确实的事件， 通过标签为 `documentation` 提交 Github 问题。或者通过 slack 社区频道。
-
-<br /><br />
-
-## 社区
-
-加入 [slack 社区](https://signoz.io/slack) 去了解更多关于分布式追踪、可观测性系统 。或者与 SigNoz 其他用户和贡献者交流。
-
-如果你有任何想法、问题、或者任何反馈， 请通过 [Github Discussions](https://github.com/SigNoz/signoz/discussions) 分享。
-
-不管怎么样，感谢这个项目的所有贡献者!
+一如既往，感谢所有出色的贡献者！
 
 <a href="https://github.com/signoz/signoz/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=signoz/signoz" />
+  <img alt="SigNoz 贡献者" src="https://contrib.rocks/image?repo=signoz/signoz" />
 </a>

cmd/enterprise/server.go

@@ -177,9 +177,11 @@ func runServer(ctx context.Context, config signoz.Config, logger *slog.Logger) e
 				return nil, err
 			}
 			azureCloudProviderModule := implcloudprovider.NewAzureCloudProvider(defStore)
+			gcpCloudProviderModule := implcloudprovider.NewGCPCloudProvider(defStore)
 			cloudProvidersMap := map[cloudintegrationtypes.CloudProviderType]cloudintegration.CloudProviderModule{
 				cloudintegrationtypes.CloudProviderTypeAWS:   awsCloudProviderModule,
 				cloudintegrationtypes.CloudProviderTypeAzure: azureCloudProviderModule,
+				cloudintegrationtypes.CloudProviderTypeGCP:   gcpCloudProviderModule,
 			}
 
 			return implcloudintegration.NewModule(pkgcloudintegration.NewStore(sqlStore), dashboardModule, global, zeus, gateway, licensing, serviceAccount, cloudProvidersMap, config)

conf/example.yaml

@@ -65,15 +65,31 @@ web:
     posthog:
       # Whether to enable PostHog in web.
       enabled: false
+      # The PostHog project API key.
+      key: ""
+      # The PostHog API host. Defaults to https://us.i.posthog.com when empty.
+      api_host: ""
+      # The PostHog UI host. Used when api_host points at a reverse proxy.
+      ui_host: ""
     appcues:
       # Whether to enable Appcues in web.
       enabled: false
+      # The Appcues account/app ID.
+      app_id: ""
     sentry:
       # Whether to enable Sentry in web.
       enabled: false
+      # The Sentry DSN.
+      dsn: ""
+      # The Sentry tunnel URL.
+      tunnel: ""
     pylon:
       # Whether to enable Pylon in web.
       enabled: false
+      # The Pylon app ID.
+      app_id: ""
+      # The Pylon identity verification secret.
+      identity_secret: ""
 
 ##################### Cache #####################
 cache:

docs/api/openapi.yml

@@ -618,13 +618,6 @@ components:
         provider:
           $ref: '#/components/schemas/AuthtypesAuthNProvider'
       type: object
-    AuthtypesPatchableRole:
-      properties:
-        description:
-          type: string
-      required:
-      - description
-      type: object
     AuthtypesPostableAuthDomain:
       properties:
         config:
@@ -1024,6 +1017,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSAccountConfig'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesAzureAccountConfig'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPAccountConfig'
       type: object
     CloudintegrationtypesAgentReport:
       nullable: true
@@ -1169,6 +1164,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSConnectionArtifact'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesAzureConnectionArtifact'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPConnectionArtifact'
       type: object
     CloudintegrationtypesCredentials:
       properties:
@@ -1199,6 +1196,46 @@ components:
           nullable: true
           type: array
       type: object
+    CloudintegrationtypesGCPAccountConfig:
+      properties:
+        deploymentProjectId:
+          type: string
+        deploymentRegion:
+          type: string
+        projectIds:
+          items:
+            type: string
+          type: array
+      required:
+      - deploymentProjectId
+      - deploymentRegion
+      - projectIds
+      type: object
+    CloudintegrationtypesGCPConnectionArtifact:
+      type: object
+    CloudintegrationtypesGCPIntegrationConfig:
+      type: object
+    CloudintegrationtypesGCPServiceConfig:
+      properties:
+        logs:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPServiceLogsConfig'
+        metrics:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPServiceMetricsConfig'
+      type: object
+    CloudintegrationtypesGCPServiceLogsConfig:
+      properties:
+        enabled:
+          type: boolean
+      required:
+      - enabled
+      type: object
+    CloudintegrationtypesGCPServiceMetricsConfig:
+      properties:
+        enabled:
+          type: boolean
+      required:
+      - enabled
+      type: object
     CloudintegrationtypesGettableAccountWithConnectionArtifact:
       properties:
         connectionArtifact:
@@ -1331,6 +1368,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSPostableAccountConfig'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesAzureAccountConfig'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPAccountConfig'
       type: object
     CloudintegrationtypesPostableAgentCheckIn:
       properties:
@@ -1355,6 +1394,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSIntegrationConfig'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesAzureIntegrationConfig'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPIntegrationConfig'
       type: object
     CloudintegrationtypesService:
       properties:
@@ -1399,6 +1440,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSServiceConfig'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesAzureServiceConfig'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesGCPServiceConfig'
       type: object
     CloudintegrationtypesServiceDashboard:
       properties:
@@ -1441,6 +1484,7 @@ components:
       - cosmosdb
       - cassandradb
       - redis
+      - cloudsql
       type: string
     CloudintegrationtypesServiceMetadata:
       properties:
@@ -1502,6 +1546,8 @@ components:
           $ref: '#/components/schemas/CloudintegrationtypesAWSAccountConfig'
         azure:
           $ref: '#/components/schemas/CloudintegrationtypesUpdatableAzureAccountConfig'
+        gcp:
+          $ref: '#/components/schemas/CloudintegrationtypesUpdatableGCPAccountConfig'
       type: object
     CloudintegrationtypesUpdatableAzureAccountConfig:
       properties:
@@ -1512,6 +1558,22 @@ components:
       required:
       - resourceGroups
       type: object
+    CloudintegrationtypesUpdatableGCPAccountConfig:
+      properties:
+        deploymentProjectId:
+          type: string
+        deploymentRegion:
+          type: string
+        projectIds:
+          items:
+            type: string
+          nullable: true
+          type: array
+      required:
+      - deploymentProjectId
+      - deploymentRegion
+      - projectIds
+      type: object
     CloudintegrationtypesUpdatableService:
       properties:
         config:
@@ -2467,22 +2529,6 @@ components:
       - resource
       - selectors
       type: object
-    CoretypesPatchableObjects:
-      properties:
-        additions:
-          items:
-            $ref: '#/components/schemas/CoretypesObjectGroup'
-          nullable: true
-          type: array
-        deletions:
-          items:
-            $ref: '#/components/schemas/CoretypesObjectGroup'
-          nullable: true
-          type: array
-      required:
-      - additions
-      - deletions
-      type: object
     CoretypesResourceRef:
       properties:
         kind:
@@ -2668,6 +2714,14 @@ components:
           type: string
         dashboardName:
           type: string
+        filterBy:
+          items:
+            type: string
+          type: array
+        groupBy:
+          items:
+            type: string
+          type: array
         panelId:
           type: string
         panelName:
@@ -5343,6 +5397,9 @@ components:
           type: string
         id:
           type: string
+        ingestedSamples:
+          minimum: 0
+          type: integer
         ingestedSeries:
           minimum: 0
           type: integer
@@ -5355,9 +5412,9 @@ components:
           $ref: '#/components/schemas/MetricreductionruletypesMatchType'
         metricName:
           type: string
-        reductionPercent:
-          format: double
-          type: number
+        retainedSamples:
+          minimum: 0
+          type: integer
         retainedSeries:
           minimum: 0
           type: integer
@@ -5375,7 +5432,8 @@ components:
       - active
       - ingestedSeries
       - retainedSeries
-      - reductionPercent
+      - ingestedSamples
+      - retainedSamples
       type: object
     MetricreductionruletypesGettableReductionRulePreview:
       properties:
@@ -5418,15 +5476,23 @@ components:
         estimatedMonthlySavingsUsd:
           format: double
           type: number
+        ingestedSamples:
+          minimum: 0
+          type: integer
         ingestedSeries:
           minimum: 0
           type: integer
+        retainedSamples:
+          minimum: 0
+          type: integer
         retainedSeries:
           minimum: 0
           type: integer
       required:
       - ingestedSeries
       - retainedSeries
+      - ingestedSamples
+      - retainedSamples
       - estimatedMonthlySavingsUsd
       type: object
     MetricreductionruletypesGettableReductionRules:
@@ -5492,7 +5558,6 @@ components:
       - metric
       - ingested_volume
       - reduced_volume
-      - reduction
       - last_updated
       type: string
     MetricreductionruletypesUpdatableReductionRule:
@@ -6212,6 +6277,25 @@ components:
       - asc
       - desc
       type: string
+    Querybuildertypesv5PreviewStatement:
+      properties:
+        db.statement.args:
+          items: {}
+          type: array
+        db.statement.query:
+          type: string
+        estimate:
+          items:
+            $ref: '#/components/schemas/TelemetrystoretypesEstimateEntry'
+          type: array
+        granules:
+          $ref: '#/components/schemas/TelemetrystoretypesGranules'
+      required:
+      - db.statement.query
+      - db.statement.args
+      - estimate
+      - granules
+      type: object
     Querybuildertypesv5PromQuery:
       properties:
         disabled:
@@ -6532,6 +6616,40 @@ components:
       required:
       - type
       type: object
+    Querybuildertypesv5QueryPreview:
+      properties:
+        error: {}
+        statements:
+          items:
+            $ref: '#/components/schemas/Querybuildertypesv5PreviewStatement'
+          type: array
+        valid:
+          type: boolean
+        warnings:
+          items:
+            type: string
+          type: array
+      required:
+      - valid
+      - error
+      - warnings
+      - statements
+      type: object
+    Querybuildertypesv5QueryRangePreviewResponse:
+      description: Response from the v5 query range preview (dry-run) endpoint. For
+        each query in the composite query, returns the underlying ClickHouse statement(s)
+        it renders to without executing them (one per PromQL metric selector; exactly
+        one for builder/ClickHouse/trace-operator queries), with the optional EXPLAIN
+        ESTIMATE and granule analysis attached per statement when requested.
+      properties:
+        compositeQuery:
+          additionalProperties:
+            $ref: '#/components/schemas/Querybuildertypesv5QueryPreview'
+          nullable: true
+          type: object
+      required:
+      - compositeQuery
+      type: object
     Querybuildertypesv5QueryRangeRequest:
       description: Request body for the v5 query range endpoint. Supports builder
         queries (traces, logs, metrics), formulas, joins, trace operators, PromQL,
@@ -7882,6 +8000,96 @@ components:
       - key
       - value
       type: object
+    TelemetrystoretypesEstimateEntry:
+      properties:
+        database:
+          type: string
+        marks:
+          format: int64
+          type: integer
+        parts:
+          format: int64
+          type: integer
+        rows:
+          format: int64
+          type: integer
+        table:
+          type: string
+      required:
+      - database
+      - table
+      - parts
+      - rows
+      - marks
+      type: object
+    TelemetrystoretypesGranules:
+      nullable: true
+      properties:
+        initial:
+          format: int64
+          type: integer
+        reads:
+          items:
+            $ref: '#/components/schemas/TelemetrystoretypesMergeTreeRead'
+          type: array
+        selected:
+          format: int64
+          type: integer
+        skipped:
+          format: int64
+          type: integer
+      required:
+      - initial
+      - selected
+      - skipped
+      - reads
+      type: object
+    TelemetrystoretypesIndexStep:
+      properties:
+        condition:
+          type: string
+        initialGranules:
+          format: int64
+          type: integer
+        initialParts:
+          format: int64
+          type: integer
+        keys:
+          items:
+            type: string
+          type: array
+        name:
+          type: string
+        selectedGranules:
+          format: int64
+          type: integer
+        selectedParts:
+          format: int64
+          type: integer
+        type:
+          type: string
+      required:
+      - type
+      - name
+      - keys
+      - condition
+      - initialParts
+      - selectedParts
+      - initialGranules
+      - selectedGranules
+      type: object
+    TelemetrystoretypesMergeTreeRead:
+      properties:
+        steps:
+          items:
+            $ref: '#/components/schemas/TelemetrystoretypesIndexStep'
+          type: array
+        table:
+          type: string
+      required:
+      - table
+      - steps
+      type: object
     TelemetrytypesFieldContext:
       enum:
       - metric
@@ -11613,68 +11821,6 @@ paths:
       summary: Get role
       tags:
       - role
-    patch:
-      deprecated: true
-      description: This endpoint patches a role
-      operationId: PatchRole
-      parameters:
-      - in: path
-        name: id
-        required: true
-        schema:
-          type: string
-      requestBody:
-        content:
-          application/json:
-            schema:
-              $ref: '#/components/schemas/AuthtypesPatchableRole'
-      responses:
-        "204":
-          description: No Content
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "451":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unavailable For Legal Reasons
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-        "501":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Implemented
-      security:
-      - api_key:
-        - role:update
-      - tokenizer:
-        - role:update
-      summary: Patch role
-      tags:
-      - role
     put:
       deprecated: false
       description: This endpoint updates a role
@@ -11737,158 +11883,6 @@ paths:
       summary: Update role
       tags:
       - role
-  /api/v1/roles/{id}/relations/{relation}/objects:
-    get:
-      deprecated: false
-      description: Gets all objects connected to the specified role via a given relation
-        type
-      operationId: GetObjects
-      parameters:
-      - in: path
-        name: id
-        required: true
-        schema:
-          type: string
-      - in: path
-        name: relation
-        required: true
-        schema:
-          type: string
-      responses:
-        "200":
-          content:
-            application/json:
-              schema:
-                properties:
-                  data:
-                    items:
-                      $ref: '#/components/schemas/CoretypesObjectGroup'
-                    type: array
-                  status:
-                    type: string
-                required:
-                - status
-                - data
-                type: object
-          description: OK
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "451":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unavailable For Legal Reasons
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-        "501":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Implemented
-      security:
-      - api_key:
-        - role:read
-      - tokenizer:
-        - role:read
-      summary: Get objects for a role by relation
-      tags:
-      - role
-    patch:
-      deprecated: true
-      description: Patches the objects connected to the specified role via a given
-        relation type
-      operationId: PatchObjects
-      parameters:
-      - in: path
-        name: id
-        required: true
-        schema:
-          type: string
-      - in: path
-        name: relation
-        required: true
-        schema:
-          type: string
-      requestBody:
-        content:
-          application/json:
-            schema:
-              $ref: '#/components/schemas/CoretypesPatchableObjects'
-      responses:
-        "204":
-          description: No Content
-        "400":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Bad Request
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "451":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unavailable For Legal Reasons
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-        "501":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Implemented
-      security:
-      - api_key:
-        - role:update
-      - tokenizer:
-        - role:update
-      summary: Patch objects for a role by relation
-      tags:
-      - role
   /api/v1/route_policies:
     get:
       deprecated: false
@@ -23413,6 +23407,75 @@ paths:
       summary: Query range
       tags:
       - querier
+  /api/v5/query_range/preview:
+    post:
+      deprecated: false
+      description: 'Validate a composite query without executing it. Accepts the same
+        payload as the query range endpoint. By default (verbose=true) returns, for
+        each query, the rendered underlying ClickHouse statement(s) with each statement''s
+        EXPLAIN ESTIMATE (per-table parts/rows/marks) and granule index analysis (candidate/surviving
+        granules and the per-index pruning funnel). Pass ?verbose=false for the lightweight
+        per-query verdict (valid/error/warnings) with no rendered SQL and no ClickHouse
+        round trips. Intended for agentic/dry-run consumption: per-query errors are
+        reported in the response rather than failing the whole request.'
+      operationId: QueryRangePreviewV5
+      parameters:
+      - in: query
+        name: verbose
+        schema:
+          type: string
+      requestBody:
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/Querybuildertypesv5QueryRangeRequest'
+      responses:
+        "200":
+          content:
+            application/json:
+              schema:
+                properties:
+                  data:
+                    $ref: '#/components/schemas/Querybuildertypesv5QueryRangePreviewResponse'
+                  status:
+                    type: string
+                required:
+                - status
+                - data
+                type: object
+          description: OK
+        "400":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Bad Request
+        "401":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Unauthorized
+        "403":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Forbidden
+        "500":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Internal Server Error
+      security:
+      - api_key:
+        - VIEWER
+      - tokenizer:
+        - VIEWER
+      summary: Query range preview
+      tags:
+      - querier
   /api/v5/substitute_vars:
     post:
       deprecated: false

ee/authz/openfgaauthz/provider.go

@@ -260,40 +260,6 @@ func (provider *provider) GetWithTransactionGroups(ctx context.Context, orgID va
 	return authtypes.MakeRoleWithTransactionGroups(role, transactionGroups), nil
 }
 
-func (provider *provider) GetObjects(ctx context.Context, orgID valuer.UUID, id valuer.UUID, relation authtypes.Relation) ([]*coretypes.Object, error) {
-	_, err := provider.licensing.GetActive(ctx, orgID)
-	if err != nil {
-		return nil, errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
-	}
-
-	storableRole, err := provider.store.Get(ctx, orgID, id)
-	if err != nil {
-		return nil, err
-	}
-
-	objects := make([]*coretypes.Object, 0)
-	for _, objectType := range provider.registry.Types() {
-		if coretypes.ErrIfVerbNotValidForType(relation.Verb, objectType) != nil {
-			continue
-		}
-
-		resourceObjects, err := provider.
-			ListObjects(
-				ctx,
-				authtypes.MustNewSubject(coretypes.NewResourceRole(), storableRole.Name, orgID, &coretypes.VerbAssignee),
-				relation,
-				objectType,
-			)
-		if err != nil {
-			return nil, err
-		}
-
-		objects = append(objects, resourceObjects...)
-	}
-
-	return objects, nil
-}
-
 func (provider *provider) Update(ctx context.Context, orgID valuer.UUID, updatedRole *authtypes.RoleWithTransactionGroups) error {
 	_, err := provider.licensing.GetActive(ctx, orgID)
 	if err != nil {
@@ -324,39 +290,6 @@ func (provider *provider) Update(ctx context.Context, orgID valuer.UUID, updated
 	return provider.store.Update(ctx, orgID, updatedRole.Role)
 }
 
-func (provider *provider) Patch(ctx context.Context, orgID valuer.UUID, role *authtypes.Role) error {
-	_, err := provider.licensing.GetActive(ctx, orgID)
-	if err != nil {
-		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
-	}
-
-	return provider.store.Update(ctx, orgID, role)
-}
-
-func (provider *provider) PatchObjects(ctx context.Context, orgID valuer.UUID, name string, relation authtypes.Relation, additions, deletions []*coretypes.Object) error {
-	_, err := provider.licensing.GetActive(ctx, orgID)
-	if err != nil {
-		return errors.New(errors.TypeLicenseUnavailable, errors.CodeLicenseUnavailable, "a valid license is not available").WithAdditional("this feature requires a valid license").WithAdditional(err.Error())
-	}
-
-	additionTuples, err := authtypes.GetAdditionTuples(name, orgID, relation, additions)
-	if err != nil {
-		return err
-	}
-
-	deletionTuples, err := authtypes.GetDeletionTuples(name, orgID, relation, deletions)
-	if err != nil {
-		return err
-	}
-
-	err = provider.Write(ctx, additionTuples, deletionTuples)
-	if err != nil {
-		return err
-	}
-
-	return nil
-}
-
 func (provider *provider) Delete(ctx context.Context, orgID valuer.UUID, id valuer.UUID) error {
 	_, err := provider.licensing.GetActive(ctx, orgID)
 	if err != nil {

ee/modules/cloudintegration/implcloudintegration/implcloudprovider/gcpcloudprovider.go

@@ -0,0 +1,36 @@
+package implcloudprovider
+
+import (
+	"context"
+
+	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
+	"github.com/SigNoz/signoz/pkg/types/cloudintegrationtypes"
+)
+
+type gcpcloudprovider struct {
+	serviceDefinitions cloudintegrationtypes.ServiceDefinitionStore
+}
+
+func NewGCPCloudProvider(defStore cloudintegrationtypes.ServiceDefinitionStore) cloudintegration.CloudProviderModule {
+	return &gcpcloudprovider{
+		serviceDefinitions: defStore,
+	}
+}
+
+func (g *gcpcloudprovider) BuildIntegrationConfig(ctx context.Context, account *cloudintegrationtypes.Account, services []*cloudintegrationtypes.StorableCloudIntegrationService) (*cloudintegrationtypes.ProviderIntegrationConfig, error) {
+	// for manual flow we don't have any integration config to return, so returning empty config for now.
+	return &cloudintegrationtypes.ProviderIntegrationConfig{}, nil
+}
+
+func (g *gcpcloudprovider) GetConnectionArtifact(ctx context.Context, account *cloudintegrationtypes.Account, req *cloudintegrationtypes.GetConnectionArtifactRequest) (*cloudintegrationtypes.ConnectionArtifact, error) {
+	// for manual flow we don't have any connection artifact to return, so returning empty artifact for now.
+	return &cloudintegrationtypes.ConnectionArtifact{}, nil
+}
+
+func (g *gcpcloudprovider) GetServiceDefinition(ctx context.Context, serviceID cloudintegrationtypes.ServiceID) (*cloudintegrationtypes.ServiceDefinition, error) {
+	return g.serviceDefinitions.Get(ctx, cloudintegrationtypes.CloudProviderTypeGCP, serviceID)
+}
+
+func (g *gcpcloudprovider) ListServiceDefinitions(ctx context.Context) ([]*cloudintegrationtypes.ServiceDefinition, error) {
+	return g.serviceDefinitions.List(ctx, cloudintegrationtypes.CloudProviderTypeGCP)
+}

ee/modules/dashboard/impldashboard/module.go

@@ -286,7 +286,7 @@ func (module *module) Get(ctx context.Context, orgID valuer.UUID, id valuer.UUID
 	return module.pkgDashboardModule.Get(ctx, orgID, id)
 }
 
-func (module *module) GetByMetricNames(ctx context.Context, orgID valuer.UUID, metricNames []string) (map[string][]map[string]string, error) {
+func (module *module) GetByMetricNames(ctx context.Context, orgID valuer.UUID, metricNames []string) (map[string][]dashboardtypes.DashboardPanelRef, error) {
 	return module.pkgDashboardModule.GetByMetricNames(ctx, orgID, metricNames)
 }
 

ee/modules/metricreductionrule/implmetricreductionrule/clickhouse.go

@@ -22,6 +22,8 @@ var (
 
 const timeSeriesBucketMilli = int64(time.Hour / time.Millisecond)
 
+const sampleBucketExpr = "toInt64(toUnixTimestamp(toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalMinute(10)))) * 1000 AS bucket"
+
 type volumeRow struct {
 	MetricName string
 	Ingested   uint64
@@ -289,12 +291,9 @@ func (c *clickhouse) RankByVolume(ctx context.Context, metricNames []string, eff
 	}
 	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))"
+	orderExpr := "ifNull(i.samples, 0)"
+	if orderBy == metricreductionruletypes.OrderByReducedVolume {
+		orderExpr = "if(ifNull(d.samples, 0) = 0 OR ifNull(d.samples, 0) > ifNull(i.samples, 0), ifNull(i.samples, 0), ifNull(d.samples, 0))"
 	}
 	direction := "ASC"
 	if order == metricreductionruletypes.OrderDesc {
@@ -310,17 +309,17 @@ func (c *clickhouse) RankByVolume(ctx context.Context, metricNames []string, eff
 	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",
+		"(SELECT metric_name, uniq(fingerprint) AS cnt, count() AS samples 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"+
+		"(SELECT metric_name, sum(cnt) AS cnt, sum(samples) AS samples FROM ("+
+			"SELECT metric_name, uniq(reduced_fingerprint) AS cnt, uniq(reduced_fingerprint, unix_milli) AS samples 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"+
+			"SELECT metric_name, uniq(reduced_fingerprint) AS cnt, uniq(reduced_fingerprint, unix_milli) AS samples 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",
 	)
@@ -347,122 +346,186 @@ func (c *clickhouse) RankByVolume(ctx context.Context, metricNames []string, eff
 	return out, rows.Err()
 }
 
-func (c *clickhouse) SampleVolume(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (uint64, uint64, error) {
+func (c *clickhouse) SampleVolumeByMetric(ctx context.Context, metricNames []string, effectiveFrom map[string]int64, startMs, endMs int64) (map[string]volumeRow, error) {
 	if len(metricNames) == 0 {
-		return 0, 0, nil
+		return map[string]volumeRow{}, 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)
+	ingested, err := c.countSamplesByMetric(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4BufferTableName, "count()", metricNames, 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)
+	last, err := c.countSamplesByMetric(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4ReducedLastTableName, "uniq(reduced_fingerprint, unix_milli)", metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+	sum, err := c.countSamplesByMetric(ctx, telemetrymetrics.DBName+"."+telemetrymetrics.SamplesV4ReducedSumTableName, "uniq(reduced_fingerprint, unix_milli)", metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	out := make(map[string]volumeRow, len(metricNames))
+	for _, name := range metricNames {
+		out[name] = volumeRow{MetricName: name, Ingested: ingested[name], Reduced: last[name] + sum[name]}
+	}
+	return out, nil
+}
+
+func (c *clickhouse) countSamplesByMetric(ctx context.Context, table, countExpr 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", countExpr)
+	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 samples")
+	}
+	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()
+}
+
+func (c *clickhouse) TotalVolume(ctx context.Context, startMs, endMs int64) (uint64, uint64, error) {
+	ctx = c.withThreads(ctx)
+
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select("uniq(fingerprint)", "count()")
+	sb.From(telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4BufferTableName)
+	sb.Where(sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs))
+
+	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	var series, samples uint64
+	if err := c.telemetryStore.ClickhouseDB().QueryRow(ctx, query, args...).Scan(&series, &samples); err != nil {
+		return 0, 0, errors.WrapInternalf(err, errors.CodeInternal, "failed to count total ingested volume")
+	}
+	return series, samples, nil
+}
+
+func (c *clickhouse) SampleTimeseries(ctx context.Context, ruledMetrics []string, effectiveFrom map[string]int64, startMs, endMs int64) ([]volumePoint, error) {
+	ctx = c.withThreads(ctx)
+
+	ingested, err := c.totalSamplesByBucket(ctx, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+
+	ruledIngested := make(map[int64]uint64)
+	ruledRetained := make(map[int64]uint64)
+	if len(ruledMetrics) > 0 {
+		ruledIngested, err = c.ruledIngestedSamplesByBucket(ctx, ruledMetrics, 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)
+		ruledRetained, err = c.ruledRetainedSamplesByBucket(ctx, ruledMetrics, effectiveFrom, startMs, endMs)
 		if err != nil {
 			return nil, err
 		}
-		for ts, count := range nonReducedIngested {
-			retained[ts] += count
+	}
+
+	retained := make(map[int64]uint64, len(ingested))
+	for ts, total := range ingested {
+		shed := uint64(0)
+		if ri := ruledIngested[ts]; ri > ruledRetained[ts] {
+			shed = ri - ruledRetained[ts]
+		}
+		if total > shed {
+			retained[ts] = total - shed
+		} else {
+			retained[ts] = 0
 		}
 	}
 
 	return mergeVolumePoints(ingested, retained), nil
 }
 
+func (c *clickhouse) totalSamplesByBucket(ctx context.Context, startMs, endMs int64) (map[int64]uint64, error) {
+	sb := sqlbuilder.NewSelectBuilder()
+	sb.Select(sampleBucketExpr, "count()")
+	sb.From(telemetrymetrics.DBName + "." + telemetrymetrics.SamplesV4BufferTableName)
+	sb.Where(sb.GE("unix_milli", startMs), sb.LT("unix_milli", endMs))
+	sb.GroupBy("bucket")
+
+	return c.scanBuckets(ctx, sb)
+}
+
+func (c *clickhouse) ruledIngestedSamplesByBucket(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()
+	sb.Select(sampleBucketExpr, "count()")
+	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)
+}
+
+// reduced 60s rows are versioned by computed_at, so count distinct buckets.
+func (c *clickhouse) ruledRetainedSamplesByBucket(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()
+		sb.Select(sampleBucketExpr, "uniq(reduced_fingerprint, unix_milli)")
+		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 mergeVolumePoints(ingested, reduced map[int64]uint64) []volumePoint {
 	buckets := make(map[int64]struct{}, len(ingested))
 	for ts := range ingested {
@@ -488,60 +551,6 @@ func mergeVolumePoints(ingested, reduced map[int64]uint64) []volumePoint {
 	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...)

ee/modules/metricreductionrule/implmetricreductionrule/module.go

@@ -4,7 +4,6 @@ import (
 	"context"
 	"log/slog"
 	"sort"
-	"strings"
 	"time"
 
 	"github.com/SigNoz/signoz/pkg/errors"
@@ -28,9 +27,16 @@ import (
 
 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
+	// goes live; it must be >= the collector's rule-refresh interval (~2m worst case,
+	// see signoz-otel-collector#839).
+	effectiveFromMargin = 2 * time.Minute
+	// uiActivationDelay keeps a rule shown as "pending" in the UI for a while after it goes live to
+	// the collector, so the user doesn't see "active" before reduced data is actually flowing. The
+	// user-facing pending window is effectiveFromMargin + uiActivationDelay (~5m).
+	uiActivationDelay      = 3 * time.Minute
+	defaultPreviewLookback = 1 * time.Hour
+	statsLookback          = 1 * time.Hour
+	timeseriesLookback     = 6 * time.Hour
 
 	pricePerMillionSamplesUSD = 0.1
 	monthDuration             = 30 * 24 * time.Hour
@@ -80,7 +86,7 @@ func (m *module) List(ctx context.Context, orgID valuer.UUID, params *metricredu
 	}
 
 	now := time.Now()
-	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	startMs := now.Add(-statsLookback).UnixMilli()
 	endMs := now.UnixMilli()
 
 	switch params.OrderBy {
@@ -107,10 +113,14 @@ func (m *module) listSortedByColumn(ctx context.Context, orgID valuer.UUID, para
 	if err != nil {
 		return nil, err
 	}
+	sampleVolumes, err := m.ch.SampleVolumeByMetric(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]))
+		rules = append(rules, withVolume(toGettableReductionRule(rule), volumes[rule.MetricName], sampleVolumes[rule.MetricName]))
 	}
 
 	return &metricreductionruletypes.GettableReductionRules{Rules: rules, Total: total}, nil
@@ -139,13 +149,24 @@ func (m *module) listSortedByVolume(ctx context.Context, orgID valuer.UUID, para
 		return nil, err
 	}
 
+	pageMetricNames := make([]string, 0, len(ranked))
+	for _, row := range ranked {
+		pageMetricNames = append(pageMetricNames, row.MetricName)
+	}
+
+	// TODO(srikanthccv): do we need to run this query? can we just get the same from RankByVolume?
+	sampleVolumes, err := m.ch.SampleVolumeByMetric(ctx, pageMetricNames, effectiveFrom, startMs, endMs)
+	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))
+		rules = append(rules, withVolume(toGettableReductionRule(rule), row, sampleVolumes[row.MetricName]))
 	}
 
 	return &metricreductionruletypes.GettableReductionRules{Rules: rules, Total: total}, nil
@@ -288,20 +309,17 @@ func (m *module) Stats(ctx context.Context, orgID valuer.UUID) (*metricreduction
 	}
 
 	now := time.Now()
-	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	startMs := now.Add(-statsLookback).UnixMilli()
 	endMs := now.UnixMilli()
 
-	allRules, total, err := m.store.List(ctx, orgID, &metricreductionruletypes.ListReductionRulesParams{})
+	rules, _, 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 := make([]string, len(rules))
+	effectiveFrom := make(map[string]int64, len(rules))
+	for i, rule := range rules {
 		metricNames[i] = rule.MetricName
 		effectiveFrom[rule.MetricName] = rule.EffectiveFrom.UnixMilli()
 	}
@@ -310,31 +328,43 @@ func (m *module) Stats(ctx context.Context, orgID valuer.UUID) (*metricreduction
 	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]
-		}
+	var ruledIngestedSeries, ruledRetainedSeries uint64
+	for _, volume := range volumes {
+		ruledIngestedSeries += volume.Ingested
+		ruledRetainedSeries += effectiveRetained(volume.Ingested, volume.Reduced)
 	}
 
-	ingestedSamples, reducedSamples, err := m.ch.SampleVolume(ctx, reducedMetricNames, reducedEffectiveFrom, startMs, endMs)
+	sampleVolumes, err := m.ch.SampleVolumeByMetric(ctx, metricNames, effectiveFrom, startMs, endMs)
+	if err != nil {
+		return nil, err
+	}
+	var ruledIngestedSamples, ruledRetainedSamples uint64
+	for _, sv := range sampleVolumes {
+		ruledIngestedSamples += sv.Ingested
+		ruledRetainedSamples += effectiveRetained(sv.Ingested, sv.Reduced)
+	}
+
+	totalSeries, totalSamples, err := m.ch.TotalVolume(ctx, startMs, endMs)
 	if err != nil {
 		return nil, err
 	}
 
 	return &metricreductionruletypes.GettableReductionRuleStats{
-		IngestedSeries:             ingestedSeries,
-		RetainedSeries:             retainedSeries,
-		EstimatedMonthlySavingsUsd: monthlySavingsUSD(ingestedSamples, reducedSamples, startMs, endMs),
+		IngestedSeries:             totalSeries,
+		RetainedSeries:             clampSub(totalSeries, ruledIngestedSeries-ruledRetainedSeries),
+		IngestedSamples:            totalSamples,
+		RetainedSamples:            clampSub(totalSamples, ruledIngestedSamples-ruledRetainedSamples),
+		EstimatedMonthlySavingsUsd: monthlySavingsUSD(ruledIngestedSamples, ruledRetainedSamples, startMs, endMs),
 	}, nil
 }
 
+func clampSub(a, b uint64) uint64 {
+	if a < b {
+		return 0
+	}
+	return a - b
+}
+
 // 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 {
@@ -352,7 +382,7 @@ func (m *module) Timeseries(ctx context.Context, orgID valuer.UUID) (*querybuild
 	}
 
 	now := time.Now()
-	startMs := now.Add(-defaultPreviewLookback).UnixMilli()
+	startMs := now.Add(-timeseriesLookback).UnixMilli()
 	endMs := now.UnixMilli()
 
 	allRules, _, err := m.store.List(ctx, orgID, &metricreductionruletypes.ListReductionRulesParams{})
@@ -366,18 +396,7 @@ func (m *module) Timeseries(ctx context.Context, orgID valuer.UUID) (*querybuild
 		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)
+	points, err := m.ch.SampleTimeseries(ctx, metricNames, effectiveFrom, startMs, endMs)
 	if err != nil {
 		return nil, err
 	}
@@ -414,7 +433,7 @@ func buildVolumeTimeseries(points []volumePoint) *querybuildertypesv5.QueryRange
 }
 
 func (m *module) validateMetricForReduction(ctx context.Context, orgID valuer.UUID, metricName string) error {
-	lastSeen, err := m.metadataStore.FetchLastSeenInfoMulti(ctx, metricName)
+	lastSeen, err := m.metadataStore.FetchLastSeenInfoMulti(ctx, orgID, metricName)
 	if err != nil {
 		return err
 	}
@@ -447,12 +466,12 @@ func (m *module) relatedAssetImpact(ctx context.Context, orgID valuer.UUID, metr
 		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"])...)
+			usedLabels := append(append([]string{}, item.GroupBy...), item.FilterBy...)
 			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"]},
+				ID:             item.DashboardID,
+				Name:           item.DashboardName,
+				Widget:         &metricreductionruletypes.AffectedWidget{ID: item.PanelID, Name: item.PanelName},
 				ImpactedLabels: intersectLabels(usedLabels, droppedSet),
 			})
 		}
@@ -482,7 +501,7 @@ func toGettableReductionRule(rule *metricreductionruletypes.ReductionRule) metri
 		MatchType:     rule.MatchType,
 		Labels:        rule.Labels,
 		EffectiveFrom: rule.EffectiveFrom,
-		Active:        !rule.EffectiveFrom.After(time.Now()),
+		Active:        !rule.EffectiveFrom.Add(uiActivationDelay).After(time.Now()),
 	}
 }
 
@@ -493,12 +512,11 @@ func effectiveRetained(ingested, reduced uint64) uint64 {
 	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
-	}
+func withVolume(rule metricreductionruletypes.GettableReductionRule, series volumeRow, samples volumeRow) metricreductionruletypes.GettableReductionRule {
+	rule.IngestedSeries = series.Ingested
+	rule.RetainedSeries = effectiveRetained(series.Ingested, series.Reduced)
+	rule.IngestedSamples = samples.Ingested
+	rule.RetainedSamples = effectiveRetained(samples.Ingested, samples.Reduced)
 	return rule
 }
 
@@ -518,13 +536,6 @@ func intersectLabels(keys []string, droppedSet map[string]struct{}) []string {
 	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 {

ee/modules/metricreductionrule/implmetricreductionrule/store.go

@@ -35,7 +35,7 @@ func (s *store) List(ctx context.Context, orgID valuer.UUID, params *metricreduc
 		Where("org_id = ?", orgID).
 		Order(column + " " + direction)
 	if params.Search != "" {
-		query = query.Where("metric_name LIKE ?", "%"+params.Search+"%")
+		query = query.Where("metric_name LIKE ? ESCAPE '\\'", "%"+s.sqlstore.Formatter().EscapeLikePattern(params.Search)+"%")
 	}
 	if params.MetricName != "" {
 		query = query.Where("metric_name = ?", params.MetricName)

ee/querier/handler.go

@@ -101,6 +101,10 @@ func (h *handler) QueryRange(rw http.ResponseWriter, req *http.Request) {
 	h.community.QueryRange(rw, req)
 }
 
+func (h *handler) QueryRangePreview(rw http.ResponseWriter, req *http.Request) {
+	h.community.QueryRangePreview(rw, req)
+}
+
 func (h *handler) QueryRawStream(rw http.ResponseWriter, req *http.Request) {
 	h.community.QueryRawStream(rw, req)
 }

ee/query-service/app/server.go

@@ -64,6 +64,7 @@ func NewServer(config signoz.Config, signoz *signoz.SigNoz) (*Server, error) {
 		signoz.Prometheus,
 		signoz.TelemetryStore.Cluster(),
 		signoz.Cache,
+		signoz.Flagger,
 		nil,
 	)
 

frontend/public/locales/en-GB/titles.json

@@ -61,5 +61,7 @@
 	"ROLE_DETAILS": "SigNoz | Role Details",
 	"TRACES_FUNNELS_DETAIL": "SigNoz | Funnel",
 	"INTEGRATIONS_DETAIL": "SigNoz | Integration",
-	"PUBLIC_DASHBOARD": "SigNoz | Dashboard"
+	"PUBLIC_DASHBOARD": "SigNoz | Dashboard",
+	"LLM_OBSERVABILITY_BASE": "SigNoz | LLM Observability",
+	"LLM_OBSERVABILITY_MODEL_PRICING": "SigNoz | Model Pricing"
 }

frontend/public/locales/en/titles.json

@@ -86,5 +86,7 @@
 	"ROLE_EDIT": "SigNoz | Edit Role",
 	"TRACES_FUNNELS_DETAIL": "SigNoz | Funnel",
 	"INTEGRATIONS_DETAIL": "SigNoz | Integration",
-	"PUBLIC_DASHBOARD": "SigNoz | Dashboard"
+	"PUBLIC_DASHBOARD": "SigNoz | Dashboard",
+	"LLM_OBSERVABILITY_BASE": "SigNoz | LLM Observability",
+	"LLM_OBSERVABILITY_MODEL_PRICING": "SigNoz | Model Pricing"
 }

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

@@ -12,6 +12,8 @@ import type {
 } from 'react-query';
 
 import type {
+	QueryRangePreviewV5200,
+	QueryRangePreviewV5Params,
 	QueryRangeV5200,
 	Querybuildertypesv5QueryRangeRequestDTO,
 	RenderErrorResponseDTO,
@@ -104,6 +106,107 @@ export const useQueryRangeV5 = <
 > => {
 	return useMutation(getQueryRangeV5MutationOptions(options));
 };
+/**
+ * Validate a composite query without executing it. Accepts the same payload as the query range endpoint. By default (verbose=true) returns, for each query, the rendered underlying ClickHouse statement(s) with each statement's EXPLAIN ESTIMATE (per-table parts/rows/marks) and granule index analysis (candidate/surviving granules and the per-index pruning funnel). Pass ?verbose=false for the lightweight per-query verdict (valid/error/warnings) with no rendered SQL and no ClickHouse round trips. Intended for agentic/dry-run consumption: per-query errors are reported in the response rather than failing the whole request.
+ * @summary Query range preview
+ */
+export const queryRangePreviewV5 = (
+	querybuildertypesv5QueryRangeRequestDTO?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>,
+	params?: QueryRangePreviewV5Params,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<QueryRangePreviewV5200>({
+		url: `/api/v5/query_range/preview`,
+		method: 'POST',
+		headers: { 'Content-Type': 'application/json' },
+		data: querybuildertypesv5QueryRangeRequestDTO,
+		params,
+		signal,
+	});
+};
+
+export const getQueryRangePreviewV5MutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangePreviewV5>>,
+		TError,
+		{
+			data?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>;
+			params?: QueryRangePreviewV5Params;
+		},
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof queryRangePreviewV5>>,
+	TError,
+	{
+		data?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>;
+		params?: QueryRangePreviewV5Params;
+	},
+	TContext
+> => {
+	const mutationKey = ['queryRangePreviewV5'];
+	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 queryRangePreviewV5>>,
+		{
+			data?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>;
+			params?: QueryRangePreviewV5Params;
+		}
+	> = (props) => {
+		const { data, params } = props ?? {};
+
+		return queryRangePreviewV5(data, params);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type QueryRangePreviewV5MutationResult = NonNullable<
+	Awaited<ReturnType<typeof queryRangePreviewV5>>
+>;
+export type QueryRangePreviewV5MutationBody =
+	| BodyType<Querybuildertypesv5QueryRangeRequestDTO>
+	| undefined;
+export type QueryRangePreviewV5MutationError =
+	ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Query range preview
+ */
+export const useQueryRangePreviewV5 = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangePreviewV5>>,
+		TError,
+		{
+			data?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>;
+			params?: QueryRangePreviewV5Params;
+		},
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof queryRangePreviewV5>>,
+	TError,
+	{
+		data?: BodyType<Querybuildertypesv5QueryRangeRequestDTO>;
+		params?: QueryRangePreviewV5Params;
+	},
+	TContext
+> => {
+	return useMutation(getQueryRangePreviewV5MutationOptions(options));
+};
 /**
  * Replace variables in a query
  * @summary Replace variables

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

@@ -18,19 +18,13 @@ import type {
 } from 'react-query';
 
 import type {
-	AuthtypesPatchableRoleDTO,
 	AuthtypesPostableRoleDTO,
 	AuthtypesUpdatableRoleDTO,
-	CoretypesPatchableObjectsDTO,
 	CreateRole201,
 	DeleteRolePathParameters,
-	GetObjects200,
-	GetObjectsPathParameters,
 	GetRole200,
 	GetRolePathParameters,
 	ListRoles200,
-	PatchObjectsPathParameters,
-	PatchRolePathParameters,
 	RenderErrorResponseDTO,
 	UpdateRolePathParameters,
 } from '../sigNoz.schemas';
@@ -365,107 +359,6 @@ export const invalidateGetRole = async (
 	return queryClient;
 };
 
-/**
- * This endpoint patches a role
- * @deprecated
- * @summary Patch role
- */
-export const patchRole = (
-	{ id }: PatchRolePathParameters,
-	authtypesPatchableRoleDTO?: BodyType<AuthtypesPatchableRoleDTO>,
-	signal?: AbortSignal,
-) => {
-	return GeneratedAPIInstance<void>({
-		url: `/api/v1/roles/${id}`,
-		method: 'PATCH',
-		headers: { 'Content-Type': 'application/json' },
-		data: authtypesPatchableRoleDTO,
-		signal,
-	});
-};
-
-export const getPatchRoleMutationOptions = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof patchRole>>,
-		TError,
-		{
-			pathParams: PatchRolePathParameters;
-			data?: BodyType<AuthtypesPatchableRoleDTO>;
-		},
-		TContext
-	>;
-}): UseMutationOptions<
-	Awaited<ReturnType<typeof patchRole>>,
-	TError,
-	{
-		pathParams: PatchRolePathParameters;
-		data?: BodyType<AuthtypesPatchableRoleDTO>;
-	},
-	TContext
-> => {
-	const mutationKey = ['patchRole'];
-	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 patchRole>>,
-		{
-			pathParams: PatchRolePathParameters;
-			data?: BodyType<AuthtypesPatchableRoleDTO>;
-		}
-	> = (props) => {
-		const { pathParams, data } = props ?? {};
-
-		return patchRole(pathParams, data);
-	};
-
-	return { mutationFn, ...mutationOptions };
-};
-
-export type PatchRoleMutationResult = NonNullable<
-	Awaited<ReturnType<typeof patchRole>>
->;
-export type PatchRoleMutationBody =
-	| BodyType<AuthtypesPatchableRoleDTO>
-	| undefined;
-export type PatchRoleMutationError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @deprecated
- * @summary Patch role
- */
-export const usePatchRole = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof patchRole>>,
-		TError,
-		{
-			pathParams: PatchRolePathParameters;
-			data?: BodyType<AuthtypesPatchableRoleDTO>;
-		},
-		TContext
-	>;
-}): UseMutationResult<
-	Awaited<ReturnType<typeof patchRole>>,
-	TError,
-	{
-		pathParams: PatchRolePathParameters;
-		data?: BodyType<AuthtypesPatchableRoleDTO>;
-	},
-	TContext
-> => {
-	return useMutation(getPatchRoleMutationOptions(options));
-};
 /**
  * This endpoint updates a role
  * @summary Update role
@@ -565,205 +458,3 @@ export const useUpdateRole = <
 > => {
 	return useMutation(getUpdateRoleMutationOptions(options));
 };
-/**
- * Gets all objects connected to the specified role via a given relation type
- * @summary Get objects for a role by relation
- */
-export const getObjects = (
-	{ id, relation }: GetObjectsPathParameters,
-	signal?: AbortSignal,
-) => {
-	return GeneratedAPIInstance<GetObjects200>({
-		url: `/api/v1/roles/${id}/relations/${relation}/objects`,
-		method: 'GET',
-		signal,
-	});
-};
-
-export const getGetObjectsQueryKey = ({
-	id,
-	relation,
-}: GetObjectsPathParameters) => {
-	return [`/api/v1/roles/${id}/relations/${relation}/objects`] as const;
-};
-
-export const getGetObjectsQueryOptions = <
-	TData = Awaited<ReturnType<typeof getObjects>>,
-	TError = ErrorType<RenderErrorResponseDTO>,
->(
-	{ id, relation }: GetObjectsPathParameters,
-	options?: {
-		query?: UseQueryOptions<
-			Awaited<ReturnType<typeof getObjects>>,
-			TError,
-			TData
-		>;
-	},
-) => {
-	const { query: queryOptions } = options ?? {};
-
-	const queryKey =
-		queryOptions?.queryKey ?? getGetObjectsQueryKey({ id, relation });
-
-	const queryFn: QueryFunction<Awaited<ReturnType<typeof getObjects>>> = ({
-		signal,
-	}) => getObjects({ id, relation }, signal);
-
-	return {
-		queryKey,
-		queryFn,
-		enabled: !!(id && relation),
-		...queryOptions,
-	} as UseQueryOptions<Awaited<ReturnType<typeof getObjects>>, TError, TData> & {
-		queryKey: QueryKey;
-	};
-};
-
-export type GetObjectsQueryResult = NonNullable<
-	Awaited<ReturnType<typeof getObjects>>
->;
-export type GetObjectsQueryError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @summary Get objects for a role by relation
- */
-
-export function useGetObjects<
-	TData = Awaited<ReturnType<typeof getObjects>>,
-	TError = ErrorType<RenderErrorResponseDTO>,
->(
-	{ id, relation }: GetObjectsPathParameters,
-	options?: {
-		query?: UseQueryOptions<
-			Awaited<ReturnType<typeof getObjects>>,
-			TError,
-			TData
-		>;
-	},
-): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
-	const queryOptions = getGetObjectsQueryOptions({ id, relation }, options);
-
-	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
-		queryKey: QueryKey;
-	};
-
-	return { ...query, queryKey: queryOptions.queryKey };
-}
-
-/**
- * @summary Get objects for a role by relation
- */
-export const invalidateGetObjects = async (
-	queryClient: QueryClient,
-	{ id, relation }: GetObjectsPathParameters,
-	options?: InvalidateOptions,
-): Promise<QueryClient> => {
-	await queryClient.invalidateQueries(
-		{ queryKey: getGetObjectsQueryKey({ id, relation }) },
-		options,
-	);
-
-	return queryClient;
-};
-
-/**
- * Patches the objects connected to the specified role via a given relation type
- * @deprecated
- * @summary Patch objects for a role by relation
- */
-export const patchObjects = (
-	{ id, relation }: PatchObjectsPathParameters,
-	coretypesPatchableObjectsDTO?: BodyType<CoretypesPatchableObjectsDTO>,
-	signal?: AbortSignal,
-) => {
-	return GeneratedAPIInstance<void>({
-		url: `/api/v1/roles/${id}/relations/${relation}/objects`,
-		method: 'PATCH',
-		headers: { 'Content-Type': 'application/json' },
-		data: coretypesPatchableObjectsDTO,
-		signal,
-	});
-};
-
-export const getPatchObjectsMutationOptions = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof patchObjects>>,
-		TError,
-		{
-			pathParams: PatchObjectsPathParameters;
-			data?: BodyType<CoretypesPatchableObjectsDTO>;
-		},
-		TContext
-	>;
-}): UseMutationOptions<
-	Awaited<ReturnType<typeof patchObjects>>,
-	TError,
-	{
-		pathParams: PatchObjectsPathParameters;
-		data?: BodyType<CoretypesPatchableObjectsDTO>;
-	},
-	TContext
-> => {
-	const mutationKey = ['patchObjects'];
-	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 patchObjects>>,
-		{
-			pathParams: PatchObjectsPathParameters;
-			data?: BodyType<CoretypesPatchableObjectsDTO>;
-		}
-	> = (props) => {
-		const { pathParams, data } = props ?? {};
-
-		return patchObjects(pathParams, data);
-	};
-
-	return { mutationFn, ...mutationOptions };
-};
-
-export type PatchObjectsMutationResult = NonNullable<
-	Awaited<ReturnType<typeof patchObjects>>
->;
-export type PatchObjectsMutationBody =
-	| BodyType<CoretypesPatchableObjectsDTO>
-	| undefined;
-export type PatchObjectsMutationError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @deprecated
- * @summary Patch objects for a role by relation
- */
-export const usePatchObjects = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof patchObjects>>,
-		TError,
-		{
-			pathParams: PatchObjectsPathParameters;
-			data?: BodyType<CoretypesPatchableObjectsDTO>;
-		},
-		TContext
-	>;
-}): UseMutationResult<
-	Awaited<ReturnType<typeof patchObjects>>,
-	TError,
-	{
-		pathParams: PatchObjectsPathParameters;
-		data?: BodyType<CoretypesPatchableObjectsDTO>;
-	},
-	TContext
-> => {
-	return useMutation(getPatchObjectsMutationOptions(options));
-};

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

@@ -2230,13 +2230,6 @@ export interface AuthtypesOrgSessionContextDTO {
 	warning?: ErrorsJSONDTO;
 }
 
-export interface AuthtypesPatchableRoleDTO {
-	/**
-	 * @type string
-	 */
-	description: string;
-}
-
 export interface AuthtypesPostableAuthDomainDTO {
 	config?: AuthtypesAuthDomainConfigDTO;
 	/**
@@ -2630,9 +2623,25 @@ export interface CloudintegrationtypesAzureAccountConfigDTO {
 	resourceGroups: string[];
 }
 
+export interface CloudintegrationtypesGCPAccountConfigDTO {
+	/**
+	 * @type string
+	 */
+	deploymentProjectId: string;
+	/**
+	 * @type string
+	 */
+	deploymentRegion: string;
+	/**
+	 * @type array
+	 */
+	projectIds: string[];
+}
+
 export interface CloudintegrationtypesAccountConfigDTO {
 	aws?: CloudintegrationtypesAWSAccountConfigDTO;
 	azure?: CloudintegrationtypesAzureAccountConfigDTO;
+	gcp?: CloudintegrationtypesGCPAccountConfigDTO;
 }
 
 export interface CloudintegrationtypesAccountDTO {
@@ -2740,9 +2749,29 @@ export interface CloudintegrationtypesAzureServiceConfigDTO {
 	metrics: CloudintegrationtypesAzureServiceMetricsConfigDTO;
 }
 
+export interface CloudintegrationtypesGCPServiceLogsConfigDTO {
+	/**
+	 * @type boolean
+	 */
+	enabled: boolean;
+}
+
+export interface CloudintegrationtypesGCPServiceMetricsConfigDTO {
+	/**
+	 * @type boolean
+	 */
+	enabled: boolean;
+}
+
+export interface CloudintegrationtypesGCPServiceConfigDTO {
+	logs?: CloudintegrationtypesGCPServiceLogsConfigDTO;
+	metrics?: CloudintegrationtypesGCPServiceMetricsConfigDTO;
+}
+
 export interface CloudintegrationtypesServiceConfigDTO {
 	aws?: CloudintegrationtypesAWSServiceConfigDTO;
 	azure?: CloudintegrationtypesAzureServiceConfigDTO;
+	gcp?: CloudintegrationtypesGCPServiceConfigDTO;
 }
 
 export enum CloudintegrationtypesServiceIDDTO {
@@ -2773,6 +2802,7 @@ export enum CloudintegrationtypesServiceIDDTO {
 	cosmosdb = 'cosmosdb',
 	cassandradb = 'cassandradb',
 	redis = 'redis',
+	cloudsql = 'cloudsql',
 }
 export type CloudintegrationtypesCloudIntegrationServiceDTOAnyOf = {
 	/**
@@ -2837,9 +2867,14 @@ export interface CloudintegrationtypesCollectedMetricDTO {
 	unit?: string;
 }
 
+export interface CloudintegrationtypesGCPConnectionArtifactDTO {
+	[key: string]: unknown;
+}
+
 export interface CloudintegrationtypesConnectionArtifactDTO {
 	aws?: CloudintegrationtypesAWSConnectionArtifactDTO;
 	azure?: CloudintegrationtypesAzureConnectionArtifactDTO;
+	gcp?: CloudintegrationtypesGCPConnectionArtifactDTO;
 }
 
 export interface CloudintegrationtypesCredentialsDTO {
@@ -2872,6 +2907,10 @@ export interface CloudintegrationtypesDataCollectedDTO {
 	metrics?: CloudintegrationtypesCollectedMetricDTO[] | null;
 }
 
+export interface CloudintegrationtypesGCPIntegrationConfigDTO {
+	[key: string]: unknown;
+}
+
 export interface CloudintegrationtypesGettableAccountWithConnectionArtifactDTO {
 	connectionArtifact: CloudintegrationtypesConnectionArtifactDTO;
 	/**
@@ -2963,6 +3002,7 @@ export type CloudintegrationtypesIntegrationConfigDTO =
 export interface CloudintegrationtypesProviderIntegrationConfigDTO {
 	aws?: CloudintegrationtypesAWSIntegrationConfigDTO;
 	azure?: CloudintegrationtypesAzureIntegrationConfigDTO;
+	gcp?: CloudintegrationtypesGCPIntegrationConfigDTO;
 }
 
 export interface CloudintegrationtypesGettableAgentCheckInDTO {
@@ -3025,6 +3065,7 @@ export interface CloudintegrationtypesGettableServicesMetadataDTO {
 export interface CloudintegrationtypesPostableAccountConfigDTO {
 	aws?: CloudintegrationtypesAWSPostableAccountConfigDTO;
 	azure?: CloudintegrationtypesAzureAccountConfigDTO;
+	gcp?: CloudintegrationtypesGCPAccountConfigDTO;
 }
 
 export interface CloudintegrationtypesPostableAccountDTO {
@@ -3154,9 +3195,25 @@ export interface CloudintegrationtypesUpdatableAzureAccountConfigDTO {
 	resourceGroups: string[];
 }
 
+export interface CloudintegrationtypesUpdatableGCPAccountConfigDTO {
+	/**
+	 * @type string
+	 */
+	deploymentProjectId: string;
+	/**
+	 * @type string
+	 */
+	deploymentRegion: string;
+	/**
+	 * @type array,null
+	 */
+	projectIds: string[] | null;
+}
+
 export interface CloudintegrationtypesUpdatableAccountConfigDTO {
 	aws?: CloudintegrationtypesAWSAccountConfigDTO;
 	azure?: CloudintegrationtypesUpdatableAzureAccountConfigDTO;
+	gcp?: CloudintegrationtypesUpdatableGCPAccountConfigDTO;
 }
 
 export interface CloudintegrationtypesUpdatableAccountDTO {
@@ -3185,17 +3242,6 @@ export interface CommonJSONRefDTO {
 	$ref?: string;
 }
 
-export interface CoretypesPatchableObjectsDTO {
-	/**
-	 * @type array,null
-	 */
-	additions: CoretypesObjectGroupDTO[] | null;
-	/**
-	 * @type array,null
-	 */
-	deletions: CoretypesObjectGroupDTO[] | null;
-}
-
 export interface DashboardGridItemDTO {
 	content?: CommonJSONRefDTO;
 	/**
@@ -3931,6 +3977,14 @@ export interface DashboardtypesDashboardPanelRefDTO {
 	 * @type string
 	 */
 	dashboardName: string;
+	/**
+	 * @type array
+	 */
+	filterBy?: string[];
+	/**
+	 * @type array
+	 */
+	groupBy?: string[];
 	/**
 	 * @type string
 	 */
@@ -6855,6 +6909,11 @@ export interface MetricreductionruletypesGettableReductionRuleDTO {
 	 * @type string
 	 */
 	id: string;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	ingestedSamples: number;
 	/**
 	 * @type integer
 	 * @minimum 0
@@ -6870,10 +6929,10 @@ export interface MetricreductionruletypesGettableReductionRuleDTO {
 	 */
 	metricName: string;
 	/**
-	 * @type number
-	 * @format double
+	 * @type integer
+	 * @minimum 0
 	 */
-	reductionPercent: number;
+	retainedSamples: number;
 	/**
 	 * @type integer
 	 * @minimum 0
@@ -6932,11 +6991,21 @@ export interface MetricreductionruletypesGettableReductionRuleStatsDTO {
 	 * @format double
 	 */
 	estimatedMonthlySavingsUsd: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	ingestedSamples: number;
 	/**
 	 * @type integer
 	 * @minimum 0
 	 */
 	ingestedSeries: number;
+	/**
+	 * @type integer
+	 * @minimum 0
+	 */
+	retainedSamples: number;
 	/**
 	 * @type integer
 	 * @minimum 0
@@ -6992,7 +7061,6 @@ export enum MetricreductionruletypesReductionRuleOrderByDTO {
 	metric = 'metric',
 	ingested_volume = 'ingested_volume',
 	reduced_volume = 'reduced_volume',
-	reduction = 'reduction',
 	last_updated = 'last_updated',
 }
 export interface MetricreductionruletypesUpdatableReductionRuleDTO {
@@ -7555,6 +7623,126 @@ export interface Querybuildertypesv5FormatOptionsDTO {
 	formatTableResultForUI?: boolean;
 }
 
+export interface TelemetrystoretypesEstimateEntryDTO {
+	/**
+	 * @type string
+	 */
+	database: string;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	marks: number;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	parts: number;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	rows: number;
+	/**
+	 * @type string
+	 */
+	table: string;
+}
+
+export interface TelemetrystoretypesIndexStepDTO {
+	/**
+	 * @type string
+	 */
+	condition: string;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	initialGranules: number;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	initialParts: number;
+	/**
+	 * @type array
+	 */
+	keys: string[];
+	/**
+	 * @type string
+	 */
+	name: string;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	selectedGranules: number;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	selectedParts: number;
+	/**
+	 * @type string
+	 */
+	type: string;
+}
+
+export interface TelemetrystoretypesMergeTreeReadDTO {
+	/**
+	 * @type array
+	 */
+	steps: TelemetrystoretypesIndexStepDTO[];
+	/**
+	 * @type string
+	 */
+	table: string;
+}
+
+export type TelemetrystoretypesGranulesDTOAnyOf = {
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	initial: number;
+	/**
+	 * @type array
+	 */
+	reads: TelemetrystoretypesMergeTreeReadDTO[];
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	selected: number;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	skipped: number;
+};
+
+/**
+ * @nullable
+ */
+export type TelemetrystoretypesGranulesDTO =
+	TelemetrystoretypesGranulesDTOAnyOf | null;
+
+export interface Querybuildertypesv5PreviewStatementDTO {
+	/**
+	 * @type array
+	 */
+	'db.statement.args': unknown[];
+	/**
+	 * @type string
+	 */
+	'db.statement.query': string;
+	/**
+	 * @type array
+	 */
+	estimate: TelemetrystoretypesEstimateEntryDTO[];
+	granules: TelemetrystoretypesGranulesDTO | null;
+}
+
 export interface Querybuildertypesv5TimeSeriesDataDTO {
 	/**
 	 * @type array,null
@@ -7636,6 +7824,41 @@ export type Querybuildertypesv5QueryDataDTO =
 			results?: unknown[] | null;
 	  });
 
+export interface Querybuildertypesv5QueryPreviewDTO {
+	error: unknown;
+	/**
+	 * @type array
+	 */
+	statements: Querybuildertypesv5PreviewStatementDTO[];
+	/**
+	 * @type boolean
+	 */
+	valid: boolean;
+	/**
+	 * @type array
+	 */
+	warnings: string[];
+}
+
+export type Querybuildertypesv5QueryRangePreviewResponseDTOCompositeQueryAnyOf =
+	{ [key: string]: Querybuildertypesv5QueryPreviewDTO };
+
+/**
+ * @nullable
+ */
+export type Querybuildertypesv5QueryRangePreviewResponseDTOCompositeQuery =
+	Querybuildertypesv5QueryRangePreviewResponseDTOCompositeQueryAnyOf | null;
+
+/**
+ * Response from the v5 query range preview (dry-run) endpoint. For each query in the composite query, returns the underlying ClickHouse statement(s) it renders to without executing them (one per PromQL metric selector; exactly one for builder/ClickHouse/trace-operator queries), with the optional EXPLAIN ESTIMATE and granule analysis attached per statement when requested.
+ */
+export interface Querybuildertypesv5QueryRangePreviewResponseDTO {
+	/**
+	 * @type object,null
+	 */
+	compositeQuery: Querybuildertypesv5QueryRangePreviewResponseDTOCompositeQuery;
+}
+
 export enum Querybuildertypesv5VariableTypeDTO {
 	query = 'query',
 	dynamic = 'dynamic',
@@ -10029,31 +10252,9 @@ export type GetRole200 = {
 	status: string;
 };
 
-export type PatchRolePathParameters = {
-	id: string;
-};
 export type UpdateRolePathParameters = {
 	id: string;
 };
-export type GetObjectsPathParameters = {
-	id: string;
-	relation: string;
-};
-export type GetObjects200 = {
-	/**
-	 * @type array
-	 */
-	data: CoretypesObjectGroupDTO[];
-	/**
-	 * @type string
-	 */
-	status: string;
-};
-
-export type PatchObjectsPathParameters = {
-	id: string;
-	relation: string;
-};
 export type GetAllRoutePolicies200 = {
 	/**
 	 * @type array
@@ -11510,6 +11711,22 @@ export type QueryRangeV5200 = {
 	status: string;
 };
 
+export type QueryRangePreviewV5Params = {
+	/**
+	 * @type string
+	 * @description undefined
+	 */
+	verbose?: string;
+};
+
+export type QueryRangePreviewV5200 = {
+	data: Querybuildertypesv5QueryRangePreviewResponseDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
 export type ReplaceVariables200 = {
 	data: Querybuildertypesv5QueryRangeRequestDTO;
 	/**

frontend/src/components/AuthZTooltip/AuthZTooltip.authz.test.tsx

@@ -1,5 +1,5 @@
 import { ReactElement } from 'react';
-import { render, screen } from 'tests/test-utils';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
 import { buildPermission } from 'hooks/useAuthZ/utils';
 import type { AuthZObject, BrandedPermission } from 'hooks/useAuthZ/types';
 import { useAuthZ } from 'hooks/useAuthZ/useAuthZ';
@@ -66,6 +66,29 @@ describe('AuthZTooltip — single check', () => {
 		expect(screen.getByRole('button', { name: 'Action' })).toBeDisabled();
 	});
 
+	it('shows formatted permission message in tooltip when denied', async () => {
+		mockUseAuthZ.mockReturnValue({
+			...noPermissions,
+			permissions: { [createPerm]: { isGranted: false } },
+		});
+
+		render(
+			<AuthZTooltip checks={[createPerm]}>
+				<TestButton />
+			</AuthZTooltip>,
+		);
+
+		const user = userEvent.setup();
+		await user.hover(screen.getByRole('button', { name: 'Action' }));
+
+		const expectedMessage =
+			'user/some-user-id is not authorized to perform create:serviceaccount:*';
+		await waitFor(() => {
+			const matches = screen.queryAllByText(expectedMessage);
+			expect(matches.length).toBeGreaterThan(0);
+		});
+	});
+
 	it('disables child while loading', () => {
 		mockUseAuthZ.mockReturnValue({ ...noPermissions, isLoading: true });
 
@@ -142,4 +165,31 @@ describe('AuthZTooltip — multi-check (checks array)', () => {
 			attachRolePerm,
 		);
 	});
+
+	it('shows multiple formatted permissions in tooltip when both denied', async () => {
+		const sa = attachSAPerm('sa-1');
+		mockUseAuthZ.mockReturnValue({
+			...noPermissions,
+			permissions: {
+				[sa]: { isGranted: false },
+				[attachRolePerm]: { isGranted: false },
+			},
+		});
+
+		render(
+			<AuthZTooltip checks={[sa, attachRolePerm]}>
+				<TestButton />
+			</AuthZTooltip>,
+		);
+
+		const user = userEvent.setup();
+		await user.hover(screen.getByRole('button', { name: 'Action' }));
+
+		const expectedMessage =
+			'user/some-user-id is not authorized to perform attach:serviceaccount:sa-1, attach:role:*';
+		await waitFor(() => {
+			const matches = screen.queryAllByText(expectedMessage);
+			expect(matches.length).toBeGreaterThan(0);
+		});
+	});
 });

frontend/src/components/AuthZTooltip/AuthZTooltip.tsx

@@ -7,7 +7,8 @@ import {
 } from '@signozhq/ui/tooltip';
 import type { BrandedPermission } from 'hooks/useAuthZ/types';
 import { useAuthZ } from 'hooks/useAuthZ/useAuthZ';
-import { parsePermission } from 'hooks/useAuthZ/utils';
+import { formatPermission } from 'hooks/useAuthZ/utils';
+import { useAppContext } from 'providers/App/App';
 import styles from './AuthZTooltip.module.scss';
 
 interface AuthZTooltipProps {
@@ -19,19 +20,14 @@ interface AuthZTooltipProps {
 
 function formatDeniedMessage(
 	denied: BrandedPermission[],
+	userId: string,
 	override?: string,
 ): string {
 	if (override) {
 		return override;
 	}
-	const labels = denied.map((p) => {
-		const { relation, object } = parsePermission(p);
-		const resource = object.split(':')[0];
-		return `${relation} ${resource}`;
-	});
-	return labels.length === 1
-		? `You don't have ${labels[0]} permission`
-		: `You don't have ${labels.join(', ')} permissions`;
+	const permissions = denied.map(formatPermission).join(', ');
+	return `user/${userId} is not authorized to perform ${permissions}`;
 }
 
 function AuthZTooltip({
@@ -40,6 +36,7 @@ function AuthZTooltip({
 	enabled = true,
 	tooltipMessage,
 }: AuthZTooltipProps): JSX.Element {
+	const { user } = useAppContext();
 	const shouldCheck = enabled && checks.length > 0;
 
 	const { permissions, isLoading } = useAuthZ(checks, { enabled: shouldCheck });
@@ -75,7 +72,7 @@ function AuthZTooltip({
 					</span>
 				</TooltipTrigger>
 				<TooltipContent className={styles.errorContent}>
-					{formatDeniedMessage(deniedPermissions, tooltipMessage)}
+					{formatDeniedMessage(deniedPermissions, user.id, tooltipMessage)}
 				</TooltipContent>
 			</TooltipRoot>
 		</TooltipProvider>

frontend/src/components/Graph/utils.ts

@@ -1,5 +1,14 @@
 import { MutableRefObject } from 'react';
-import { Chart, ChartConfiguration, ChartData, Color } from 'chart.js';
+import {
+	ActiveElement,
+	Chart,
+	ChartConfiguration,
+	ChartData,
+	ChartEvent,
+	ChartType,
+	Color,
+	TooltipItem,
+} from 'chart.js';
 import * as chartjsAdapter from 'chartjs-adapter-date-fns';
 import { Timezone } from 'components/CustomTimePicker/timezoneUtils';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
@@ -60,184 +69,189 @@ export const getGraphOptions = (
 	minTime?: number,
 	maxTime?: number,
 	// eslint-disable-next-line sonarjs/cognitive-complexity
-): CustomChartOptions => ({
-	animation: {
-		duration: animate ? 200 : 0,
-	},
-	responsive: true,
-	maintainAspectRatio: false,
-	interaction: {
-		mode: 'index',
-		intersect: true,
-	},
-	plugins: {
-		...(staticLine
-			? {
-					annotation: {
-						annotations: [
-							{
-								type: 'line',
-								yMin: staticLine.yMin,
-								yMax: staticLine.yMax,
-								borderColor: staticLine.borderColor,
-								borderWidth: staticLine.borderWidth,
-								label: {
-									content: staticLine.lineText,
-									enabled: true,
-									font: {
-										size: 10,
+): CustomChartOptions =>
+	({
+		animation: {
+			duration: animate ? 200 : 0,
+		},
+		responsive: true,
+		maintainAspectRatio: false,
+		interaction: {
+			mode: 'index',
+			intersect: true,
+		},
+		plugins: {
+			...(staticLine
+				? {
+						annotation: {
+							annotations: [
+								{
+									type: 'line',
+									yMin: staticLine.yMin,
+									yMax: staticLine.yMax,
+									borderColor: staticLine.borderColor,
+									borderWidth: staticLine.borderWidth,
+									label: {
+										content: staticLine.lineText,
+										enabled: true,
+										font: {
+											size: 10,
+										},
+										borderWidth: 0,
+										position: 'start',
+										backgroundColor: 'transparent',
+										color: staticLine.textColor,
 									},
-									borderWidth: 0,
-									position: 'start',
-									backgroundColor: 'transparent',
-									color: staticLine.textColor,
 								},
-							},
-						],
+							],
+						},
+					}
+				: {}),
+			title: {
+				display: title !== undefined,
+				text: title,
+			},
+			legend: {
+				display: false,
+			},
+			tooltip: {
+				callbacks: {
+					title(context: TooltipItem<'line'>[]): string | string[] {
+						const date = dayjs(context[0].parsed.x);
+						return date
+							.tz(timezone.value)
+							.format(DATE_TIME_FORMATS.MONTH_DATETIME_FULL_SECONDS);
+					},
+					label(context: TooltipItem<'line'>): string | string[] {
+						let label = context.dataset.label || '';
+
+						if (label) {
+							label += ': ';
+						}
+						if (context.parsed.y !== null) {
+							label += getToolTipValue(context.parsed.y.toString(), yAxisUnit);
+						}
+
+						return label;
+					},
+					labelTextColor(labelData: TooltipItem<'line'>): Color {
+						if (labelData.datasetIndex === nearestDatasetIndex.current) {
+							return 'rgba(255, 255, 255, 1)';
+						}
+
+						return 'rgba(255, 255, 255, 0.75)';
 					},
-				}
-			: {}),
-		title: {
-			display: title !== undefined,
-			text: title,
-		},
-		legend: {
-			display: false,
-		},
-		tooltip: {
-			callbacks: {
-				title(context): string | string[] {
-					const date = dayjs(context[0].parsed.x);
-					return date
-						.tz(timezone.value)
-						.format(DATE_TIME_FORMATS.MONTH_DATETIME_FULL_SECONDS);
 				},
-				label(context): string | string[] {
-					let label = context.dataset.label || '';
-
-					if (label) {
-						label += ': ';
-					}
-					if (context.parsed.y !== null) {
-						label += getToolTipValue(context.parsed.y.toString(), yAxisUnit);
-					}
-
-					return label;
-				},
-				labelTextColor(labelData): Color {
-					if (labelData.datasetIndex === nearestDatasetIndex.current) {
-						return 'rgba(255, 255, 255, 1)';
-					}
-
-					return 'rgba(255, 255, 255, 0.75)';
+				position: 'custom',
+				itemSort(item1: TooltipItem<'line'>, item2: TooltipItem<'line'>): number {
+					return item2.parsed.y - item1.parsed.y;
 				},
 			},
-			position: 'custom',
-			itemSort(item1, item2): number {
-				return item2.parsed.y - item1.parsed.y;
-			},
+			[dragSelectPluginId]: createDragSelectPluginOptions(
+				!!onDragSelect,
+				onDragSelect,
+				dragSelectColor,
+			),
+			[intersectionCursorPluginId]: createIntersectionCursorPluginOptions(
+				!!onDragSelect,
+				currentTheme === 'dark' ? 'white' : 'black',
+			),
 		},
-		[dragSelectPluginId]: createDragSelectPluginOptions(
-			!!onDragSelect,
-			onDragSelect,
-			dragSelectColor,
-		),
-		[intersectionCursorPluginId]: createIntersectionCursorPluginOptions(
-			!!onDragSelect,
-			currentTheme === 'dark' ? 'white' : 'black',
-		),
-	},
-	layout: {
-		padding: 0,
-	},
-	scales: {
-		x: {
-			stacked: isStacked,
-			offset: false,
-			grid: {
+		layout: {
+			padding: 0,
+		},
+		scales: {
+			x: {
+				stacked: isStacked,
+				offset: false,
+				grid: {
+					display: true,
+					color: getGridColor(),
+					drawTicks: true,
+				},
+				adapters: {
+					date: chartjsAdapter,
+				},
+				time: {
+					unit: xAxisTimeUnit?.unitName || 'minute',
+					stepSize: xAxisTimeUnit?.stepSize || 1,
+					displayFormats: {
+						millisecond: DATE_TIME_FORMATS.TIME_SECONDS,
+						second: DATE_TIME_FORMATS.TIME_SECONDS,
+						minute: DATE_TIME_FORMATS.TIME,
+						hour: DATE_TIME_FORMATS.SLASH_SHORT,
+						day: DATE_TIME_FORMATS.DATE_SHORT,
+						week: DATE_TIME_FORMATS.DATE_SHORT,
+						month: DATE_TIME_FORMATS.YEAR_MONTH,
+						year: DATE_TIME_FORMATS.YEAR_SHORT,
+					},
+				},
+				type: 'time',
+				ticks: { color: getAxisLabelColor(currentTheme) },
+				...(minTime && {
+					min: dayjs(minTime).tz(timezone.value).format(),
+				}),
+				...(maxTime && {
+					max: dayjs(maxTime).tz(timezone.value).format(),
+				}),
+			},
+			y: {
+				stacked: isStacked,
 				display: true,
-				color: getGridColor(),
-				drawTicks: true,
-			},
-			adapters: {
-				date: chartjsAdapter,
-			},
-			time: {
-				unit: xAxisTimeUnit?.unitName || 'minute',
-				stepSize: xAxisTimeUnit?.stepSize || 1,
-				displayFormats: {
-					millisecond: DATE_TIME_FORMATS.TIME_SECONDS,
-					second: DATE_TIME_FORMATS.TIME_SECONDS,
-					minute: DATE_TIME_FORMATS.TIME,
-					hour: DATE_TIME_FORMATS.SLASH_SHORT,
-					day: DATE_TIME_FORMATS.DATE_SHORT,
-					week: DATE_TIME_FORMATS.DATE_SHORT,
-					month: DATE_TIME_FORMATS.YEAR_MONTH,
-					year: DATE_TIME_FORMATS.YEAR_SHORT,
+				grid: {
+					display: true,
+					color: getGridColor(),
 				},
-			},
-			type: 'time',
-			ticks: { color: getAxisLabelColor(currentTheme) },
-			...(minTime && {
-				min: dayjs(minTime).tz(timezone.value).format(),
-			}),
-			...(maxTime && {
-				max: dayjs(maxTime).tz(timezone.value).format(),
-			}),
-		},
-		y: {
-			stacked: isStacked,
-			display: true,
-			grid: {
-				display: true,
-				color: getGridColor(),
-			},
-			ticks: {
-				color: getAxisLabelColor(currentTheme),
-				// Include a dollar sign in the ticks
-				callback(value): string {
-					return getYAxisFormattedValue(value.toString(), yAxisUnit);
+				ticks: {
+					color: getAxisLabelColor(currentTheme),
+					// Include a dollar sign in the ticks
+					callback(value: number | string): string {
+						return getYAxisFormattedValue(value.toString(), yAxisUnit);
+					},
 				},
 			},
 		},
-	},
-	elements: {
-		line: {
-			tension: 0,
-			cubicInterpolationMode: 'monotone',
-		},
-		point: {
-			hoverBackgroundColor: (ctx: any): string => {
-				if (ctx?.element?.options?.borderColor) {
-					return ctx.element.options.borderColor;
-				}
-				return 'rgba(0,0,0,0.1)';
+		elements: {
+			line: {
+				tension: 0,
+				cubicInterpolationMode: 'monotone',
 			},
-			hoverRadius: 5,
-		},
-	},
-	onClick: (event, element, chart): void => {
-		if (onClickHandler) {
-			onClickHandler(event, element, chart, data);
-		}
-	},
-	onHover: (event, _, chart): void => {
-		if (event.native) {
-			const interactions = chart.getElementsAtEventForMode(
-				event.native,
-				'nearest',
-				{
-					intersect: false,
+			point: {
+				hoverBackgroundColor: (ctx: any): string => {
+					if (ctx?.element?.options?.borderColor) {
+						return ctx.element.options.borderColor;
+					}
+					return 'rgba(0,0,0,0.1)';
 				},
-				true,
-			);
-
-			if (interactions[0]) {
-				nearestDatasetIndex.current = interactions[0].datasetIndex;
+				hoverRadius: 5,
+			},
+		},
+		onClick: (
+			event: ChartEvent,
+			element: ActiveElement[],
+			chart: Chart,
+		): void => {
+			if (onClickHandler) {
+				onClickHandler(event, element, chart, data);
 			}
-		}
-	},
-});
+		},
+		onHover: (event: ChartEvent, _: ActiveElement[], chart: Chart): void => {
+			if (event.native) {
+				const interactions = chart.getElementsAtEventForMode(
+					event.native,
+					'nearest',
+					{
+						intersect: false,
+					},
+					true,
+				);
+
+				if (interactions[0]) {
+					nearestDatasetIndex.current = interactions[0].datasetIndex;
+				}
+			}
+		},
+	}) as CustomChartOptions;
 
 declare module 'chart.js' {
 	interface TooltipPositionerMap {

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

@@ -167,6 +167,7 @@ describe('InviteMembers - Submission', () => {
 							success: false,
 						}),
 					]),
+					expect.any(Array),
 				);
 			});
 		});
@@ -243,6 +244,7 @@ describe('InviteMembers - Submission', () => {
 						error: 'User already exists',
 					}),
 				]),
+				expect.any(Array),
 			);
 
 			await expect(

frontend/src/components/InviteMembers/types.ts

@@ -22,9 +22,9 @@ export interface FooterRenderProps {
 
 export interface UseInviteMembersOptions {
 	initialRowCount?: number;
-	onSuccess?: () => void;
-	onPartialSuccess?: (results: InviteResult[]) => void;
-	onAllFailed?: (results: InviteResult[]) => void;
+	onSuccess?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
+	onPartialSuccess?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
+	onAllFailed?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
 }
 
 export interface UseInviteMembersReturn {
@@ -56,9 +56,9 @@ export interface InviteMembersProps {
 	showHeader?: boolean;
 	showAddButton?: boolean;
 
-	onSuccess?: () => void;
-	onPartialSuccess?: (results: InviteResult[]) => void;
-	onAllFailed?: (results: InviteResult[]) => void;
+	onSuccess?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
+	onPartialSuccess?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
+	onAllFailed?: (results: InviteResult[], rows: InviteMemberRow[]) => void;
 
 	renderFooter?: (props: FooterRenderProps) => ReactNode;
 }

frontend/src/components/InviteMembers/useInviteMembers.ts

@@ -207,11 +207,11 @@ export function useInviteMembers(
 		const successes = results.filter((r) => r.success);
 
 		if (failures.length === 0) {
-			onSuccess?.();
+			onSuccess?.(results, touched);
 		} else if (successes.length > 0) {
-			onPartialSuccess?.(results);
+			onPartialSuccess?.(results, touched);
 		} else {
-			onAllFailed?.(results);
+			onAllFailed?.(results, touched);
 		}
 
 		return results;

frontend/src/components/InviteMembersModal/InviteMembersModal.styles.scss

@@ -1,254 +0,0 @@
-.invite-members-modal {
-	max-width: 700px;
-	background: var(--popover);
-	border: 1px solid var(--secondary);
-	border-radius: 4px;
-	box-shadow: 0 4px 9px 0 rgba(0, 0, 0, 0.04);
-
-	[data-slot='dialog-header'] {
-		padding: var(--padding-4);
-		border-bottom: 1px solid var(--secondary);
-		flex-shrink: 0;
-		background: transparent;
-		margin: 0;
-	}
-
-	[data-slot='dialog-title'] {
-		font-family: Inter, sans-serif;
-		font-size: var(--label-base-400-font-size);
-		font-weight: var(--label-base-400-font-weight);
-		line-height: var(--label-base-400-line-height);
-		letter-spacing: -0.065px;
-		color: var(--l1-foreground);
-		margin: 0;
-	}
-
-	[data-slot='dialog-description'] {
-		padding: 0;
-
-		.invite-members-modal__content {
-			display: flex;
-			flex-direction: column;
-			gap: var(--spacing-8);
-			padding: var(--padding-4);
-		}
-	}
-}
-
-.invite-members-modal__table {
-	display: flex;
-	flex-direction: column;
-	gap: var(--spacing-4);
-	width: 100%;
-}
-
-.invite-members-modal__table-header {
-	display: flex;
-	align-items: center;
-	gap: var(--spacing-8);
-	width: 100%;
-
-	.email-header {
-		flex: 0 0 240px;
-	}
-
-	.role-header {
-		flex: 1 0 0;
-		min-width: 0;
-	}
-
-	.action-header {
-		flex: 0 0 32px;
-	}
-
-	.table-header-cell {
-		font-family: Inter, sans-serif;
-		font-size: var(--paragraph-base-400-font-size);
-		font-weight: var(--paragraph-base-400-font-weight);
-		line-height: var(--paragraph-base-400-line-height);
-		letter-spacing: -0.07px;
-		color: var(--foreground);
-	}
-}
-
-.invite-members-modal__container {
-	display: flex;
-	flex-direction: column;
-	gap: var(--spacing-8);
-	width: 100%;
-}
-
-.team-member-row {
-	display: flex;
-	align-items: flex-start;
-	gap: var(--spacing-8);
-	width: 100%;
-
-	> .email-cell {
-		flex: 0 0 240px;
-	}
-
-	> .role-cell {
-		flex: 1 0 0;
-		min-width: 0;
-	}
-
-	> .action-cell {
-		flex: 0 0 32px;
-	}
-}
-
-.team-member-cell {
-	display: flex;
-	flex-direction: column;
-	gap: var(--spacing-2);
-
-	&.action-cell {
-		display: flex;
-		align-items: center;
-		justify-content: center;
-		height: 32px;
-	}
-}
-
-.team-member-email-input {
-	width: 100%;
-	height: 32px;
-	color: var(--l1-foreground);
-	background-color: var(--l2-background);
-	border-color: var(--l1-border);
-	font-size: var(--paragraph-base-400-font-size);
-
-	&::placeholder {
-		color: var(--l3-foreground);
-	}
-
-	&:focus {
-		border-color: var(--primary);
-		box-shadow: none;
-	}
-}
-.team-member-role-select {
-	width: 100%;
-
-	.ant-select-selector {
-		height: 32px;
-		border-radius: 2px;
-		background-color: var(--l2-background) !important;
-		border: 1px solid var(--border) !important;
-		padding: 0 var(--padding-2) !important;
-
-		.ant-select-selection-placeholder {
-			color: var(--l3-foreground);
-			opacity: 0.4;
-			font-size: var(--paragraph-base-400-font-size);
-			letter-spacing: -0.07px;
-			line-height: 32px;
-		}
-
-		.ant-select-selection-item {
-			font-size: var(--paragraph-base-400-font-size);
-			letter-spacing: -0.07px;
-			color: var(--l1-foreground);
-			line-height: 32px;
-		}
-	}
-
-	.ant-select-arrow {
-		color: var(--foreground);
-	}
-
-	&.ant-select-focused .ant-select-selector,
-	&:not(.ant-select-disabled):hover .ant-select-selector {
-		border-color: var(--primary);
-	}
-}
-
-.remove-team-member-button {
-	display: flex;
-	align-items: center;
-	justify-content: center;
-	width: 32px;
-	height: 32px;
-	min-width: 32px;
-	border: none;
-	border-radius: 2px;
-	background: transparent;
-	color: var(--destructive);
-	opacity: 0.6;
-	padding: 0;
-	transition:
-		background-color 0.2s,
-		opacity 0.2s;
-	box-shadow: none;
-
-	&:hover {
-		background: color-mix(in srgb, var(--danger-background) 10%, transparent);
-		opacity: 0.9;
-	}
-}
-
-.email-error-message {
-	display: block;
-	font-family: Inter, sans-serif;
-	font-size: var(--font-size-xs);
-	font-weight: var(--font-weight-normal);
-	line-height: var(--line-height-18);
-	color: var(--destructive);
-}
-
-.invite-team-members-error-callout {
-	background: color-mix(in srgb, var(--danger-background) 10%, transparent);
-	border: 1px solid color-mix(in srgb, var(--danger-background) 20%, transparent);
-	border-radius: 4px;
-	animation: horizontal-shaking 300ms ease-out;
-}
-
-.invite-members-modal__error-callout {
-	display: flex;
-}
-
-@keyframes horizontal-shaking {
-	0% {
-		transform: translateX(0);
-	}
-	25% {
-		transform: translateX(5px);
-	}
-	50% {
-		transform: translateX(-5px);
-	}
-	75% {
-		transform: translateX(5px);
-	}
-	100% {
-		transform: translateX(0);
-	}
-}
-
-.invite-members-modal__footer {
-	display: flex;
-	flex-direction: row;
-	align-items: center;
-	justify-content: space-between;
-	padding: 0 var(--padding-4);
-	height: 56px;
-	min-height: 56px;
-	border-top: 1px solid var(--secondary);
-	gap: 0;
-	flex-shrink: 0;
-}
-
-.invite-members-modal__footer-right {
-	display: flex;
-	align-items: center;
-	gap: var(--spacing-6);
-}
-
-.add-another-member-button {
-	&:hover {
-		border-color: var(--primary);
-		border-style: dashed;
-		color: var(--l1-foreground);
-	}
-}

frontend/src/components/InviteMembersModal/InviteMembersModal.tsx

@@ -1,337 +0,0 @@
-import { useCallback, useEffect, useMemo, useState } from 'react';
-import { Style } from '@signozhq/design-tokens';
-import { ChevronDown, Plus, Trash2, X } from '@signozhq/icons';
-import { Button } from '@signozhq/ui/button';
-import { Callout } from '@signozhq/ui/callout';
-import { DialogFooter, DialogWrapper } from '@signozhq/ui/dialog';
-import { Input } from '@signozhq/ui/input';
-import { toast } from '@signozhq/ui/sonner';
-import { Select } from 'antd';
-import inviteUsers from 'api/v1/invite/bulk/create';
-import sendInvite from 'api/v1/invite/create';
-import { cloneDeep, debounce } from 'lodash-es';
-import { useErrorModal } from 'providers/ErrorModalProvider';
-import APIError from 'types/api/error';
-import { ROLES } from 'types/roles';
-import { EMAIL_REGEX } from 'utils/app';
-import { getBaseUrl } from 'utils/basePath';
-import { popupContainer } from 'utils/selectPopupContainer';
-import { v4 as uuid } from 'uuid';
-
-import './InviteMembersModal.styles.scss';
-
-interface InviteRow {
-	id: string;
-	email: string;
-	role: ROLES | '';
-}
-
-export interface InviteMembersModalProps {
-	open: boolean;
-	onClose: () => void;
-	onComplete?: () => void;
-}
-
-const EMPTY_ROW = (): InviteRow => ({ id: uuid(), email: '', role: '' });
-
-const isRowTouched = (row: InviteRow): boolean =>
-	row.email.trim() !== '' || Boolean(row.role && row.role.trim() !== '');
-
-function InviteMembersModal({
-	open,
-	onClose,
-	onComplete,
-}: InviteMembersModalProps): JSX.Element {
-	const { showErrorModal, isErrorModalVisible } = useErrorModal();
-
-	const [rows, setRows] = useState<InviteRow[]>(() => [
-		EMPTY_ROW(),
-		EMPTY_ROW(),
-		EMPTY_ROW(),
-	]);
-	const [isSubmitting, setIsSubmitting] = useState(false);
-	const [emailValidity, setEmailValidity] = useState<Record<string, boolean>>(
-		{},
-	);
-	const [hasInvalidEmails, setHasInvalidEmails] = useState<boolean>(false);
-	const [hasInvalidRoles, setHasInvalidRoles] = useState<boolean>(false);
-
-	const resetAndClose = useCallback((): void => {
-		setRows([EMPTY_ROW(), EMPTY_ROW(), EMPTY_ROW()]);
-		setEmailValidity({});
-		setHasInvalidEmails(false);
-		setHasInvalidRoles(false);
-		onClose();
-	}, [onClose]);
-
-	useEffect(() => {
-		if (open) {
-			setRows([EMPTY_ROW(), EMPTY_ROW(), EMPTY_ROW()]);
-		}
-	}, [open]);
-
-	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 validateAllUsers = useCallback((): boolean => {
-		let isValid = true;
-		let hasEmailErrors = false;
-		let hasRoleErrors = false;
-
-		const updatedEmailValidity: Record<string, boolean> = {};
-
-		const touchedRows = rows.filter(isRowTouched);
-
-		touchedRows.forEach((row) => {
-			const emailValid = EMAIL_REGEX.test(row.email);
-			const roleValid = Boolean(row.role && row.role.trim() !== '');
-
-			if (!emailValid || !row.email) {
-				isValid = false;
-				hasEmailErrors = true;
-			}
-			if (!roleValid) {
-				isValid = false;
-				hasRoleErrors = true;
-			}
-
-			if (row.id) {
-				updatedEmailValidity[row.id] = emailValid;
-			}
-		});
-
-		setEmailValidity(updatedEmailValidity);
-		setHasInvalidEmails(hasEmailErrors);
-		setHasInvalidRoles(hasRoleErrors);
-
-		return isValid;
-	}, [rows]);
-
-	const debouncedValidateEmail = useMemo(
-		() =>
-			debounce((email: string, rowId: string) => {
-				const isValid = EMAIL_REGEX.test(email);
-				setEmailValidity((prev) => ({ ...prev, [rowId]: isValid }));
-			}, 500),
-		[],
-	);
-
-	useEffect(() => {
-		if (!open) {
-			debouncedValidateEmail.cancel();
-		}
-		return (): void => {
-			debouncedValidateEmail.cancel();
-		};
-	}, [open, debouncedValidateEmail]);
-
-	const updateEmail = (id: string, email: string): void => {
-		const updatedRows = cloneDeep(rows);
-		const rowToUpdate = updatedRows.find((r) => r.id === id);
-		if (rowToUpdate) {
-			rowToUpdate.email = email;
-			setRows(updatedRows);
-
-			if (hasInvalidEmails) {
-				setHasInvalidEmails(false);
-			}
-			if (emailValidity[id] === false) {
-				setEmailValidity((prev) => ({ ...prev, [id]: true }));
-			}
-
-			debouncedValidateEmail(email, id);
-		}
-	};
-
-	const updateRole = (id: string, role: ROLES): void => {
-		const updatedRows = cloneDeep(rows);
-		const rowToUpdate = updatedRows.find((r) => r.id === id);
-		if (rowToUpdate) {
-			rowToUpdate.role = role;
-			setRows(updatedRows);
-
-			if (hasInvalidRoles) {
-				setHasInvalidRoles(false);
-			}
-		}
-	};
-
-	const addRow = (): void => {
-		setRows((prev) => [...prev, EMPTY_ROW()]);
-	};
-
-	const removeRow = (id: string): void => {
-		setRows((prev) => prev.filter((r) => r.id !== id));
-	};
-
-	const handleSubmit = useCallback(async (): Promise<void> => {
-		if (!validateAllUsers()) {
-			return;
-		}
-
-		const touchedRows = rows.filter(isRowTouched);
-		if (touchedRows.length === 0) {
-			return;
-		}
-
-		setIsSubmitting(true);
-		try {
-			if (touchedRows.length === 1) {
-				const row = touchedRows[0];
-				await sendInvite({
-					email: row.email.trim(),
-					name: '',
-					role: row.role as ROLES,
-					frontendBaseUrl: getBaseUrl(),
-				});
-			} else {
-				await inviteUsers({
-					invites: touchedRows.map((row) => ({
-						email: row.email.trim(),
-						name: '',
-						role: row.role,
-						frontendBaseUrl: getBaseUrl(),
-					})),
-				});
-			}
-			toast.success('Invites sent successfully', { position: 'top-right' });
-			resetAndClose();
-			onComplete?.();
-		} catch (err) {
-			showErrorModal(err as APIError);
-		} finally {
-			setIsSubmitting(false);
-		}
-	}, [validateAllUsers, rows, resetAndClose, onComplete, showErrorModal]);
-
-	const touchedRows = rows.filter(isRowTouched);
-	const isSubmitDisabled = isSubmitting || touchedRows.length === 0;
-
-	return (
-		<DialogWrapper
-			title="Invite Team Members"
-			open={open}
-			onOpenChange={(isOpen): void => {
-				if (!isOpen) {
-					resetAndClose();
-				}
-			}}
-			showCloseButton
-			width="wide"
-			className="invite-members-modal"
-			disableOutsideClick={isErrorModalVisible}
-		>
-			<div className="invite-members-modal__content">
-				<div className="invite-members-modal__table">
-					<div className="invite-members-modal__table-header">
-						<div className="table-header-cell email-header">Email address</div>
-						<div className="table-header-cell role-header">Roles</div>
-						<div className="table-header-cell action-header" />
-					</div>
-					<div className="invite-members-modal__container">
-						{rows.map(
-							(row): JSX.Element => (
-								<div key={row.id} className="team-member-row">
-									<div className="team-member-cell email-cell">
-										<Input
-											type="email"
-											placeholder="john@signoz.io"
-											value={row.email}
-											onChange={(e): void => updateEmail(row.id, e.target.value)}
-											className="team-member-email-input"
-											name={`invite-email-${row.id}`}
-											autoComplete="email"
-										/>
-										{emailValidity[row.id] === false && row.email.trim() !== '' && (
-											<span className="email-error-message">Invalid email address</span>
-										)}
-									</div>
-									<div className="team-member-cell role-cell">
-										<Select
-											value={row.role || undefined}
-											onChange={(role): void => updateRole(row.id, role as ROLES)}
-											className="team-member-role-select"
-											placeholder="Select roles"
-											suffixIcon={<ChevronDown size={14} />}
-											getPopupContainer={popupContainer}
-										>
-											<Select.Option value="VIEWER">Viewer</Select.Option>
-											<Select.Option value="EDITOR">Editor</Select.Option>
-											<Select.Option value="ADMIN">Admin</Select.Option>
-										</Select>
-									</div>
-									<div className="team-member-cell action-cell">
-										{rows.length > 1 && (
-											<Button
-												variant="ghost"
-												color="destructive"
-												onClick={(): void => removeRow(row.id)}
-												aria-label="Remove row"
-											>
-												<Trash2 size={12} />
-											</Button>
-										)}
-									</div>
-								</div>
-							),
-						)}
-					</div>
-				</div>
-
-				{(hasInvalidEmails || hasInvalidRoles) && (
-					<div className="invite-members-modal__error-callout">
-						<Callout
-							type="error"
-							size="small"
-							showIcon
-							title={getValidationErrorMessage()}
-						/>
-					</div>
-				)}
-			</div>
-
-			<DialogFooter className="invite-members-modal__footer">
-				<Button
-					variant="dashed"
-					color="secondary"
-					className="add-another-member-button"
-					prefix={<Plus size={12} color={Style.L1_FOREGROUND} />}
-					onClick={addRow}
-				>
-					Add another
-				</Button>
-
-				<div className="invite-members-modal__footer-right">
-					<Button
-						type="button"
-						variant="solid"
-						color="secondary"
-						onClick={resetAndClose}
-					>
-						<X size={12} />
-						Cancel
-					</Button>
-
-					<Button
-						variant="solid"
-						color="primary"
-						onClick={handleSubmit}
-						disabled={isSubmitDisabled}
-						loading={isSubmitting}
-					>
-						{isSubmitting ? 'Inviting...' : 'Invite Team Members'}
-					</Button>
-				</div>
-			</DialogFooter>
-		</DialogWrapper>
-	);
-}
-
-export default InviteMembersModal;

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

@@ -1,276 +0,0 @@
-import inviteUsers from 'api/v1/invite/bulk/create';
-import sendInvite from 'api/v1/invite/create';
-import { StatusCodes } from 'http-status-codes';
-import { render, screen, userEvent, waitFor } from 'tests/test-utils';
-import APIError from 'types/api/error';
-
-import InviteMembersModal from '../InviteMembersModal';
-
-const makeApiError = (message: string, code = StatusCodes.CONFLICT): APIError =>
-	new APIError({
-		httpStatusCode: code,
-		error: { code: 'already_exists', message, url: '', errors: [] },
-	});
-
-jest.mock('api/v1/invite/create');
-jest.mock('api/v1/invite/bulk/create');
-jest.mock('@signozhq/ui/sonner', () => ({
-	...jest.requireActual('@signozhq/ui/sonner'),
-	toast: {
-		success: jest.fn(),
-		error: jest.fn(),
-	},
-}));
-
-const showErrorModal = jest.fn();
-jest.mock('providers/ErrorModalProvider', () => ({
-	__esModule: true,
-	...jest.requireActual('providers/ErrorModalProvider'),
-	useErrorModal: jest.fn(() => ({
-		showErrorModal,
-		isErrorModalVisible: false,
-	})),
-}));
-
-const mockSendInvite = jest.mocked(sendInvite);
-const mockInviteUsers = jest.mocked(inviteUsers);
-
-const defaultProps = {
-	open: true,
-	onClose: jest.fn(),
-	onComplete: jest.fn(),
-};
-
-describe('InviteMembersModal', () => {
-	beforeEach(() => {
-		jest.clearAllMocks();
-		showErrorModal.mockClear();
-		mockSendInvite.mockResolvedValue({
-			httpStatusCode: 200,
-			data: { data: 'test', status: 'success' },
-		});
-		mockInviteUsers.mockResolvedValue({ httpStatusCode: 200, data: null });
-	});
-
-	it('renders 3 initial empty rows and disables the submit button', () => {
-		render(<InviteMembersModal {...defaultProps} />);
-
-		const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
-		expect(emailInputs).toHaveLength(3);
-
-		expect(
-			screen.getByRole('button', { name: /invite team members/i }),
-		).toBeDisabled();
-	});
-
-	it('adds a row when "Add another" is clicked and removes a row via trash button', async () => {
-		const user = userEvent.setup({ pointerEventsCheck: 0 });
-
-		render(<InviteMembersModal {...defaultProps} />);
-
-		await user.click(screen.getByRole('button', { name: /add another/i }));
-		expect(screen.getAllByPlaceholderText('john@signoz.io')).toHaveLength(4);
-
-		const removeButtons = screen.getAllByRole('button', { name: /remove row/i });
-		await user.click(removeButtons[0]);
-		expect(screen.getAllByPlaceholderText('john@signoz.io')).toHaveLength(3);
-	});
-
-	describe('validation callout messages', () => {
-		it('shows combined message when email is invalid and role is missing', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			await user.type(
-				screen.getAllByPlaceholderText('john@signoz.io')[0],
-				'not-an-email',
-			);
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await expect(
-				screen.findByText(
-					'Please enter valid emails and select roles for team members',
-				),
-			).resolves.toBeInTheDocument();
-		});
-
-		it('shows email-only message when email is invalid but role is selected', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
-			await user.type(emailInputs[0], 'not-an-email');
-
-			await user.click(screen.getAllByText('Select roles')[0]);
-			await user.click(await screen.findByText('Viewer'));
-
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await expect(
-				screen.findByText('Please enter valid emails for team members'),
-			).resolves.toBeInTheDocument();
-		});
-
-		it('shows role-only message when email is valid but role is missing', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			await user.type(
-				screen.getAllByPlaceholderText('john@signoz.io')[0],
-				'valid@signoz.io',
-			);
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await expect(
-				screen.findByText('Please select roles for team members'),
-			).resolves.toBeInTheDocument();
-		});
-	});
-
-	it('uses sendInvite (single) when only one row is filled', async () => {
-		const user = userEvent.setup({ pointerEventsCheck: 0 });
-		const onComplete = jest.fn();
-
-		render(<InviteMembersModal {...defaultProps} onComplete={onComplete} />);
-
-		const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
-		await user.type(emailInputs[0], 'single@signoz.io');
-
-		const roleSelects = screen.getAllByText('Select roles');
-		await user.click(roleSelects[0]);
-		await user.click(await screen.findByText('Viewer'));
-
-		await user.click(
-			screen.getByRole('button', { name: /invite team members/i }),
-		);
-
-		await waitFor(() => {
-			expect(mockSendInvite).toHaveBeenCalledWith(
-				expect.objectContaining({ email: 'single@signoz.io', role: 'VIEWER' }),
-			);
-			expect(mockInviteUsers).not.toHaveBeenCalled();
-			expect(onComplete).toHaveBeenCalled();
-		});
-	});
-
-	describe('error handling', () => {
-		it('shows BE message on single invite 409', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-			const error = makeApiError(
-				'An invite already exists for this email: single@signoz.io',
-			);
-			mockSendInvite.mockRejectedValue(error);
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			await user.type(
-				screen.getAllByPlaceholderText('john@signoz.io')[0],
-				'single@signoz.io',
-			);
-			await user.click(screen.getAllByText('Select roles')[0]);
-			await user.click(await screen.findByText('Viewer'));
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await waitFor(() => {
-				expect(showErrorModal).toHaveBeenCalledWith(error);
-			});
-		});
-
-		it('shows BE message on bulk invite 409', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-			const error = makeApiError(
-				'An invite already exists for this email: alice@signoz.io',
-			);
-			mockInviteUsers.mockRejectedValue(error);
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
-			await user.type(emailInputs[0], 'alice@signoz.io');
-			await user.click(screen.getAllByText('Select roles')[0]);
-			await user.click(await screen.findByText('Viewer'));
-
-			await user.type(emailInputs[1], 'bob@signoz.io');
-			await user.click(screen.getAllByText('Select roles')[0]);
-			const editorOptions = await screen.findAllByText('Editor');
-			await user.click(editorOptions[editorOptions.length - 1]);
-
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await waitFor(() => {
-				expect(showErrorModal).toHaveBeenCalledWith(error);
-			});
-		});
-
-		it('shows BE message on generic error', async () => {
-			const user = userEvent.setup({ pointerEventsCheck: 0 });
-			const error = makeApiError(
-				'Internal server error',
-				StatusCodes.INTERNAL_SERVER_ERROR,
-			);
-			mockSendInvite.mockRejectedValue(error);
-
-			render(<InviteMembersModal {...defaultProps} />);
-
-			await user.type(
-				screen.getAllByPlaceholderText('john@signoz.io')[0],
-				'single@signoz.io',
-			);
-			await user.click(screen.getAllByText('Select roles')[0]);
-			await user.click(await screen.findByText('Viewer'));
-			await user.click(
-				screen.getByRole('button', { name: /invite team members/i }),
-			);
-
-			await waitFor(() => {
-				expect(showErrorModal).toHaveBeenCalledWith(error);
-			});
-		});
-	});
-
-	it('uses inviteUsers (bulk) when multiple rows are filled', async () => {
-		const user = userEvent.setup({ pointerEventsCheck: 0 });
-		const onComplete = jest.fn();
-
-		render(<InviteMembersModal {...defaultProps} onComplete={onComplete} />);
-
-		const emailInputs = screen.getAllByPlaceholderText('john@signoz.io');
-
-		await user.type(emailInputs[0], 'alice@signoz.io');
-		await user.click(screen.getAllByText('Select roles')[0]);
-		await user.click(await screen.findByText('Viewer'));
-
-		await user.type(emailInputs[1], 'bob@signoz.io');
-		await user.click(screen.getAllByText('Select roles')[0]);
-		const editorOptions = await screen.findAllByText('Editor');
-		await user.click(editorOptions[editorOptions.length - 1]);
-
-		await user.click(
-			screen.getByRole('button', { name: /invite team members/i }),
-		);
-
-		await waitFor(() => {
-			expect(mockInviteUsers).toHaveBeenCalledWith({
-				invites: expect.arrayContaining([
-					expect.objectContaining({ email: 'alice@signoz.io', role: 'VIEWER' }),
-					expect.objectContaining({ email: 'bob@signoz.io', role: 'EDITOR' }),
-				]),
-			});
-			expect(mockSendInvite).not.toHaveBeenCalled();
-			expect(onComplete).toHaveBeenCalled();
-		});
-	});
-});

frontend/src/components/MembersTable/MembersTable.styles.scss

@@ -3,7 +3,6 @@
 	flex-direction: column;
 	flex: 1;
 	min-height: 0;
-	overflow: hidden;
 	border-radius: 4px;
 }
 

frontend/src/components/PermissionDeniedCallout/PermissionDeniedCallout.module.scss

@@ -2,3 +2,11 @@
 	box-sizing: border-box;
 	width: 100%;
 }
+
+.permission {
+	color: var(--l2-foreground);
+}
+
+.permissionCode {
+	font-family: monospace;
+}

frontend/src/components/PermissionDeniedCallout/PermissionDeniedCallout.test.tsx

@@ -5,9 +5,8 @@ describe('PermissionDeniedCallout', () => {
 	it('renders the permission name in the callout message', () => {
 		render(<PermissionDeniedCallout permissionName="serviceaccount:attach" />);
 
-		expect(screen.getByText(/You don't have/)).toBeInTheDocument();
+		expect(screen.getByText(/is not authorized/)).toBeInTheDocument();
 		expect(screen.getByText(/serviceaccount:attach/)).toBeInTheDocument();
-		expect(screen.getByText(/permission/)).toBeInTheDocument();
 	});
 
 	it('accepts an optional className', () => {

frontend/src/components/PermissionDeniedCallout/PermissionDeniedCallout.tsx

@@ -1,6 +1,8 @@
 import { Callout } from '@signozhq/ui/callout';
 import cx from 'classnames';
 import styles from './PermissionDeniedCallout.module.scss';
+import { useAppContext } from 'providers/App/App';
+import { Typography } from '@signozhq/ui/typography';
 
 interface PermissionDeniedCalloutProps {
 	permissionName: string;
@@ -11,6 +13,8 @@ function PermissionDeniedCallout({
 	permissionName,
 	className,
 }: PermissionDeniedCalloutProps): JSX.Element {
+	const { user } = useAppContext();
+
 	return (
 		<Callout
 			type="error"
@@ -18,7 +22,11 @@ function PermissionDeniedCallout({
 			size="small"
 			className={cx(styles.callout, className)}
 		>
-			{`You don't have ${permissionName} permission`}
+			<Typography.Text className={styles.permission}>
+				<code className={styles.permissionCode}>user/{user.id}</code> is not
+				authorized to perform{' '}
+				<code className={styles.permissionCode}>{permissionName}</code>
+			</Typography.Text>
 		</Callout>
 	);
 }

frontend/src/components/RolesSelect/RolesSelect.tsx

@@ -32,10 +32,13 @@ export function useRoles(): {
 	};
 }
 
-export function getRoleOptions(roles: AuthtypesRoleDTO[]): RoleOption[] {
+export function getRoleOptions(
+	roles: AuthtypesRoleDTO[],
+	valueField: 'id' | 'name',
+): RoleOption[] {
 	return roles.map((role) => ({
 		label: role.name ?? '',
-		value: role.id ?? '',
+		value: role[valueField] ?? '',
 	}));
 }
 
@@ -82,6 +85,7 @@ interface BaseProps {
 	error?: APIError;
 	onRefetch?: () => void;
 	disabled?: boolean;
+	valueField?: 'id' | 'name';
 }
 
 interface SingleProps extends BaseProps {
@@ -113,7 +117,7 @@ function RolesSelect(props: RolesSelectProps): JSX.Element {
 	});
 
 	const roles = externalRoles ?? data?.data ?? [];
-	const options = getRoleOptions(roles);
+	const options = getRoleOptions(roles, props.valueField || 'id');
 
 	const {
 		mode,

frontend/src/components/TagKeyValueInput/TagKeyValueInput.module.scss

@@ -0,0 +1,90 @@
+.container {
+	display: flex;
+	flex-direction: column;
+	gap: 4px;
+	width: 100%;
+}
+
+.field {
+	display: flex;
+	flex-wrap: wrap;
+	align-items: center;
+	gap: 6px;
+	padding: 6px 8px;
+	border-radius: 2px;
+	border: 1px solid var(--l2-border);
+}
+
+// Sienna chip — matches the dashboard list-row tag badge.
+.tag {
+	display: inline-flex;
+	align-items: center;
+	gap: 4px;
+	max-width: 240px;
+	height: 24px;
+	padding: 2px 4px 2px 8px;
+	border-radius: 50px;
+	border: 1px solid color-mix(in srgb, var(--bg-sienna-500) 20%, transparent);
+	background: color-mix(in srgb, var(--bg-sienna-500) 10%, transparent);
+	color: var(--bg-sienna-400);
+	font-size: 13px;
+	font-weight: var(--font-weight-normal);
+	line-height: 20px;
+	cursor: text;
+}
+
+.tagLabel {
+	--button-height: auto;
+	--button-padding: 0;
+	--button-gap: 0;
+	--button-variant-ghost-background-color: transparent;
+	--button-variant-ghost-hover-background-color: transparent;
+	--button-variant-ghost-color: inherit;
+	--button-variant-ghost-hover-color: inherit;
+	overflow: hidden;
+	max-width: 200px;
+	font-size: 13px;
+	font-weight: var(--font-weight-normal);
+	text-overflow: ellipsis;
+	white-space: nowrap;
+	cursor: text;
+}
+
+.remove {
+	// Size overrides to fit the chip, plus a sienna-tinted hover — the Button's
+	// default ghost hover is a grey that clashes with the chip. Resting color is
+	// left at the Button default.
+	--button-height: 16px;
+	--button-padding: 0;
+	--button-border-radius: 50%;
+	--button-variant-ghost-hover-background-color: color-mix(
+		in srgb,
+		var(--bg-sienna-500) 22%,
+		transparent
+	);
+	--button-variant-ghost-hover-color: var(--bg-sienna-400);
+	width: 16px;
+	min-width: 16px;
+	flex: none;
+}
+
+.input {
+	flex: 1;
+	min-width: 120px;
+	border: none;
+	background: transparent;
+
+	&::placeholder {
+		color: var(--l3-foreground);
+	}
+}
+
+.editInput {
+	width: 160px;
+	height: 24px;
+}
+
+.error {
+	color: var(--bg-cherry-500);
+	font-size: 12px;
+}

frontend/src/components/TagKeyValueInput/TagKeyValueInput.tsx

@@ -0,0 +1,164 @@
+import { type ChangeEvent, type KeyboardEvent, useState } from 'react';
+import { Button } from '@signozhq/ui/button';
+import { Input } from '@signozhq/ui/input';
+import { Typography } from '@signozhq/ui/typography';
+import { X } from '@signozhq/icons';
+import cx from 'classnames';
+
+import { parseKeyValueTag } from './utils';
+
+import styles from './TagKeyValueInput.module.scss';
+
+interface TagKeyValueInputProps {
+	// Tags as `key:value` strings.
+	tags: string[];
+	onTagsChange: (tags: string[]) => void;
+	placeholder?: string;
+	// Override the outer container styling per host (e.g. the create modal).
+	className?: string;
+	testId?: string;
+}
+
+// Strict key:value tag editor. A tag is committed only on Enter and only when
+// it parses to a valid `key:value` pair — bare values are rejected with an
+// inline error. Existing chips can be edited inline (double-click), and removed.
+function TagKeyValueInput({
+	tags,
+	onTagsChange,
+	placeholder = 'key:value',
+	className,
+	testId = 'tag-key-value-input',
+}: TagKeyValueInputProps): JSX.Element {
+	const [inputValue, setInputValue] = useState('');
+	const [error, setError] = useState('');
+	const [editIndex, setEditIndex] = useState(-1);
+	const [editValue, setEditValue] = useState('');
+
+	const removeTag = (tag: string): void => {
+		onTagsChange(tags.filter((t) => t !== tag));
+	};
+
+	const commit = (): void => {
+		const raw = inputValue.trim();
+		if (!raw) {
+			return;
+		}
+		const normalized = parseKeyValueTag(raw);
+		if (!normalized) {
+			setError('Tags must be in key:value format (both sides required).');
+			return;
+		}
+		if (tags.includes(normalized)) {
+			setError('This tag already exists.');
+			return;
+		}
+		onTagsChange([...tags, normalized]);
+		setInputValue('');
+		setError('');
+	};
+
+	const handleChange = (e: ChangeEvent<HTMLInputElement>): void => {
+		setInputValue(e.target.value);
+		if (error) {
+			setError('');
+		}
+	};
+
+	const handleKeyDown = (e: KeyboardEvent<HTMLInputElement>): void => {
+		if (e.key === 'Enter') {
+			e.preventDefault();
+			commit();
+		}
+	};
+
+	const startEdit = (index: number): void => {
+		setEditIndex(index);
+		setEditValue(tags[index]);
+		setError('');
+	};
+
+	const cancelEdit = (): void => {
+		setEditIndex(-1);
+		setEditValue('');
+	};
+
+	const commitEdit = (): void => {
+		const normalized = parseKeyValueTag(editValue);
+		// Drop into a no-op (revert) on invalid or duplicate edits rather than
+		// stranding the user in an un-exitable edit box.
+		if (normalized && !tags.some((t, i) => t === normalized && i !== editIndex)) {
+			onTagsChange(tags.map((t, i) => (i === editIndex ? normalized : t)));
+		}
+		cancelEdit();
+	};
+
+	const handleEditKeyDown = (e: KeyboardEvent<HTMLInputElement>): void => {
+		if (e.key === 'Enter') {
+			e.preventDefault();
+			commitEdit();
+		} else if (e.key === 'Escape') {
+			e.preventDefault();
+			cancelEdit();
+		}
+	};
+
+	return (
+		<div className={cx(styles.container, className)}>
+			<div className={styles.field}>
+				{tags.map((tag, index) =>
+					index === editIndex ? (
+						<Input
+							key={tag}
+							className={styles.editInput}
+							value={editValue}
+							autoFocus
+							testId={`${testId}-edit`}
+							onChange={(e: ChangeEvent<HTMLInputElement>): void =>
+								setEditValue(e.target.value)
+							}
+							onKeyDown={handleEditKeyDown}
+							onBlur={commitEdit}
+						/>
+					) : (
+						<div key={tag} className={styles.tag} data-testid={`${testId}-chip`}>
+							<Button
+								variant="ghost"
+								color="secondary"
+								className={styles.tagLabel}
+								title="Double-click to edit"
+								onDoubleClick={(): void => startEdit(index)}
+							>
+								{tag}
+							</Button>
+							<Button
+								variant="ghost"
+								color="secondary"
+								size="icon"
+								className={styles.remove}
+								aria-label={`Remove ${tag}`}
+								onClick={(): void => removeTag(tag)}
+							>
+								<X size={12} />
+							</Button>
+						</div>
+					),
+				)}
+				<Input
+					className={styles.input}
+					value={inputValue}
+					placeholder={placeholder}
+					testId={testId}
+					onChange={handleChange}
+					onKeyDown={handleKeyDown}
+				/>
+			</div>
+			{error && (
+				<Typography className={styles.error} data-testid={`${testId}-error`}>
+					{error}
+				</Typography>
+			)}
+		</div>
+	);
+}
+
+export default TagKeyValueInput;

frontend/src/components/TagKeyValueInput/utils.test.ts

@@ -0,0 +1,31 @@
+import { parseKeyValueTag } from './utils';
+
+describe('parseKeyValueTag', () => {
+	it('normalizes a valid key:value pair', () => {
+		expect(parseKeyValueTag('env:prod')).toBe('env:prod');
+	});
+
+	it('trims whitespace around key and value', () => {
+		expect(parseKeyValueTag('  env :  prod ')).toBe('env:prod');
+	});
+
+	it('keeps colons inside the value', () => {
+		expect(parseKeyValueTag('url:http://x')).toBe('url:http://x');
+	});
+
+	it('rejects a bare value with no colon', () => {
+		expect(parseKeyValueTag('prod')).toBeNull();
+	});
+
+	it('rejects an empty key', () => {
+		expect(parseKeyValueTag(':prod')).toBeNull();
+	});
+
+	it('rejects an empty value', () => {
+		expect(parseKeyValueTag('env:')).toBeNull();
+	});
+
+	it('rejects blank input', () => {
+		expect(parseKeyValueTag('   ')).toBeNull();
+	});
+});

frontend/src/components/TagKeyValueInput/utils.ts

@@ -0,0 +1,17 @@
+// Tags are strictly key:value. Parse a raw input into a normalized `key:value`
+// string, or null if it isn't a valid pair (both sides non-empty). The first
+// colon separates key from value, so values may themselves contain colons
+// (e.g. `url:http://x`).
+export function parseKeyValueTag(raw: string): string | null {
+	const trimmed = raw.trim();
+	const idx = trimmed.indexOf(':');
+	if (idx <= 0) {
+		return null;
+	}
+	const key = trimmed.slice(0, idx).trim();
+	const value = trimmed.slice(idx + 1).trim();
+	if (!key || !value) {
+		return null;
+	}
+	return `${key}:${value}`;
+}

frontend/src/components/YAxisUnitSelector/__tests__/formatter.test.tsx

@@ -680,6 +680,13 @@ describe('formatUniversalUnit', () => {
 	});
 
 	describe('Datetime', () => {
+		beforeAll(() => {
+			jest.useFakeTimers().setSystemTime(new Date('2026-01-01T00:00:00Z'));
+		});
+		afterAll(() => {
+			jest.useRealTimers();
+		});
+
 		it('formats datetime units', () => {
 			expect(formatUniversalUnit(900, UniversalYAxisUnit.DATETIME_FROM_NOW)).toBe(
 				'56 years ago',

frontend/src/components/createGuardedRoute/createGuardedRoute.authz.test.tsx

@@ -267,11 +267,10 @@ describe('createGuardedRoute', () => {
 		await waitFor(() => {
 			const heading = document.querySelector('h3');
 			expect(heading).toBeInTheDocument();
-			expect(heading?.textContent).toMatch(/permission to view/i);
+			expect(heading?.textContent).toMatch(/not authorized/i);
 		});
 
-		expect(screen.getByText('update')).toBeInTheDocument();
-		expect(screen.getByText('role:123')).toBeInTheDocument();
+		expect(screen.getByText(/update:role:123/)).toBeInTheDocument();
 		expect(
 			screen.queryByText('Test Component: test-value'),
 		).not.toBeInTheDocument();

frontend/src/components/createGuardedRoute/createGuardedRoute.tsx

@@ -5,7 +5,8 @@ import {
 	AuthZRelation,
 	BrandedPermission,
 } from 'hooks/useAuthZ/types';
-import { parsePermission } from 'hooks/useAuthZ/utils';
+import { formatPermission } from 'hooks/useAuthZ/utils';
+import { useAppContext } from 'providers/App/App';
 
 import noDataUrl from '@/assets/Icons/no-data.svg';
 
@@ -17,21 +18,16 @@ import './createGuardedRoute.styles.scss';
 function OnNoPermissionsFallback(response: {
 	requiredPermissionName: BrandedPermission;
 }): ReactElement {
-	const { relation, object } = parsePermission(response.requiredPermissionName);
+	const { user } = useAppContext();
 
 	return (
 		<div className="guard-authz-error-no-authz">
 			<div className="guard-authz-error-no-authz-content">
 				<img src={noDataUrl} alt="No permission" />
-				<h3>Uh-oh! You don’t have permission to view this page.</h3>
+				<h3>Uh-oh! You are not authorized</h3>
 				<p>
-					You need the following permission to view this page:
-					<br />
-					Relation: <span>{relation}</span>
-					<br />
-					Object: <span>{object}</span>
-					<br />
-					Please ask your SigNoz administrator to grant access.
+					<code>user/{user.id}</code> is not authorized to perform{' '}
+					<code>{formatPermission(response.requiredPermissionName)}</code>
 				</p>
 			</div>
 		</div>

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

@@ -1,7 +1,28 @@
+.filtersBar {
+	display: flex;
+	gap: var(--spacing-6);
+	align-items: center;
+	justify-content: space-between;
+}
+
+.filtersBarLeft {
+	display: flex;
+	gap: var(--spacing-6);
+	align-items: center;
+}
+
+.filtersBarSearch {
+	width: 280px;
+}
+
+.filtersBarSource {
+	width: 160px;
+}
+
 .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);
+	background: color-mix(in srgb, var(--accent-cherry) 8%, transparent);
+	color: var(--accent-cherry);
 	font-size: var(--periscope-font-size-base);
 }

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

@@ -1,52 +1,164 @@
 import { useMemo } from 'react';
+import { Button } from '@signozhq/ui/button';
+import { Input } from '@signozhq/ui/input';
+import { SelectSimple } from '@signozhq/ui/select';
+import { Typography } from '@signozhq/ui/typography';
+import { Plus, Search, X } from '@signozhq/icons';
 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 useComponentPermission from 'hooks/useComponentPermission';
+import useDebounce from 'hooks/useDebounce';
+import { parseAsString, parseAsStringEnum, useQueryState } from 'nuqs';
+import { useAppContext } from 'providers/App/App';
 
-import { LIMIT_KEY, PAGE_KEY, PAGE_SIZE } from '../constants';
-import styles from './ModelCostTabPanel.module.scss';
+import {
+	LIMIT_KEY,
+	PAGE_KEY,
+	PAGE_SIZE,
+	SEARCH_DEBOUNCE_MS,
+	SEARCH_KEY,
+	SOURCE_FILTER_OPTIONS,
+	SOURCE_FILTER_TO_IS_OVERRIDE,
+	SOURCE_KEY,
+	type SourceFilter,
+} from '../constants';
+import type { PricingRule } from '../types';
+import DeleteConfirmDialog from './components/DeleteConfirmDialog';
+import ModelCostDrawer, {
+	useModelCostDrawer,
+} from './components/ModelCostDrawer';
 import ModelCostsTable from './components/ModelCostsTable';
-import { type LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+import { useModelCostDelete } from './hooks/useModelCostDelete';
+import styles from './ModelCostTabPanel.module.scss';
 
+// "Model costs" tab: the priced-model listing, search + source filter, the add/
+// edit drawer, and pagination. Page and page size live in the URL (shareable/
+// reload-safe) and are owned by TanStackTable via enableQueryParams — this tab
+// reads them back through the same useTableParams hook so the two stay in lockstep.
 function ModelCostTabPanel(): JSX.Element {
-	const { page, limit } = useTableParams(
+	const { page, limit, setPage } = 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 [search, setSearch] = useQueryState(
+		SEARCH_KEY,
+		parseAsString.withDefault(''),
+	);
+	const debouncedSearch = useDebounce(search, SEARCH_DEBOUNCE_MS);
+
+	const [source, setSource] = useQueryState(
+		SOURCE_KEY,
+		parseAsStringEnum<SourceFilter>(
+			SOURCE_FILTER_OPTIONS.map((option) => option.value),
+		).withDefault('all'),
+	);
+
+	const handleSearchChange = (
+		event: React.ChangeEvent<HTMLInputElement>,
+	): void => {
+		void setSearch(event.target.value || null);
+		setPage(1);
+	};
+
+	const clearSearch = (): void => {
+		void setSearch(null);
+		setPage(1);
+	};
+
+	const handleSourceChange = (value: string | string[]): void => {
+		void setSource(value as SourceFilter);
+		setPage(1);
+	};
+
+	const isOverride = SOURCE_FILTER_TO_IS_OVERRIDE[source];
+
 	const listParams: ListLLMPricingRulesParams = {
 		offset: (page - 1) * limit,
 		limit,
+		...(debouncedSearch ? { q: debouncedSearch } : {}),
+		...(isOverride !== undefined ? { isOverride } : {}),
 	};
 
-	const { data, isLoading, isError } = useListLLMPricingRules(listParams);
+	const { data, isLoading, isError } = useListLLMPricingRules(listParams, {
+		query: {
+			enabled: search === debouncedSearch,
+		},
+	});
 
-	const rules: LlmpricingruletypesLLMPricingRuleDTO[] = useMemo(
-		() => data?.data?.items || [],
-		[data],
+	const { user } = useAppContext();
+	const [canManagePricing] = useComponentPermission(
+		['manage_llm_pricing'],
+		user.role,
 	);
+
+	const rules: PricingRule[] = useMemo(() => data?.data?.items || [], [data]);
 	const total = data?.data?.total ?? 0;
 
+	const drawer = useModelCostDrawer();
+	const deletion = useModelCostDelete();
+
 	return (
 		<>
+			<div className={styles.filtersBar}>
+				<div className={styles.filtersBarLeft}>
+					<Input
+						className={styles.filtersBarSearch}
+						placeholder="Search by model or provider"
+						value={search}
+						onChange={handleSearchChange}
+						prefix={<Search size={14} />}
+						suffix={
+							search ? (
+								<Button
+									variant="ghost"
+									color="secondary"
+									size="icon"
+									prefix={<X size={14} />}
+									onClick={clearSearch}
+									aria-label="Clear search"
+									testId="model-cost-search-clear"
+								/>
+							) : undefined
+						}
+						testId="model-cost-search"
+					/>
+					<SelectSimple
+						className={styles.filtersBarSource}
+						items={SOURCE_FILTER_OPTIONS}
+						value={source}
+						onChange={handleSourceChange}
+						testId="source-filter"
+					/>
+				</div>
+				{canManagePricing && (
+					<Button
+						variant="solid"
+						color="primary"
+						prefix={<Plus size={14} />}
+						onClick={(): void => drawer.openForAdd()}
+						testId="add-model-cost-btn"
+					>
+						Add model cost
+					</Button>
+				)}
+			</div>
+
 			{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}
+				selectedRuleId={drawer.selectedRuleId}
+				canManage={canManagePricing}
+				onEdit={drawer.openForEdit}
+				onDelete={deletion.requestDelete}
 			/>
 
 			<footer>
@@ -54,6 +166,29 @@ function ModelCostTabPanel(): JSX.Element {
 					All prices per 1M tokens (USD)
 				</Typography.Text>
 			</footer>
+
+			{drawer.isOpen && (
+				<ModelCostDrawer
+					isOpen={drawer.isOpen}
+					mode={drawer.mode}
+					initialDraft={drawer.initialDraft}
+					onClose={drawer.close}
+					onSave={drawer.save}
+					isSaving={drawer.isSaving}
+					saveError={drawer.saveError}
+					canManage={canManagePricing}
+				/>
+			)}
+
+			{deletion.pendingDelete && (
+				<DeleteConfirmDialog
+					open
+					modelName={deletion.pendingDelete.modelName}
+					isDeleting={deletion.isDeleting}
+					onConfirm={deletion.confirmDelete}
+					onCancel={deletion.cancelDelete}
+				/>
+			)}
 		</>
 	);
 }

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

@@ -0,0 +1,64 @@
+import { AlertDialog } from '@signozhq/ui/alert-dialog';
+import { Button } from '@signozhq/ui/button';
+import { Trash2, X } from '@signozhq/icons';
+
+interface DeleteConfirmDialogProps {
+	open: boolean;
+	modelName: string;
+	isDeleting: boolean;
+	onConfirm: () => void;
+	onCancel: () => void;
+}
+
+// Confirmation step before deleting a model cost — deletion is irreversible, so
+// the destructive action is gated behind an explicit confirm. AlertDialog blocks
+// outside-click dismissal and hides the close button to force an explicit choice.
+function DeleteConfirmDialog({
+	open,
+	modelName,
+	isDeleting,
+	onConfirm,
+	onCancel,
+}: DeleteConfirmDialogProps): JSX.Element {
+	return (
+		<AlertDialog
+			open={open}
+			onOpenChange={(isOpen): void => {
+				if (!isOpen) {
+					onCancel();
+				}
+			}}
+			width="narrow"
+			title="Delete Model Cost Data "
+			titleIcon={<Trash2 size={16} />}
+			footer={
+				<>
+					<Button
+						variant="solid"
+						color="secondary"
+						onClick={onCancel}
+						prefix={<X size={12} />}
+						testId="drawer-delete-cancel-btn"
+					>
+						Cancel
+					</Button>
+					<Button
+						variant="solid"
+						color="destructive"
+						loading={isDeleting}
+						onClick={onConfirm}
+						prefix={<Trash2 size={12} />}
+						testId="drawer-delete-confirm-btn"
+					>
+						Delete
+					</Button>
+				</>
+			}
+		>
+			Are you sure you want to delete <strong>{modelName}</strong>? Once deleted,
+			this action cannot be undone.
+		</AlertDialog>
+	);
+}
+
+export default DeleteConfirmDialog;

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

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

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

@@ -0,0 +1,58 @@
+.drawerSection {
+	composes: drawerSection from './shared.module.scss';
+}
+
+.fullWidth {
+	width: 100%;
+}
+
+.required {
+	composes: required from './shared.module.scss';
+}
+
+.modelCostDrawer {
+	// Uniform horizontal padding across header / body / footer. The header and
+	// footer read these dialog vars; the body (rendered in drawer-description)
+	// is set directly below.
+	--dialog-header-padding: var(--spacing-10) var(--spacing-12);
+	--dialog-footer-padding: var(--spacing-8) var(--spacing-12);
+
+	display: flex;
+	overflow-y: auto;
+
+	// The drawer body — children render inside [data-slot='drawer-description']
+	// (this is the @signozhq drawer, not antd, so .ant-drawer-body was a no-op).
+	[data-slot='drawer-description'] {
+		display: flex;
+		flex-direction: column;
+		gap: var(--spacing-12);
+		padding: var(--spacing-10) var(--spacing-12);
+	}
+
+	[data-slot='select-content'] {
+		width: var(--radix-select-trigger-width);
+	}
+}
+
+.title {
+	h3 {
+		margin: 0;
+		font-size: var(--periscope-font-size-medium);
+		font-weight: var(--font-weight-semibold);
+	}
+
+	p {
+		margin: var(--spacing-2) 0 0;
+		color: var(--l3-foreground);
+		font-size: 12px;
+	}
+}
+
+.footer {
+	display: flex;
+	align-items: center;
+	justify-content: space-between;
+	// Horizontal padding is provided by the drawer-footer slot var above.
+	padding: 0;
+	width: 100%;
+}

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

@@ -0,0 +1,238 @@
+import { Button } from '@signozhq/ui/button';
+import { DrawerWrapper } from '@signozhq/ui/drawer';
+import { Input } from '@signozhq/ui/input';
+import { SelectSimple } from '@signozhq/ui/select';
+import { Typography } from '@signozhq/ui/typography';
+import { Controller, useForm } from 'react-hook-form';
+
+import PatternEditor from './components/PatternEditor';
+import PricingFields from './components/PricingFields';
+import SourceSelector from './components/SourceSelector';
+import { PROVIDER_OPTIONS } from '../../../constants';
+import styles from './ModelCostDrawer.module.scss';
+import {
+	validateModelName,
+	validatePricing,
+	validateProvider,
+} from '../../../utils';
+import type { DrawerDraft, DrawerMode } from '../../../types';
+
+interface ModelCostDrawerProps {
+	isOpen: boolean;
+	mode: DrawerMode;
+	initialDraft: DrawerDraft;
+	onClose: () => void;
+	onSave: (draft: DrawerDraft) => void;
+	isSaving: boolean;
+	saveError: string | null;
+	canManage: boolean;
+}
+
+function ModelCostDrawer({
+	isOpen,
+	mode,
+	initialDraft,
+	onClose,
+	onSave,
+	isSaving,
+	saveError,
+	canManage,
+}: ModelCostDrawerProps): JSX.Element {
+	// Default mode validates on submit, then re-validates on change — so we don't
+	// flag empty fields before the user has tried to save, but errors clear live
+	// once they start fixing them.
+	const {
+		control,
+		handleSubmit,
+		watch,
+		formState: { isDirty },
+	} = useForm<DrawerDraft>({
+		defaultValues: initialDraft,
+	});
+
+	const isOverride = watch('isOverride');
+
+	// Metadata (model id / provider / patterns / source) is editable by any
+	// manager. Pricing fields are editable only once the user picks "User
+	// override" — auto-populated pricing is managed by SigNoz. Write APIs are
+	// Admin-only, so non-managers can't edit anything.
+	const metadataReadOnly = !canManage;
+	const pricingReadOnly = !canManage || !isOverride;
+
+	// Non-managers can only view (write APIs are Admin-only), so the drawer is a
+	// read-only "View" rather than "Edit"/"Add".
+	let drawerTitle = 'Add model cost';
+	if (!canManage) {
+		drawerTitle = 'View model cost';
+	} else if (mode === 'edit') {
+		drawerTitle = 'Edit model cost';
+	}
+
+	const footer = (
+		<div className={styles.footer}>
+			<Button
+				variant="outlined"
+				color="secondary"
+				onClick={onClose}
+				testId="drawer-cancel-btn"
+			>
+				{canManage ? 'Cancel' : 'Close'}
+			</Button>
+			{canManage && (
+				<Button
+					variant="solid"
+					color="primary"
+					onClick={handleSubmit(onSave)}
+					disabled={!isDirty}
+					loading={isSaving}
+					testId="drawer-save-btn"
+				>
+					Save
+				</Button>
+			)}
+		</div>
+	);
+
+	return (
+		<DrawerWrapper
+			open={isOpen}
+			onOpenChange={(open): void => {
+				if (!open) {
+					onClose();
+				}
+			}}
+			direction="right"
+			width="base"
+			className={styles.modelCostDrawer}
+			footer={footer}
+			title={drawerTitle}
+			drawerHeaderProps={{ className: styles.title }}
+		>
+			<div className={styles.drawerSection}>
+				<label htmlFor="billing-model-id">
+					Billing model ID{' '}
+					<span className={styles.required} aria-hidden="true">
+						*
+					</span>
+				</label>
+				<Controller
+					name="modelName"
+					control={control}
+					rules={{
+						validate: (value): true | string => validateModelName(value, mode),
+					}}
+					render={({ field, fieldState }): JSX.Element => (
+						<>
+							<Input
+								id="billing-model-id"
+								placeholder="e.g. openai:gpt-4o"
+								required
+								value={field.value}
+								disabled={mode === 'edit' || metadataReadOnly}
+								aria-invalid={!!fieldState.error}
+								onChange={(e): void => field.onChange(e.target.value)}
+								testId="drawer-model-id-input"
+							/>
+							{fieldState.error && (
+								<Typography.Text as="p" size="small" color="danger" role="alert">
+									{fieldState.error.message}
+								</Typography.Text>
+							)}
+						</>
+					)}
+				/>
+			</div>
+
+			<div className={styles.drawerSection}>
+				<label htmlFor="provider-select">Provider</label>
+				<Controller
+					name="provider"
+					control={control}
+					rules={{ validate: validateProvider }}
+					render={({ field, fieldState }): JSX.Element => (
+						<>
+							<SelectSimple
+								id="provider-select"
+								value={field.value}
+								onChange={(value): void => field.onChange(value as string)}
+								items={PROVIDER_OPTIONS}
+								disabled={mode === 'edit' || metadataReadOnly}
+								className={styles.fullWidth}
+								withPortal={false}
+								testId="drawer-provider-select"
+							/>
+							{fieldState.error && (
+								<Typography.Text size="small" color="danger" role="alert">
+									{fieldState.error.message}
+								</Typography.Text>
+							)}
+						</>
+					)}
+				/>
+			</div>
+
+			<Controller
+				name="patterns"
+				control={control}
+				render={({ field }): JSX.Element => (
+					<PatternEditor
+						patterns={field.value}
+						isReadOnly={metadataReadOnly}
+						onChange={field.onChange}
+					/>
+				)}
+			/>
+
+			{/* Source is auto vs. override — a choice only a manager can make, so
+			    there's nothing to show a read-only viewer. */}
+			{canManage && (
+				<Controller
+					name="isOverride"
+					control={control}
+					// Pricing requirements depend on this toggle, so re-validate pricing
+					// whenever the source changes (clears/sets the pricing error).
+					rules={{ deps: ['pricing'] }}
+					render={({ field }): JSX.Element => (
+						<SourceSelector
+							isOverride={field.value}
+							isReadOnly={metadataReadOnly}
+							disableAuto={mode === 'add' || !initialDraft.sourceId}
+							onChange={field.onChange}
+						/>
+					)}
+				/>
+			)}
+
+			<Controller
+				name="pricing"
+				control={control}
+				rules={{
+					validate: (value, values): true | string =>
+						validatePricing(value, values.isOverride),
+				}}
+				render={({ field, fieldState }): JSX.Element => (
+					<>
+						<PricingFields
+							pricing={field.value}
+							isReadOnly={pricingReadOnly}
+							onChange={(patch): void => field.onChange({ ...field.value, ...patch })}
+						/>
+						{fieldState.error && (
+							<Typography.Text as="p" size="small" color="danger" role="alert">
+								{fieldState.error.message}
+							</Typography.Text>
+						)}
+					</>
+				)}
+			/>
+
+			{saveError && (
+				<Typography.Text as="p" size="small" color="danger" role="alert">
+					{saveError}
+				</Typography.Text>
+			)}
+		</DrawerWrapper>
+	);
+}
+
+export default ModelCostDrawer;

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

@@ -0,0 +1,69 @@
+.drawerSection {
+	composes: drawerSection from '../../shared.module.scss';
+}
+
+.fullWidth {
+	width: 100%;
+}
+
+.pricingField {
+	composes: pricingField from '../../shared.module.scss';
+}
+
+.cacheModeField {
+	margin-top: var(--spacing-5);
+}
+
+.extraBucketsSection {
+	margin-top: var(--spacing-7);
+	gap: var(--spacing-5);
+}
+
+.extraBucketsSectionHead {
+	display: flex;
+	align-items: center;
+	justify-content: space-between;
+}
+
+.bucketRow {
+	display: flex;
+	align-items: center;
+	gap: var(--spacing-2);
+
+	input {
+		flex: 1 auto auto;
+		min-width: 0;
+	}
+}
+
+.bucketRowName {
+	flex: 0 0 110px;
+}
+
+.bucketAddBtn {
+	width: 100%;
+}
+
+.bucketPicker {
+	display: flex;
+	flex-direction: column;
+	align-items: flex-start;
+	gap: var(--spacing-5);
+	padding: var(--spacing-6);
+	border-radius: 6px;
+	background: var(--l2-background);
+	border: 1px solid var(--l2-border);
+}
+
+.bucketPickerTitle {
+	font-size: var(--periscope-font-size-small);
+	text-transform: uppercase;
+	letter-spacing: 0.04em;
+	color: var(--l3-foreground);
+}
+
+.bucketPickerChips {
+	display: flex;
+	flex-wrap: wrap;
+	gap: var(--spacing-4);
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/components/ExtraPricingBuckets/ExtraPricingBuckets.tsx

@@ -0,0 +1,179 @@
+import { useState } from 'react';
+import { Button } from '@signozhq/ui/button';
+import { Input } from '@signozhq/ui/input';
+import { SelectSimple } from '@signozhq/ui/select';
+import { Typography } from '@signozhq/ui/typography';
+import { Plus, Trash2 } from '@signozhq/icons';
+import { LlmpricingruletypesLLMPricingRuleCacheModeDTO as CacheModeDTO } from 'api/generated/services/sigNoz.schemas';
+import cx from 'classnames';
+
+import { CACHE_BUCKETS, CACHE_MODE_OPTIONS } from '../../../../../constants';
+import styles from './ExtraPricingBuckets.module.scss';
+import { parsePricingAmount } from '../../../../../utils';
+import type { CacheBucketKey, DrawerDraft } from '../../../../../types';
+import { Tooltip } from 'antd';
+
+type Pricing = DrawerDraft['pricing'];
+
+interface ExtraPricingBucketsProps {
+	pricing: Pricing;
+	isReadOnly: boolean;
+	onChange: (patch: Partial<Pricing>) => void;
+}
+
+function ExtraPricingBuckets({
+	pricing,
+	isReadOnly,
+	onChange,
+}: ExtraPricingBucketsProps): JSX.Element {
+	const [isExtraPricingBucketOpen, setIsExtraPricingBucketOpen] =
+		useState<boolean>(false);
+
+	// Track which buckets are shown separately from their value, so a freshly
+	// added bucket can start blank (value null) instead of being seeded to 0.
+	// Seeded from buckets that already carry a value (edit mode).
+	const [addedKeys, setAddedKeys] = useState<Set<CacheBucketKey>>(
+		() =>
+			new Set(
+				CACHE_BUCKETS.filter((b) => pricing[b.key] !== null).map((b) => b.key),
+			),
+	);
+
+	const addedBuckets = CACHE_BUCKETS.filter((b) => addedKeys.has(b.key));
+	const availableBuckets = CACHE_BUCKETS.filter((b) => !addedKeys.has(b.key));
+	const patchBucket = (key: CacheBucketKey, value: number | null): void => {
+		const patch: Partial<Pricing> = { [key]: value };
+		onChange(patch);
+	};
+
+	const addBucket = (key: CacheBucketKey): void => {
+		// Leave the value null so the field renders blank until the user types.
+		setAddedKeys((prev) => new Set(prev).add(key));
+		// Close the picker once nothing is left to add.
+		if (availableBuckets.length <= 1) {
+			setIsExtraPricingBucketOpen(false);
+		}
+	};
+
+	const removeBucket = (key: CacheBucketKey): void => {
+		setAddedKeys((prev) => {
+			const next = new Set(prev);
+			next.delete(key);
+			return next;
+		});
+		patchBucket(key, null);
+	};
+
+	return (
+		<div className={cx(styles.extraBucketsSection, styles.drawerSection)}>
+			<div className={styles.extraBucketsSectionHead}>
+				<Typography.Text as="span" size="small" color="muted">
+					Extra pricing buckets
+				</Typography.Text>
+				<Typography.Text as="span" size="small" color="muted">
+					optional
+				</Typography.Text>
+			</div>
+
+			{addedBuckets.map((bucket) => (
+				<div className={styles.bucketRow} key={bucket.key}>
+					<Typography.Text as="span" className={styles.bucketRowName}>
+						{bucket.label}
+					</Typography.Text>
+					<Input
+						type="number"
+						min={0}
+						step={0.01}
+						value={pricing[bucket.key] ?? ''}
+						disabled={isReadOnly}
+						onChange={(e): void =>
+							// Clearing the field is allowed — the row stays mounted because
+							// presence is tracked in `addedKeys`, not the value. Removal is
+							// explicit via the trash button.
+							patchBucket(bucket.key, parsePricingAmount(e.target.value))
+						}
+						testId={`drawer-${bucket.testId}-cost`}
+					/>
+					<Tooltip title="Pricing per 1M tokens" placement="left">
+						<Typography.Text size="xs" color="muted">
+							1M
+						</Typography.Text>
+					</Tooltip>
+
+					{!isReadOnly && (
+						<Button
+							size="icon"
+							variant="ghost"
+							color="destructive"
+							onClick={(): void => removeBucket(bucket.key)}
+							aria-label={`Remove ${bucket.label}`}
+							data-testid={`drawer-remove-${bucket.testId}`}
+							prefix={<Trash2 size={14} />}
+						/>
+					)}
+				</div>
+			))}
+
+			{addedBuckets.length > 0 && (
+				<div className={cx(styles.pricingField, styles.cacheModeField)}>
+					<label htmlFor="cache-mode">Cache mode</label>
+					<SelectSimple
+						id="cache-mode"
+						value={pricing.cacheMode}
+						items={CACHE_MODE_OPTIONS}
+						onChange={(v): void => onChange({ cacheMode: v as CacheModeDTO })}
+						disabled={isReadOnly}
+						className={styles.fullWidth}
+						withPortal={false}
+						testId="drawer-cache-mode"
+					/>
+				</div>
+			)}
+
+			{!isReadOnly && !isExtraPricingBucketOpen && availableBuckets.length > 0 && (
+				<Button
+					variant="dashed"
+					color="secondary"
+					className={styles.bucketAddBtn}
+					prefix={<Plus size={14} />}
+					onClick={(): void => setIsExtraPricingBucketOpen(true)}
+					testId="drawer-add-bucket-btn"
+				>
+					Add pricing bucket
+				</Button>
+			)}
+
+			{!isReadOnly && isExtraPricingBucketOpen && (
+				<div className={styles.bucketPicker} data-testid="drawer-bucket-picker">
+					<div className={styles.bucketPickerTitle}>Add a pricing bucket</div>
+					<div className={styles.bucketPickerChips}>
+						{availableBuckets.map((bucket) => (
+							<Button
+								key={bucket.key}
+								variant="outlined"
+								color="secondary"
+								size="sm"
+								prefix={<Plus size={12} />}
+								onClick={(): void => addBucket(bucket.key)}
+								testId={`drawer-add-bucket-${bucket.testId}`}
+							>
+								{bucket.label}
+							</Button>
+						))}
+					</div>
+					<Button
+						variant="ghost"
+						color="secondary"
+						size="sm"
+						onClick={(): void => setIsExtraPricingBucketOpen(false)}
+						testId="drawer-add-bucket-cancel"
+					>
+						Cancel
+					</Button>
+				</div>
+			)}
+		</div>
+	);
+}
+
+export default ExtraPricingBuckets;

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

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

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

@@ -0,0 +1,49 @@
+.drawerSection {
+	composes: drawerSection from '../../shared.module.scss';
+}
+
+.help {
+	composes: help from '../../shared.module.scss';
+}
+
+.patternBox {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-6);
+	padding: var(--spacing-6);
+	border-radius: 6px;
+	border: 1px solid var(--l2-border);
+}
+
+.patternChips {
+	display: flex;
+	flex-wrap: wrap;
+	gap: var(--spacing-3);
+	min-height: 28px;
+}
+
+.patternChip {
+	display: inline-flex;
+	align-items: center;
+	gap: var(--spacing-2);
+}
+
+.patternChipRemove {
+	background: transparent;
+	border: none;
+	padding: 0;
+	margin-left: 2px;
+	cursor: pointer;
+	color: inherit;
+	display: inline-flex;
+	align-items: center;
+
+	&:hover {
+		color: var(--accent-cherry);
+	}
+}
+
+.patternAdd {
+	display: flex;
+	gap: var(--spacing-3);
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/components/PatternEditor/PatternEditor.tsx

@@ -0,0 +1,102 @@
+import { useState } from 'react';
+import { Badge } from '@signozhq/ui/badge';
+import { Button } from '@signozhq/ui/button';
+import { Input } from '@signozhq/ui/input';
+import { Typography } from '@signozhq/ui/typography';
+import { X } from '@signozhq/icons';
+
+import styles from './PatternEditor.module.scss';
+
+interface PatternEditorProps {
+	patterns: string[];
+	isReadOnly: boolean;
+	onChange: (patterns: string[]) => void;
+}
+
+// Model-name prefix patterns as removable chips + an add input.
+function PatternEditor({
+	patterns,
+	isReadOnly,
+	onChange,
+}: PatternEditorProps): JSX.Element {
+	const [patternInput, setPatternInput] = useState<string>('');
+
+	const addPattern = (): void => {
+		const next = patternInput.trim();
+		if (!next || patterns.includes(next)) {
+			setPatternInput('');
+			return;
+		}
+		onChange([...patterns, next]);
+		setPatternInput('');
+	};
+
+	const removePattern = (pattern: string): void => {
+		onChange(patterns.filter((p) => p !== pattern));
+	};
+
+	return (
+		<div className={styles.drawerSection}>
+			<Typography.Text as="span">
+				Model name patterns{' '}
+				<Typography.Text as="span" color="muted">
+					(prefix match)
+				</Typography.Text>
+			</Typography.Text>
+			<div className={styles.patternBox}>
+				<div className={styles.patternChips}>
+					{patterns.map((pattern) => (
+						<Badge
+							key={pattern}
+							color="vanilla"
+							variant="outline"
+							className={styles.patternChip}
+						>
+							{pattern}*
+							{!isReadOnly && (
+								<button
+									type="button"
+									aria-label={`Remove pattern ${pattern}`}
+									className={styles.patternChipRemove}
+									onClick={(): void => removePattern(pattern)}
+								>
+									<X size={10} />
+								</button>
+							)}
+						</Badge>
+					))}
+				</div>
+				{!isReadOnly && (
+					<div className={styles.patternAdd}>
+						<Input
+							placeholder="Add pattern…"
+							value={patternInput}
+							onChange={(e): void => setPatternInput(e.target.value)}
+							onKeyDown={(e): void => {
+								if (e.key === 'Enter') {
+									e.preventDefault();
+									addPattern();
+								}
+							}}
+							testId="drawer-pattern-input"
+						/>
+						<Button
+							variant="outlined"
+							color="secondary"
+							onClick={addPattern}
+							testId="drawer-pattern-add-btn"
+						>
+							+ Add
+						</Button>
+					</div>
+				)}
+			</div>
+			<Typography.Text as="p" size="small" color="muted">
+				Each pattern uses <strong>prefix matching</strong> against{' '}
+				<code>gen_ai.request.model</code>.
+			</Typography.Text>
+		</div>
+	);
+}
+
+export default PatternEditor;

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

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

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

@@ -0,0 +1,31 @@
+.drawerSection {
+	composes: drawerSection from '../../shared.module.scss';
+}
+
+.drawerSurface {
+	composes: drawerSurface from '../../shared.module.scss';
+}
+
+.drawerSurfaceHead {
+	composes: drawerSurfaceHead from '../../shared.module.scss';
+}
+
+.managedLabel {
+	display: flex;
+	align-items: center;
+	gap: var(--spacing-2);
+}
+
+.pricingField {
+	composes: pricingField from '../../shared.module.scss';
+}
+
+.required {
+	composes: required from '../../shared.module.scss';
+}
+
+.pricingGrid {
+	display: grid;
+	grid-template-columns: 1fr 1fr;
+	gap: var(--spacing-6);
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/components/PricingFields/PricingFields.tsx

@@ -0,0 +1,91 @@
+import { Input } from '@signozhq/ui/input';
+import { Lock } from '@signozhq/icons';
+import cx from 'classnames';
+
+import ExtraPricingBuckets from '../ExtraPricingBuckets';
+import styles from './PricingFields.module.scss';
+import { parsePricingAmount } from '../../../../../utils';
+import type { DrawerDraft } from '../../../../../types';
+import { Typography } from '@signozhq/ui/typography';
+
+type Pricing = DrawerDraft['pricing'];
+
+interface PricingFieldsProps {
+	pricing: Pricing;
+	isReadOnly: boolean;
+	onChange: (patch: Partial<Pricing>) => void;
+}
+
+function PricingFields({
+	pricing,
+	isReadOnly,
+	onChange,
+}: PricingFieldsProps): JSX.Element {
+	return (
+		<div className={cx(styles.drawerSection, styles.drawerSurface)}>
+			<div className={styles.drawerSurfaceHead}>
+				<Typography.Text size="base" weight="bold">
+					Pricing (per 1M tokens, USD)
+				</Typography.Text>
+
+				{isReadOnly && (
+					<span className={styles.managedLabel} data-testid="drawer-readonly-label">
+						<Lock size={12} />
+
+						<Typography.Text color="muted">Read-only</Typography.Text>
+					</span>
+				)}
+			</div>
+			<div className={styles.pricingGrid}>
+				<div className={styles.pricingField}>
+					<label htmlFor="input-cost">
+						Input cost{' '}
+						<span className={styles.required} aria-hidden="true">
+							*
+						</span>
+					</label>
+					<Input
+						id="input-cost"
+						type="number"
+						step={0.01}
+						required
+						value={pricing.input ?? ''}
+						disabled={isReadOnly}
+						onChange={(e): void =>
+							onChange({ input: parsePricingAmount(e.target.value) })
+						}
+						testId="drawer-input-cost"
+					/>
+				</div>
+				<div className={styles.pricingField}>
+					<label htmlFor="output-cost">
+						Output cost{' '}
+						<span className={styles.required} aria-hidden="true">
+							*
+						</span>
+					</label>
+					<Input
+						id="output-cost"
+						type="number"
+						step={0.01}
+						required
+						value={pricing.output ?? ''}
+						disabled={isReadOnly}
+						onChange={(e): void =>
+							onChange({ output: parsePricingAmount(e.target.value) })
+						}
+						testId="drawer-output-cost"
+					/>
+				</div>
+			</div>
+
+			<ExtraPricingBuckets
+				pricing={pricing}
+				isReadOnly={isReadOnly}
+				onChange={onChange}
+			/>
+		</div>
+	);
+}
+
+export default PricingFields;

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

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

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

@@ -0,0 +1,115 @@
+.drawerSection {
+	composes: drawerSection from '../../shared.module.scss';
+}
+
+.drawerSurface {
+	composes: drawerSurface from '../../shared.module.scss';
+}
+
+.drawerSurfaceHead {
+	composes: drawerSurfaceHead from '../../shared.module.scss';
+}
+
+.managedLabel {
+	composes: managedLabel from '../../shared.module.scss';
+}
+
+.sourceRadioGroup {
+	--radio-group-item-border-color: var(--l2-border);
+
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-4);
+	width: 100%;
+	.sourceRadio {
+		display: flex;
+		flex-direction: row;
+		align-items: flex-start;
+		justify-content: flex-start;
+		gap: var(--spacing-5);
+		padding: var(--spacing-5) var(--spacing-6);
+		border-radius: var(--radius-2);
+		border: 1px solid transparent;
+		background: var(--l3-background);
+		margin: 0;
+		width: 100%;
+		// Include padding + border in the 100% width so the card fits inside
+		// the SOURCE surface instead of overflowing its right edge.
+		box-sizing: border-box;
+		cursor: pointer;
+		transition:
+			background-color 0.12s ease,
+			border-color 0.12s ease;
+
+		// The radio button itself: keep it fixed-size and aligned with the title
+		// baseline (margin-top compensates for align-items: flex-start vs the
+		// title's line-box).
+		> button[role='radio'] {
+			flex: 0 0 16px;
+			width: 16px;
+			height: 16px;
+			margin-top: 3px;
+		}
+
+		// The library wraps children in a <label>. Make it grow into the
+		// remaining width and reset the .drawerSection label typography leak
+		// (set earlier in this file) so the title/desc divs use their own styles.
+		> label {
+			flex: 1 1 auto;
+			min-width: 0;
+			display: block;
+			text-align: left;
+			cursor: pointer;
+			font-size: inherit;
+			font-weight: inherit;
+			color: inherit;
+		}
+
+		// Radix RadioGroupItem renders <button data-state="checked|unchecked">.
+		// Use :has() to highlight the wrapper card when its inner button is checked.
+		&.sourceRadioAuto:has(button[data-state='checked']) {
+			background: color-mix(in srgb, var(--accent-primary) 10%, transparent);
+			border-color: color-mix(in srgb, var(--accent-primary) 30%, transparent);
+		}
+
+		&.sourceRadioOverride:has(button[data-state='checked']) {
+			background: color-mix(in srgb, var(--accent-amber) 10%, transparent);
+			border-color: color-mix(in srgb, var(--accent-amber) 30%, transparent);
+		}
+
+		&:hover {
+			background: var(--l3-background-hover);
+		}
+	}
+}
+
+.sourceRadioTitle {
+	font-weight: var(--font-weight-semibold);
+	font-size: var(--periscope-font-size-base);
+	color: var(--l1-foreground);
+}
+
+.sourceRadioDesc {
+	margin-top: 2px;
+	font-size: 12px;
+	color: var(--l3-foreground);
+}
+
+.resetConfirm {
+	margin-top: var(--spacing-6);
+	padding: var(--spacing-6);
+	border-radius: var(--radius-2);
+	background: color-mix(in srgb, var(--accent-primary) 6%, transparent);
+	border: 1px solid color-mix(in srgb, var(--accent-primary) 20%, transparent);
+
+	p {
+		margin: 0 0 var(--spacing-5);
+		font-size: 12px;
+	}
+}
+
+.resetConfirmActions {
+	display: flex;
+	gap: var(--spacing-4);
+	justify-content: flex-end;
+}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/components/SourceSelector/SourceSelector.tsx

@@ -0,0 +1,115 @@
+import { useState } from 'react';
+import { Button } from '@signozhq/ui/button';
+import { RadioGroup, RadioGroupItem } from '@signozhq/ui/radio-group';
+import { Lock } from '@signozhq/icons';
+import { Typography } from '@signozhq/ui/typography';
+import cx from 'classnames';
+
+import styles from './SourceSelector.module.scss';
+
+interface SourceSelectorProps {
+	isOverride: boolean;
+	isReadOnly: boolean;
+	disableAuto?: boolean;
+	onChange: (isOverride: boolean) => void;
+}
+
+// Auto-populated vs user-override selector, with a confirm step before
+// discarding custom values back to defaults.
+function SourceSelector({
+	isOverride,
+	isReadOnly,
+	disableAuto = false,
+	onChange,
+}: SourceSelectorProps): JSX.Element {
+	const [showResetConfirm, setShowResetConfirm] = useState<boolean>(false);
+
+	const handleSourceChange = (value: 'auto' | 'override'): void => {
+		if (value === 'auto' && isOverride) {
+			setShowResetConfirm(true);
+			return;
+		}
+		if (value === 'override' && !isOverride) {
+			onChange(true);
+		}
+	};
+
+	const confirmReset = (): void => {
+		onChange(false);
+		setShowResetConfirm(false);
+	};
+
+	return (
+		<div className={cx(styles.drawerSection, styles.drawerSurface)}>
+			<div className={styles.drawerSurfaceHead}>
+				<Typography.Text weight="bold" size="base">
+					Source
+				</Typography.Text>
+
+				{isReadOnly && (
+					<span className={styles.managedLabel} data-testid="drawer-managed-label">
+						<Lock size={12} />
+						Managed by SigNoz
+					</span>
+				)}
+			</div>
+			<RadioGroup
+				value={isOverride ? 'override' : 'auto'}
+				onChange={(value): void => handleSourceChange(value as 'auto' | 'override')}
+				className={styles.sourceRadioGroup}
+			>
+				<RadioGroupItem
+					value="auto"
+					containerClassName={cx(styles.sourceRadio, styles.sourceRadioAuto)}
+					testId="drawer-source-auto"
+					disabled={disableAuto}
+				>
+					<div className={styles.sourceRadioTitle}>Auto-populated</div>
+					<div className={styles.sourceRadioDesc}>
+						{disableAuto
+							? 'Available once SigNoz has default pricing for this model.'
+							: 'Default pricing from SigNoz.'}
+					</div>
+				</RadioGroupItem>
+				<RadioGroupItem
+					value="override"
+					containerClassName={cx(styles.sourceRadio, styles.sourceRadioOverride)}
+					testId="drawer-source-override"
+				>
+					<div className={styles.sourceRadioTitle}>User override</div>
+					<div className={styles.sourceRadioDesc}>
+						Custom pricing. Takes precedence.
+					</div>
+				</RadioGroupItem>
+			</RadioGroup>
+			{showResetConfirm && (
+				<div className={styles.resetConfirm} aria-label="Reset to default pricing">
+					<p>
+						Reset to default pricing? Custom values will be discarded. It might take
+						24 hours for changes to take effect.
+					</p>
+					<div className={styles.resetConfirmActions}>
+						<Button
+							variant="outlined"
+							color="secondary"
+							onClick={(): void => setShowResetConfirm(false)}
+							testId="drawer-reset-keep-btn"
+						>
+							Keep
+						</Button>
+						<Button
+							variant="solid"
+							color="primary"
+							onClick={confirmReset}
+							testId="drawer-reset-confirm-btn"
+						>
+							Reset
+						</Button>
+					</div>
+				</div>
+			)}
+		</div>
+	);
+}
+
+export default SourceSelector;

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

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

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/hooks/useModelCostDrawer.ts

@@ -0,0 +1,100 @@
+import { useCallback, useState } from 'react';
+import { toast } from '@signozhq/ui/sonner';
+import { useQueryClient } from 'react-query';
+import {
+	getListLLMPricingRulesQueryKey,
+	useCreateOrUpdateLLMPricingRules,
+} from 'api/generated/services/llmpricingrules';
+
+import { EMPTY_DRAFT } from '../../../../constants';
+import type { DrawerDraft, DrawerMode, PricingRule } from '../../../../types';
+import { buildRulePayload, draftFromRule } from '../../../../utils';
+
+interface UseModelCostDrawerResult {
+	isOpen: boolean;
+	mode: DrawerMode;
+	initialDraft: DrawerDraft;
+	openForAdd: (prefillModelName?: string) => void;
+	openForEdit: (rule: PricingRule) => void;
+	close: () => void;
+	save: (draft: DrawerDraft) => Promise<void>;
+	isSaving: boolean;
+	saveError: string | null;
+	selectedRuleId: string | null;
+}
+
+export function useModelCostDrawer(): UseModelCostDrawerResult {
+	const queryClient = useQueryClient();
+	const [isOpen, setIsOpen] = useState<boolean>(false);
+	const [mode, setMode] = useState<DrawerMode>('add');
+	const [initialDraft, setInitialDraft] = useState<DrawerDraft>(EMPTY_DRAFT);
+	const [selectedRuleId, setSelectedRuleId] = useState<string | null>(null);
+	const [saveError, setSaveError] = useState<string | null>(null);
+
+	const { mutateAsync: createOrUpdate, isLoading: isSaving } =
+		useCreateOrUpdateLLMPricingRules();
+
+	const invalidateList = useCallback(async (): Promise<void> => {
+		await queryClient.invalidateQueries({
+			queryKey: getListLLMPricingRulesQueryKey(),
+		});
+	}, [queryClient]);
+
+	const openForAdd = useCallback((): void => {
+		setMode('add');
+		setInitialDraft({
+			...EMPTY_DRAFT,
+			modelName: '',
+			patterns: [],
+		});
+		setSelectedRuleId(null);
+		setSaveError(null);
+		setIsOpen(true);
+	}, []);
+
+	const openForEdit = useCallback((rule: PricingRule): void => {
+		setMode('edit');
+		setInitialDraft(draftFromRule(rule));
+		setSelectedRuleId(rule.id);
+		setSaveError(null);
+		setIsOpen(true);
+	}, []);
+
+	const close = useCallback((): void => {
+		setIsOpen(false);
+		setSelectedRuleId(null);
+		setSaveError(null);
+	}, []);
+
+	const save = useCallback(
+		async (draft: DrawerDraft): Promise<void> => {
+			setSaveError(null);
+			try {
+				await createOrUpdate({
+					data: { rules: [buildRulePayload(draft)] },
+				});
+				await invalidateList();
+				setIsOpen(false);
+				setSelectedRuleId(null);
+				toast.success(mode === 'edit' ? 'Model cost updated' : 'Model cost added');
+			} catch (error) {
+				const message = error instanceof Error ? error.message : 'Save failed';
+				setSaveError(message);
+			}
+		},
+		[createOrUpdate, invalidateList, mode],
+	);
+
+	return {
+		isOpen,
+		mode,
+		initialDraft,
+		openForAdd,
+		openForEdit,
+		close,
+		save,
+		isSaving,
+		saveError,
+		selectedRuleId,
+	};
+}

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

@@ -0,0 +1,2 @@
+export { default } from './ModelCostDrawer';
+export { useModelCostDrawer } from './hooks/useModelCostDrawer';

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

@@ -0,0 +1,59 @@
+/* Shared drawer selectors used by 2+ of the model-cost drawer components. */
+/* Components pull these in via CSS-modules `composes` from their own module so */
+/* the authored class names in the TSX stay identical. */
+/* NOTE: this file is a `composes` target, so it is parsed as plain CSS (no SCSS */
+/* preprocessing). Keep it flat — no nesting, no slash-slash comments. */
+
+.drawerSection {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-3);
+}
+
+.drawerSection .help,
+.help {
+	margin: 0;
+}
+
+.help code {
+	padding: 1px var(--spacing-2);
+	border-radius: 3px;
+	background: var(--l3-background);
+	font-size: 10px;
+}
+
+.drawerSurface {
+	padding: var(--spacing-7);
+	border-radius: 6px;
+	background: var(--l2-background);
+	border: 1px solid var(--l2-border);
+}
+
+.drawerSurfaceHead {
+	display: flex;
+	align-items: center;
+	justify-content: space-between;
+	margin-bottom: var(--spacing-5);
+}
+
+.managedLabel {
+	display: inline-flex;
+	align-items: center;
+	gap: var(--spacing-2);
+	font-size: var(--periscope-font-size-small);
+	color: var(--l3-foreground);
+}
+
+.required {
+	color: var(--accent-cherry);
+}
+
+.pricingField {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-2);
+}
+
+.pricingField input {
+	width: 100%;
+}

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

@@ -15,6 +15,6 @@
 	justify-content: center;
 	margin-top: var(--spacing-8);
 	min-height: 400px;
-	color: var(--text-vanilla-400);
+	color: var(--l3-foreground);
 	font-size: var(--periscope-font-size-base);
 }

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/hooks/useModelCostDelete.ts

@@ -0,0 +1,66 @@
+import { useCallback, useState } from 'react';
+import { toast } from '@signozhq/ui/sonner';
+import { useQueryClient } from 'react-query';
+import {
+	getListLLMPricingRulesQueryKey,
+	useDeleteLLMPricingRule,
+} from 'api/generated/services/llmpricingrules';
+
+import type { PricingRule } from '../../types';
+
+// The minimal slice of a rule the delete-confirm flow needs: the id to delete
+// and the model name to show in the confirmation copy.
+type PendingDelete = Pick<PricingRule, 'id' | 'modelName'>;
+
+interface UseModelCostDeleteResult {
+	requestDelete: (rule: PendingDelete) => void;
+	confirmDelete: () => Promise<void>;
+	cancelDelete: () => void;
+	pendingDelete: PendingDelete | null;
+	isDeleting: boolean;
+}
+
+// Owns the confirm-then-delete flow for a pricing rule, independent of the
+// add/edit drawer — delete is triggered from the table row menu, so this state
+// lives at the panel level rather than inside useModelCostDrawer.
+export function useModelCostDelete(): UseModelCostDeleteResult {
+	const queryClient = useQueryClient();
+	// The rule queued for deletion. Non-null drives the confirm dialog open.
+	const [pendingDelete, setPendingDelete] = useState<PendingDelete | null>(null);
+
+	const { mutateAsync: deleteRuleApi, isLoading: isDeleting } =
+		useDeleteLLMPricingRule();
+
+	const requestDelete = useCallback((rule: PendingDelete): void => {
+		setPendingDelete({ id: rule.id, modelName: rule.modelName });
+	}, []);
+
+	const cancelDelete = useCallback((): void => {
+		setPendingDelete(null);
+	}, []);
+
+	const confirmDelete = useCallback(async (): Promise<void> => {
+		if (!pendingDelete) {
+			return;
+		}
+		try {
+			await deleteRuleApi({ pathParams: { id: pendingDelete.id } });
+			await queryClient.invalidateQueries({
+				queryKey: getListLLMPricingRulesQueryKey(),
+			});
+			setPendingDelete(null);
+			toast.success('Model cost deleted');
+		} catch (error) {
+			const message = error instanceof Error ? error.message : 'Delete failed';
+			toast.error(message);
+		}
+	}, [deleteRuleApi, pendingDelete, queryClient]);
+
+	return {
+		requestDelete,
+		confirmDelete,
+		cancelDelete,
+		pendingDelete,
+		isDeleting,
+	};
+}

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

@@ -1,6 +1,68 @@
+import { LlmpricingruletypesLLMPricingRuleCacheModeDTO as CacheModeDTO } from 'api/generated/services/sigNoz.schemas';
+
+import type { CacheBucketDef, DrawerDraft } from './types';
+
 export const PAGE_SIZE = 20;
 
 export const PAGE_KEY = 'page';
 export const LIMIT_KEY = 'limit';
+export const SEARCH_KEY = 'search';
+export const SEARCH_DEBOUNCE_MS = 300;
+export const SOURCE_KEY = 'source';
 
+export type SourceFilter = 'all' | 'override' | 'auto';
+export const SOURCE_FILTER_OPTIONS: { value: SourceFilter; label: string }[] = [
+	{ value: 'all', label: 'All sources' },
+	{ value: 'override', label: 'User override' },
+	{ value: 'auto', label: 'Auto' },
+];
+
+export const SOURCE_FILTER_TO_IS_OVERRIDE: Record<
+	SourceFilter,
+	boolean | undefined
+> = {
+	all: undefined,
+	override: true,
+	auto: false,
+};
+
+// Match the page size so the skeleton reserves the same number of rows the
+// loaded page renders — otherwise the table height jumps on load.
 export const SKELETON_ROW_COUNT = PAGE_SIZE;
+
+export const PROVIDER_OPTIONS = [
+	{ value: 'OpenAI', label: 'OpenAI' },
+	{ value: 'Anthropic', label: 'Anthropic' },
+	{ value: 'Azure OpenAI', label: 'Azure OpenAI' },
+	{ value: 'Google', label: 'Google' },
+	{ value: 'Self-hosted', label: 'Self-hosted' },
+	{ value: 'Other', label: 'Other' },
+];
+
+export const CACHE_MODE_OPTIONS = [
+	{ value: CacheModeDTO.subtract, label: 'Subtract (OpenAI style)' },
+	{ value: CacheModeDTO.additive, label: 'Additive (Anthropic style)' },
+	// https://app.notion.com/p/signoz/LLM-Tokens-Cost-Calculation-330fcc6bcd19805283ccc841d596358e?source=copy_link#33efcc6bcd1980e6a187e442c6ba5996
+	{ value: CacheModeDTO.unknown, label: 'Unknown' },
+];
+
+export const CACHE_BUCKETS: CacheBucketDef[] = [
+	{ key: 'cacheRead', label: 'cache_read', testId: 'cache-read' },
+	{ key: 'cacheWrite', label: 'cache_write', testId: 'cache-write' },
+];
+
+export const EMPTY_DRAFT: DrawerDraft = {
+	id: null,
+	sourceId: null,
+	modelName: '',
+	provider: 'OpenAI',
+	patterns: [],
+	isOverride: true,
+	pricing: {
+		input: null,
+		output: null,
+		cacheMode: CacheModeDTO.unknown,
+		cacheRead: null,
+		cacheWrite: null,
+	},
+};

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

@@ -1,4 +1,39 @@
+import {
+	LlmpricingruletypesLLMPricingRuleCacheModeDTO as CacheModeDTO,
+	type LlmpricingruletypesLLMPricingRuleDTO,
+} from 'api/generated/services/sigNoz.schemas';
+
+export type PricingRule = LlmpricingruletypesLLMPricingRuleDTO;
+
 export interface ExtraBucket {
 	key: string;
 	pricePerMillion: number;
 }
+
+export type DrawerMode = 'add' | 'edit';
+
+// Optional pricing buckets the user can add/remove. Keyed by the matching
+// DrawerDraft['pricing'] field.
+export type CacheBucketKey = 'cacheRead' | 'cacheWrite';
+
+export interface CacheBucketDef {
+	key: CacheBucketKey;
+	label: string;
+	testId: string;
+}
+
+export interface DrawerDraft {
+	id: string | null;
+	sourceId: string | null;
+	modelName: string;
+	provider: string;
+	patterns: string[];
+	isOverride: boolean;
+	pricing: {
+		input: number | null;
+		output: number | null;
+		cacheMode: CacheModeDTO;
+		cacheRead: number | null;
+		cacheWrite: number | null;
+	};
+}

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

@@ -1,8 +1,19 @@
+import {
+	LlmpricingruletypesLLMPricingRuleCacheModeDTO as CacheModeDTO,
+	LlmpricingruletypesLLMPricingRuleUnitDTO as UnitDTO,
+	type LlmpricingruletypesLLMPricingCacheCostsDTO,
+	type LlmpricingruletypesLLMRulePricingDTO,
+	type LlmpricingruletypesUpdatableLLMPricingRuleDTO,
+} from 'api/generated/services/sigNoz.schemas';
 import dayjs from 'dayjs';
 import relativeTime from 'dayjs/plugin/relativeTime';
 
-import type { ExtraBucket } from './types';
-import type { LlmpricingruletypesLLMPricingRuleDTO } from 'api/generated/services/sigNoz.schemas';
+import type {
+	DrawerDraft,
+	DrawerMode,
+	ExtraBucket,
+	PricingRule,
+} from './types';
 
 dayjs.extend(relativeTime);
 
@@ -13,6 +24,19 @@ const getRelativeTime = (
 	return parsed?.isValid() ? parsed.fromNow() : '—';
 };
 
+const hasCacheValue = (value: number | null | undefined): value is number =>
+	typeof value === 'number' && value > 0;
+
+// ─── Input helpers ───────────────────────────────────────────────────────────
+
+export const parsePricingAmount = (raw: string): number | null => {
+	if (raw.trim() === '') {
+		return null;
+	}
+	const value = Number(raw);
+	return Number.isFinite(value) ? value : 0;
+};
+
 // ─── Display helpers ─────────────────────────────────────────────────────────
 
 export const formatPricePerMillion = (value: number | undefined): string => {
@@ -23,38 +47,117 @@ export const formatPricePerMillion = (value: number | undefined): string => {
 	return `$${value.toFixed(2)}`;
 };
 
-export const getExtraBuckets = (
-	rule: LlmpricingruletypesLLMPricingRuleDTO,
-): ExtraBucket[] => {
+export const getExtraBuckets = (rule: PricingRule): ExtraBucket[] => {
 	const cache = rule.pricing?.cache;
 	if (!cache) {
 		return [];
 	}
 	const buckets: ExtraBucket[] = [];
-	if (typeof cache.read === 'number' && cache.read > 0) {
+	if (hasCacheValue(cache.read)) {
 		buckets.push({ key: 'cache_read', pricePerMillion: cache.read });
 	}
-	if (typeof cache.write === 'number' && cache.write > 0) {
+	if (hasCacheValue(cache.write)) {
 		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 getSourceLabel = (rule: PricingRule): 'Auto' | 'User override' =>
+	rule.isOverride ? 'User override' : 'Auto';
 
-export const getRelativeLastSeen = (
-	rule: LlmpricingruletypesLLMPricingRuleDTO,
-): string => getRelativeTime(rule.updatedAt || rule.syncedAt || rule.createdAt);
+export const getRelativeLastSeen = (rule: PricingRule): 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 => {
+export const getCanonicalId = (rule: PricingRule): string => {
 	const provider = rule.provider?.trim().toLowerCase() || 'unknown';
 	const model = rule.modelName?.trim().toLowerCase() || 'unknown';
 	return `${provider}:${model}`;
 };
+
+// ─── Drawer draft <-> API helpers ────────────────────────────────────────────
+
+export const draftFromRule = (rule: PricingRule): DrawerDraft => ({
+	id: rule.id,
+	sourceId: rule.sourceId ?? null,
+	modelName: rule.modelName,
+	provider: rule.provider,
+	patterns: rule.modelPattern || [],
+	isOverride: !!rule.isOverride,
+	pricing: {
+		input: rule.pricing?.input ?? 0,
+		output: rule.pricing?.output ?? 0,
+		cacheMode: rule.pricing?.cache?.mode ?? CacheModeDTO.unknown,
+		cacheRead: rule.pricing?.cache?.read ?? null,
+		cacheWrite: rule.pricing?.cache?.write ?? null,
+	},
+});
+
+const buildCacheCosts = (
+	pricing: DrawerDraft['pricing'],
+): LlmpricingruletypesLLMPricingCacheCostsDTO | undefined => {
+	const { cacheMode, cacheRead, cacheWrite } = pricing;
+	if (!hasCacheValue(cacheRead) && !hasCacheValue(cacheWrite)) {
+		return undefined;
+	}
+	return {
+		mode: cacheMode,
+		...(hasCacheValue(cacheRead) && { read: cacheRead }),
+		...(hasCacheValue(cacheWrite) && { write: cacheWrite }),
+	};
+};
+
+export const buildPricingPayload = (
+	draft: DrawerDraft,
+): LlmpricingruletypesLLMRulePricingDTO => {
+	const cache = buildCacheCosts(draft.pricing);
+	return {
+		input: draft.pricing.input ?? 0,
+		output: draft.pricing.output ?? 0,
+		...(cache && { cache }),
+	};
+};
+
+export const buildRulePayload = (
+	draft: DrawerDraft,
+): LlmpricingruletypesUpdatableLLMPricingRuleDTO => ({
+	id: draft.id || undefined,
+	sourceId: draft.sourceId || undefined,
+	modelName: draft.modelName.trim(),
+	provider: draft.provider.trim(),
+	modelPattern: draft.patterns,
+	isOverride: draft.isOverride,
+	enabled: true,
+	unit: UnitDTO.per_million_tokens,
+	pricing: buildPricingPayload(draft),
+});
+
+export const validateModelName = (
+	modelName: string,
+	mode: DrawerMode,
+): true | string =>
+	mode === 'add' && !modelName.trim() ? 'Billing model ID is required.' : true;
+
+export const validateProvider = (provider: string): true | string =>
+	provider.trim() ? true : 'Provider is required.';
+
+export const validatePricing = (
+	pricing: DrawerDraft['pricing'],
+	isOverride: boolean,
+): true | string => {
+	if (!isOverride) {
+		return true;
+	}
+	if (pricing.input === null || pricing.input <= 0) {
+		return 'Input cost must be greater than 0.';
+	}
+	if (pricing.output === null || pricing.output <= 0) {
+		return 'Output cost must be greater than 0.';
+	}
+	if ((pricing.cacheRead ?? 0) < 0 || (pricing.cacheWrite ?? 0) < 0) {
+		return 'Cache costs must be non-negative.';
+	}
+	return true;
+};

frontend/src/container/MembersSettings/MembersSettings.styles.scss

@@ -1,9 +1,14 @@
+@use '../../styles/scrollbar' as *;
+
 .members-settings-page {
 	display: flex;
 	flex-direction: column;
 	gap: var(--spacing-8);
 	padding: var(--padding-4) var(--padding-2) var(--padding-6) var(--padding-4);
 	height: 100%;
+	overflow-y: auto;
+
+	@include custom-scrollbar;
 }
 
 .members-settings {

frontend/src/container/MembersSettings/MembersSettings.tsx

@@ -6,7 +6,7 @@ import { DropdownMenuSimple, type MenuItem } from '@signozhq/ui/dropdown-menu';
 import { Input } from '@signozhq/ui/input';
 import { useListUsers } from 'api/generated/services/users';
 import EditMemberDrawer from 'components/EditMemberDrawer/EditMemberDrawer';
-import InviteMembersModal from 'components/InviteMembersModal/InviteMembersModal';
+import InviteMembersModal from 'container/MembersSettings/components/InviteMembersModal/InviteMembersModal';
 import MembersTable, { MemberRow } from 'components/MembersTable/MembersTable';
 import useUrlQuery from 'hooks/useUrlQuery';
 import { parseAsBoolean, useQueryState } from 'nuqs';

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

@@ -110,7 +110,9 @@ describe('MembersSettings (integration)', () => {
 
 		fireEvent.click(await screen.findByText('Alice Smith'));
 
-		await screen.findByText('Member Details');
+		await expect(
+			screen.findByText('Member Details'),
+		).resolves.toBeInTheDocument();
 	});
 
 	it('opens EditMemberDrawer when a deleted member row is clicked', async () => {
@@ -127,7 +129,7 @@ describe('MembersSettings (integration)', () => {
 		fireEvent.click(screen.getByRole('button', { name: /invite member/i }));
 
 		await expect(
-			screen.findAllByPlaceholderText('john@signoz.io'),
+			screen.findAllByPlaceholderText('e.g. john@signoz.io'),
 		).resolves.toHaveLength(3);
 	});
 
@@ -137,7 +139,7 @@ describe('MembersSettings (integration)', () => {
 		});
 
 		await expect(
-			screen.findAllByPlaceholderText('john@signoz.io'),
+			screen.findAllByPlaceholderText('e.g. john@signoz.io'),
 		).resolves.toHaveLength(3);
 	});
 });

frontend/src/container/MembersSettings/components/InviteMembersModal/InviteMembersModal.styles.scss

@@ -0,0 +1,38 @@
+.invite-members-modal {
+	max-width: 700px;
+	background: var(--popover);
+	border: 1px solid var(--secondary);
+	border-radius: 4px;
+	box-shadow: 0 4px 9px 0 rgba(0, 0, 0, 0.04);
+
+	[data-slot='dialog-header'] {
+		padding: var(--padding-4);
+		border-bottom: 1px solid var(--secondary);
+		flex-shrink: 0;
+		background: transparent;
+		margin: 0;
+	}
+
+	[data-slot='dialog-title'] {
+		font-family: Inter, sans-serif;
+		font-size: var(--label-base-400-font-size);
+		font-weight: var(--label-base-400-font-weight);
+		line-height: var(--label-base-400-line-height);
+		letter-spacing: -0.065px;
+		color: var(--l1-foreground);
+		margin: 0;
+	}
+
+	[data-slot='dialog-description'] {
+		padding: var(--padding-4);
+	}
+}
+
+.invite-members-modal__footer {
+	padding-top: var(--padding-4);
+	border-top: 1px solid var(--l1-border);
+	display: flex;
+	align-items: center;
+	justify-content: flex-end;
+	gap: var(--spacing-6);
+}

frontend/src/container/MembersSettings/components/InviteMembersModal/InviteMembersModal.tsx

@@ -0,0 +1,71 @@
+import { useCallback } from 'react';
+import { X } from '@signozhq/icons';
+import { Button } from '@signozhq/ui/button';
+import { DialogWrapper } from '@signozhq/ui/dialog';
+import { toast } from '@signozhq/ui/sonner';
+import InviteMembers from 'components/InviteMembers/InviteMembers';
+
+import './InviteMembersModal.styles.scss';
+
+export interface InviteMembersModalProps {
+	open: boolean;
+	onClose: () => void;
+	onComplete?: () => void;
+}
+
+function InviteMembersModal({
+	open,
+	onClose,
+	onComplete,
+}: InviteMembersModalProps): JSX.Element {
+	const handleSuccess = useCallback((): void => {
+		toast.success('Invites sent successfully', { position: 'top-right' });
+		onClose();
+		onComplete?.();
+	}, [onClose, onComplete]);
+
+	const handlePartialSuccess = useCallback((): void => {
+		toast.warning('Some invites failed', { position: 'top-right' });
+		onComplete?.();
+	}, [onComplete]);
+
+	return (
+		<DialogWrapper
+			title="Invite Team Members"
+			open={open}
+			onOpenChange={(isOpen): void => {
+				if (!isOpen) {
+					onClose();
+				}
+			}}
+			showCloseButton
+			width="wide"
+			className="invite-members-modal"
+		>
+			<InviteMembers
+				onSuccess={handleSuccess}
+				onPartialSuccess={handlePartialSuccess}
+				renderFooter={({ submit, canSubmit, isSubmitting }): JSX.Element => (
+					<div className="invite-members-modal__footer">
+						<Button type="button" variant="solid" color="secondary" onClick={onClose}>
+							<X size={12} />
+							Cancel
+						</Button>
+
+						<Button
+							variant="solid"
+							color="primary"
+							onClick={submit}
+							disabled={!canSubmit}
+							loading={isSubmitting}
+						>
+							{isSubmitting ? 'Inviting...' : 'Invite Team Members'}
+						</Button>
+					</div>
+				)}
+			/>
+		</DialogWrapper>
+	);
+}
+
+export default InviteMembersModal;

frontend/src/container/MembersSettings/components/InviteMembersModal/__tests__/InviteMembersModal.test.tsx

@@ -0,0 +1,210 @@
+import { toast } from '@signozhq/ui/sonner';
+import { render, screen, userEvent } from 'tests/test-utils';
+
+import InviteMembersModal from '../InviteMembersModal';
+
+jest.mock('@signozhq/ui/sonner', () => ({
+	...jest.requireActual('@signozhq/ui/sonner'),
+	toast: {
+		success: jest.fn(),
+		warning: jest.fn(),
+	},
+}));
+
+interface MockInviteMembersProps {
+	onSuccess: () => void;
+	onPartialSuccess: () => void;
+	onAllFailed?: () => void;
+	renderFooter: (props: {
+		submit: () => void;
+		canSubmit: boolean;
+		isSubmitting: boolean;
+	}) => JSX.Element;
+}
+
+let mockInviteMembersProps: MockInviteMembersProps | null = null;
+
+jest.mock('components/InviteMembers/InviteMembers', () => {
+	return function MockInviteMembers(props: MockInviteMembersProps): JSX.Element {
+		mockInviteMembersProps = props;
+		return (
+			<div data-testid="mock-invite-members">
+				{props.renderFooter({
+					submit: jest.fn(),
+					canSubmit: true,
+					isSubmitting: false,
+				})}
+			</div>
+		);
+	};
+});
+
+const defaultProps = {
+	open: true,
+	onClose: jest.fn(),
+	onComplete: jest.fn(),
+};
+
+function renderComponent(
+	props: Partial<typeof defaultProps> = {},
+): ReturnType<typeof render> {
+	return render(<InviteMembersModal {...defaultProps} {...props} />);
+}
+
+describe('InviteMembersModal', () => {
+	beforeEach(() => {
+		jest.clearAllMocks();
+		mockInviteMembersProps = null;
+	});
+
+	describe('rendering', () => {
+		it('renders modal with title and InviteMembers component', () => {
+			renderComponent();
+
+			expect(screen.getByRole('dialog')).toBeInTheDocument();
+			expect(screen.getByRole('heading', { level: 2 })).toHaveTextContent(
+				'Invite Team Members',
+			);
+			expect(screen.getByTestId('mock-invite-members')).toBeInTheDocument();
+		});
+
+		it('does not render when open=false', () => {
+			renderComponent({ open: false });
+
+			expect(screen.queryByText('Invite Team Members')).not.toBeInTheDocument();
+		});
+	});
+
+	describe('footer buttons', () => {
+		it('renders Cancel and Invite buttons', () => {
+			renderComponent();
+
+			expect(screen.getByRole('button', { name: /cancel/i })).toBeInTheDocument();
+			expect(
+				screen.getByRole('button', { name: /invite team members/i }),
+			).toBeInTheDocument();
+		});
+
+		it('disables Invite button when canSubmit=false', () => {
+			const { unmount } = renderComponent();
+			unmount();
+
+			const { getByRole } = render(
+				mockInviteMembersProps?.renderFooter({
+					submit: jest.fn(),
+					canSubmit: false,
+					isSubmitting: false,
+				}) as JSX.Element,
+			);
+
+			expect(getByRole('button', { name: /invite team members/i })).toBeDisabled();
+		});
+
+		it('shows loading state when isSubmitting=true', () => {
+			const { unmount } = renderComponent();
+			unmount();
+
+			const { getByRole } = render(
+				mockInviteMembersProps?.renderFooter({
+					submit: jest.fn(),
+					canSubmit: true,
+					isSubmitting: true,
+				}) as JSX.Element,
+			);
+
+			expect(getByRole('button', { name: /inviting/i })).toBeInTheDocument();
+		});
+
+		it('calls onClose when Cancel is clicked', async () => {
+			const user = userEvent.setup();
+			const onClose = jest.fn();
+			renderComponent({ onClose });
+
+			await user.click(screen.getByRole('button', { name: /cancel/i }));
+
+			expect(onClose).toHaveBeenCalledTimes(1);
+		});
+
+		it('calls submit when Invite button is clicked', async () => {
+			const user = userEvent.setup();
+			const mockSubmit = jest.fn();
+
+			const { unmount } = renderComponent();
+			unmount();
+
+			const { getByRole } = render(
+				mockInviteMembersProps?.renderFooter({
+					submit: mockSubmit,
+					canSubmit: true,
+					isSubmitting: false,
+				}) as JSX.Element,
+			);
+
+			await user.click(getByRole('button', { name: /invite team members/i }));
+
+			expect(mockSubmit).toHaveBeenCalledTimes(1);
+		});
+	});
+
+	describe('handleSuccess callback', () => {
+		it('shows success toast, calls onClose and onComplete', () => {
+			const onClose = jest.fn();
+			const onComplete = jest.fn();
+			renderComponent({ onClose, onComplete });
+
+			mockInviteMembersProps?.onSuccess();
+
+			expect(toast.success).toHaveBeenCalledWith('Invites sent successfully', {
+				position: 'top-right',
+			});
+			expect(onClose).toHaveBeenCalledTimes(1);
+			expect(onComplete).toHaveBeenCalledTimes(1);
+		});
+
+		it('works without onComplete prop', () => {
+			const onClose = jest.fn();
+			renderComponent({ onClose, onComplete: undefined });
+
+			mockInviteMembersProps?.onSuccess();
+
+			expect(toast.success).toHaveBeenCalled();
+			expect(onClose).toHaveBeenCalledTimes(1);
+		});
+	});
+
+	describe('handlePartialSuccess callback', () => {
+		it('shows warning toast and calls onComplete', () => {
+			const onComplete = jest.fn();
+			renderComponent({ onComplete });
+
+			mockInviteMembersProps?.onPartialSuccess();
+
+			expect(toast.warning).toHaveBeenCalledWith('Some invites failed', {
+				position: 'top-right',
+			});
+			expect(onComplete).toHaveBeenCalledTimes(1);
+		});
+
+		it('does not call onClose on partial success', () => {
+			const onClose = jest.fn();
+			renderComponent({ onClose });
+
+			mockInviteMembersProps?.onPartialSuccess();
+
+			expect(onClose).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('dialog close behavior', () => {
+		it('calls onClose when dialog is closed via close button', async () => {
+			const user = userEvent.setup();
+			const onClose = jest.fn();
+			renderComponent({ onClose });
+
+			const closeButton = screen.getByRole('button', { name: /close/i });
+			await user.click(closeButton);
+
+			expect(onClose).toHaveBeenCalled();
+		});
+	});
+});

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

@@ -1,4 +1,5 @@
 import { Gauge } from '@signozhq/icons';
+import { Tooltip } from 'antd';
 import { MetricreductionruletypesGettableReductionRuleDTO } from 'api/generated/services/sigNoz.schemas';
 
 import { Badge } from '@signozhq/ui/badge';
@@ -8,16 +9,26 @@ interface VolumeControlBadgeProps {
 }
 
 function VolumeControlBadge({ rule }: VolumeControlBadgeProps): JSX.Element {
-	return (
+	const badge = (
 		<Badge
 			data-testid="vc-badge-active"
 			variant="outline"
-			color={!rule.active ? 'success' : 'warning'}
+			color={rule.active ? 'success' : 'warning'}
 		>
 			<Gauge size={12} />
-			{!rule.active ? 'Active' : 'Pending'}
+			{rule.active ? 'Active' : 'Pending'}
 		</Badge>
 	);
+
+	if (rule.active) {
+		return badge;
+	}
+
+	return (
+		<Tooltip title="Takes about 5 minutes to take effect">
+			<span>{badge}</span>
+		</Tooltip>
+	);
 }
 
 export default VolumeControlBadge;

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

@@ -7,6 +7,12 @@
 	padding: 12px 16px 0 16px;
 }
 
+.chartHeader {
+	display: flex;
+	flex-direction: column;
+	gap: 2px;
+}
+
 .chartTitle {
 	text-transform: uppercase;
 	letter-spacing: 0.05em;
@@ -15,3 +21,11 @@
 .chartBody {
 	height: 340px;
 }
+
+.chartStatus {
+	display: flex;
+	align-items: center;
+	justify-content: center;
+	width: 100%;
+	height: 100%;
+}

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

@@ -1,5 +1,6 @@
 import { Color } from '@signozhq/design-tokens';
 import { Typography } from '@signozhq/ui/typography';
+import { Spin } from 'antd';
 import { useGetMetricReductionRuleTimeseries } from 'api/generated/services/metrics';
 import { PANEL_TYPES } from 'constants/queryBuilder';
 import BarChart from 'container/DashboardContainer/visualization/charts/BarChart/BarChart';
@@ -25,7 +26,9 @@ interface VolumeControlChartProps {
 }
 
 function VolumeControlChart({ enabled }: VolumeControlChartProps): JSX.Element {
-	const { data } = useGetMetricReductionRuleTimeseries({ query: { enabled } });
+	const { data, isLoading, isError } = useGetMetricReductionRuleTimeseries({
+		query: { enabled },
+	});
 
 	const isDarkMode = useIsDarkMode();
 	const { timezone } = useTimezone();
@@ -65,11 +68,34 @@ function VolumeControlChart({ enabled }: VolumeControlChartProps): JSX.Element {
 
 	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.chartHeader}>
+				<Typography.Text className={styles.chartTitle} size={'small'}>
+					Sample volume · ingested vs retained
+				</Typography.Text>
+				<Typography.Text size="small" color="muted">
+					Last 6 hours
+				</Typography.Text>
+			</div>
 			<div className={styles.chartBody} ref={graphRef}>
-				{dimensions.width > 0 && (
+				{isLoading && (
+					<div
+						className={styles.chartStatus}
+						data-testid="volume-control-chart-loading"
+					>
+						<Spin size="small" />
+					</div>
+				)}
+				{!isLoading && isError && (
+					<div
+						className={styles.chartStatus}
+						data-testid="volume-control-chart-error"
+					>
+						<Typography.Text size="small" color="danger">
+							Failed to load chart
+						</Typography.Text>
+					</div>
+				)}
+				{!isLoading && !isError && dimensions.width > 0 && (
 					<BarChart
 						config={config}
 						data={chartData}

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

@@ -17,11 +17,27 @@
 	gap: 5px;
 }
 
+.meterLabelRow {
+	display: flex;
+	align-items: center;
+	gap: 4px;
+}
+
 .meterLabel {
 	text-transform: uppercase;
 	letter-spacing: 0.04em;
 }
 
+.meterInfo {
+	flex-shrink: 0;
+	color: var(--bg-vanilla-400, #c0c1c3);
+	line-height: 1;
+	cursor: help;
+}
+
 .meterValue {
+	display: flex;
+	align-items: baseline;
+	gap: 6px;
 	font-family: 'Geist Mono', monospace;
 }

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

@@ -1,6 +1,8 @@
+import { Info } from '@signozhq/icons';
 import { Typography } from '@signozhq/ui/typography';
-import { Spin } from 'antd';
+import { Spin, Tooltip } from 'antd';
 import { MetricreductionruletypesGettableReductionRulePreviewDTO } from 'api/generated/services/sigNoz.schemas';
+import { popupContainer } from 'utils/selectPopupContainer';
 
 import { formatCompact } from '../../../configUtils';
 import { RuleMode } from '../../../types';
@@ -27,6 +29,7 @@ function ImpactPanel({
 		);
 	}
 
+	const full = preview?.ingestedSeries ?? 0;
 	const current = preview?.currentRetainedSeries ?? 0;
 	const proposed = preview?.retainedSeries ?? 0;
 	const deltaPct = current > 0 ? (1 - proposed / current) * 100 : 0;
@@ -40,31 +43,59 @@ function ImpactPanel({
 			{!isLoading && preview && (
 				<div className={styles.meterGrid}>
 					<div className={styles.meter}>
-						<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
-							Current series
+						<div className={styles.meterLabelRow}>
+							<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+								Full series
+							</Typography.Text>
+							<Tooltip
+								title="Total number of series for this metric before any reduction."
+								getPopupContainer={popupContainer}
+							>
+								<Info size={12} className={styles.meterInfo} />
+							</Tooltip>
+						</div>
+						<Typography.Text size="2xl" className={styles.meterValue}>
+							{formatCompact(full)}
 						</Typography.Text>
+					</div>
+					<div className={styles.meter}>
+						<div className={styles.meterLabelRow}>
+							<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+								Current retained
+							</Typography.Text>
+							<Tooltip
+								title="Series kept today under the metric's existing rule, or all of them if it has no rule yet."
+								getPopupContainer={popupContainer}
+							>
+								<Info size={12} className={styles.meterInfo} />
+							</Tooltip>
+						</div>
 						<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>
+						<div className={styles.meterLabelRow}>
+							<Typography.Text size="xs" color="muted" className={styles.meterLabel}>
+								Potential retained
+							</Typography.Text>
+							<Tooltip
+								title="Series that would be kept if you save this rule, with the reduction vs what's retained today."
+								getPopupContainer={popupContainer}
+							>
+								<Info size={12} className={styles.meterInfo} />
+							</Tooltip>
+						</div>
 						<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}
+							{deltaPct !== 0 && (
+								<Typography.Text
+									size="small"
+									color={deltaPct >= 0 ? 'success' : undefined}
+								>
+									{reductionLabel}
+								</Typography.Text>
+							)}
 						</Typography.Text>
 					</div>
 				</div>

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

@@ -18,12 +18,12 @@ const MODE_OPTIONS: ModeOption[] = [
 	},
 	{
 		mode: 'include',
-		title: 'Include attributes',
+		title: 'Include',
 		description: 'Allowlist: only the selected attributes stay queryable.',
 	},
 	{
 		mode: 'exclude',
-		title: 'Exclude attributes',
+		title: 'Exclude',
 		description: 'Blocklist: the selected attributes are aggregated away.',
 	},
 ];

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

@@ -53,12 +53,12 @@ function RelatedAssetsWarning({
 		<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">
+				<Typography.Text as="div" size="base" 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">
+					<Typography.Text as="div" size="base" color="muted">
 						{impactedLabels.join(', ')} will no longer be queryable; affected panels
 						fall back to aggregated data once the rule applies.
 					</Typography.Text>
@@ -73,7 +73,7 @@ function RelatedAssetsWarning({
 							<li key={`${asset.type}-${asset.id}-${asset.widget?.id ?? ''}`}>
 								{href ? (
 									<Typography.Link
-										size="sm"
+										size="base"
 										href={href}
 										target="_blank"
 										rel="noopener noreferrer"
@@ -81,7 +81,7 @@ function RelatedAssetsWarning({
 										{label}
 									</Typography.Link>
 								) : (
-									<Typography.Text size="sm" color="muted">
+									<Typography.Text size="base" color="muted">
 										{label}
 									</Typography.Text>
 								)}

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

@@ -42,6 +42,10 @@ function VolumeControlConfigDrawer({
 
 	const footer = (
 		<div className={styles.footer}>
+			<Typography.Text size="small" color="muted">
+				Changes take effect about 5 minutes after saving.
+			</Typography.Text>
+			<div className={styles.footerSpacer} />
 			<Button
 				variant="outlined"
 				color="secondary"
@@ -50,7 +54,6 @@ function VolumeControlConfigDrawer({
 			>
 				Cancel
 			</Button>
-			<div className={styles.footerSpacer} />
 			{hasExistingRule && (
 				<Button
 					variant="ghost"

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlSection/PendingActivationBanner/PendingActivationBanner.tsx

@@ -8,8 +8,8 @@ function PendingActivationBanner(): JSX.Element {
 		<div className={styles.banner} data-testid="volume-control-pending-banner">
 			<Info size={13} />
 			<Typography.Text size="sm" color="muted">
-				This metric&apos;s configuration was recently updated. Volume changes will
-				take effect within a few minutes.
+				This metric&apos;s configuration was recently updated. Volume changes take
+				effect within about 5 minutes.
 			</Typography.Text>
 		</div>
 	);

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

@@ -22,7 +22,7 @@ function VolumeControlSection({
 		useVolumeControlFeatureGate();
 	const [isConfigOpen, setIsConfigOpen] = useState(false);
 
-	const { data, isLoading, error } = useListMetricReductionRules(
+	const { data, isLoading, isError } = useListMetricReductionRules(
 		{ metricName },
 		{
 			query: {
@@ -37,7 +37,7 @@ function VolumeControlSection({
 	}
 
 	const rule = data?.data.rules?.[0];
-	const hasRule = !!rule && !error;
+	const hasRule = !!rule && !isError;
 
 	const openConfig = (): void => setIsConfigOpen(true);
 	const closeConfig = (): void => setIsConfigOpen(false);
@@ -53,6 +53,16 @@ function VolumeControlSection({
 
 			{isLoading && <Skeleton active title={false} paragraph={{ rows: 2 }} />}
 
+			{!isLoading && isError && (
+				<Typography.Text
+					size="small"
+					color="danger"
+					data-testid="volume-control-section-error"
+				>
+					Failed to load volume control. Please try again.
+				</Typography.Text>
+			)}
+
 			{!isLoading && hasRule && rule && !rule.active && (
 				<PendingActivationBanner />
 			)}
@@ -65,7 +75,7 @@ function VolumeControlSection({
 				/>
 			)}
 
-			{!isLoading && !hasRule && (
+			{!isLoading && !isError && !hasRule && (
 				<NoRuleEmptyState canManage={canManageVolumeControl} onSetup={openConfig} />
 			)}
 

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlTab/VolumeControlStats/VolumeControlStats.module.scss

@@ -1,3 +1,9 @@
+.statsSection {
+	display: flex;
+	flex-direction: column;
+	gap: 8px;
+}
+
 .stats {
 	display: flex;
 	flex-wrap: wrap;
@@ -21,11 +27,24 @@
 	background: var(--callout-success-background);
 }
 
+.statCardLabelRow {
+	display: flex;
+	align-items: center;
+	gap: 4px;
+}
+
 .statCardLabel {
 	text-transform: uppercase;
 	letter-spacing: 0.05em;
 }
 
+.statCardInfo {
+	flex-shrink: 0;
+	color: var(--bg-vanilla-400, #c0c1c3);
+	line-height: 1;
+	cursor: help;
+}
+
 .statCardValue {
 	display: flex;
 	align-items: baseline;

frontend/src/container/MetricsExplorer/VolumeControl/components/VolumeControlTab/VolumeControlStats/VolumeControlStats.tsx

@@ -1,4 +1,6 @@
+import { Info } from '@signozhq/icons';
 import { Typography } from '@signozhq/ui/typography';
+import { Skeleton, Tooltip } from 'antd';
 import cx from 'classnames';
 
 import { formatCompact, formatUsd } from '../../../configUtils';
@@ -8,12 +10,17 @@ interface VolumeControlStatsProps {
 	activeRules: number;
 	ingestedSeries: number;
 	retainedSeries: number;
+	ingestedSamples: number;
+	retainedSamples: number;
 	estimatedMonthlySavingsUsd: number;
+	isLoading?: boolean;
+	isError?: boolean;
 }
 
 interface StatItem {
 	label: string;
 	value: string;
+	tooltip: string;
 	delta?: string;
 	unit?: string;
 	highlighted?: boolean;
@@ -24,20 +31,53 @@ function VolumeControlStats({
 	activeRules,
 	ingestedSeries,
 	retainedSeries,
+	ingestedSamples,
+	retainedSamples,
 	estimatedMonthlySavingsUsd,
+	isLoading = false,
+	isError = false,
 }: VolumeControlStatsProps): JSX.Element {
 	const overallReduction =
 		ingestedSeries > 0
 			? Math.round((1 - retainedSeries / ingestedSeries) * 100)
 			: 0;
 
+	const sampleReduction =
+		ingestedSamples > 0
+			? Math.round((1 - retainedSamples / ingestedSamples) * 100)
+			: 0;
+
 	const items: StatItem[] = [
-		{ label: 'Active rules', value: String(activeRules) },
-		{ label: 'Ingested series', value: formatCompact(ingestedSeries) },
+		{
+			label: 'Configured rules',
+			value: String(activeRules),
+			tooltip: 'Volume-control rules currently configured for this workspace.',
+		},
+		{
+			label: 'Ingested series',
+			value: formatCompact(ingestedSeries),
+			tooltip:
+				'Distinct time series across all metrics in the last 1 hour, before any reduction.',
+		},
 		{
 			label: 'Retained series',
 			value: formatCompact(retainedSeries),
 			delta: overallReduction > 0 ? `−${overallReduction}%` : undefined,
+			tooltip:
+				'Distinct time series kept across all metrics in the last 1 hour; everything except what the rules reduce away. Lower than ingested means more reduction.',
+		},
+		{
+			label: 'Ingested samples',
+			value: formatCompact(ingestedSamples),
+			tooltip:
+				'Sample data points across all metrics in the last 1 hour, before any reduction.',
+		},
+		{
+			label: 'Retained samples',
+			value: formatCompact(retainedSamples),
+			delta: sampleReduction > 0 ? `−${sampleReduction}%` : undefined,
+			tooltip:
+				'Sample data points kept across all metrics in the last 1 hour; everything except what the rules reduce. Samples reduce more than series because series do not all carry the same sample volume.',
 		},
 		{
 			label: 'Est. monthly savings',
@@ -45,42 +85,73 @@ function VolumeControlStats({
 			unit: '/mo',
 			highlighted: true,
 			valueGood: true,
+			tooltip:
+				'Rough monthly estimate: the samples the rules reduced in the last 1 hour, scaled to a month at 1-month standard retention. It is extrapolated from a single rolling hour.',
 		},
 	];
 
 	return (
-		<div className={styles.stats} data-testid="volume-control-stats">
-			{items.map((item) => (
-				<div
-					key={item.label}
-					className={cx(styles.statCard, {
-						[styles.statCardHighlighted]: item.highlighted,
-					})}
-				>
-					<Typography.Text size="sm" color="muted" className={styles.statCardLabel}>
-						{item.label}
-					</Typography.Text>
-					<Typography.Text
-						as="div"
-						size="large"
-						weight="semibold"
-						color={item.valueGood ? 'success' : undefined}
-						className={styles.statCardValue}
+		<div className={styles.statsSection}>
+			<Typography.Text size="small" color="muted">
+				Last 1 hour
+			</Typography.Text>
+			<div className={styles.stats} data-testid="volume-control-stats">
+				{items.map((item) => (
+					<div
+						key={item.label}
+						className={cx(styles.statCard, {
+							[styles.statCardHighlighted]: item.highlighted,
+						})}
 					>
-						{item.value}
-						{item.delta && (
-							<Typography.Text size="small" weight="semibold" color="success">
-								{item.delta}
+						<div className={styles.statCardLabelRow}>
+							<Typography.Text
+								size="sm"
+								color="muted"
+								className={styles.statCardLabel}
+							>
+								{item.label}
+							</Typography.Text>
+							<Tooltip title={item.tooltip}>
+								<Info size={12} className={styles.statCardInfo} />
+							</Tooltip>
+						</div>
+						{isLoading && (
+							<Skeleton.Button active size="small" className={styles.statCardValue} />
+						)}
+						{!isLoading && isError && (
+							<Typography.Text
+								as="div"
+								size="small"
+								color="danger"
+								className={styles.statCardValue}
+							>
+								Failed to load
 							</Typography.Text>
 						)}
-						{item.unit && (
-							<Typography.Text size="small" weight="medium" color="muted">
-								{item.unit}
+						{!isLoading && !isError && (
+							<Typography.Text
+								as="div"
+								size="large"
+								weight="semibold"
+								color={item.valueGood ? 'success' : undefined}
+								className={styles.statCardValue}
+							>
+								{item.value}
+								{item.delta && (
+									<Typography.Text size="small" weight="semibold" color="success">
+										{item.delta}
+									</Typography.Text>
+								)}
+								{item.unit && (
+									<Typography.Text size="small" weight="medium" color="muted">
+										{item.unit}
+									</Typography.Text>
+								)}
 							</Typography.Text>
 						)}
-					</Typography.Text>
-				</div>
-			))}
+					</div>
+				))}
+			</div>
 		</div>
 	);
 }

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

@@ -13,8 +13,10 @@
 	font-family: 'Geist Mono', monospace;
 }
 
-.reductionCell {
-	font-family: 'Geist Mono', monospace;
+.volumeCell {
+	display: flex;
+	flex-direction: column;
+	gap: 2px;
 }
 
 .empty {

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

@@ -36,7 +36,7 @@ type VolumeControlTableParams = Required<
 >;
 
 const DEFAULT_PARAMS: VolumeControlTableParams = {
-	orderBy: OrderBy.reduction,
+	orderBy: OrderBy.ingested_volume,
 	order: SortOrder.desc,
 	search: '',
 	offset: 0,
@@ -60,11 +60,20 @@ function VolumeControlTab(): JSX.Element {
 		);
 	}, [debouncedSearch]);
 
-	const { data, isLoading } = useListMetricReductionRules(params, {
+	const {
+		data,
+		isLoading,
+		isError: isListError,
+	} = useListMetricReductionRules(params, {
 		query: { enabled: isVolumeControlEnabled },
 	});
 
-	const { data: statsData } = useGetMetricReductionRuleStats({
+	const {
+		data: statsData,
+		isLoading: isStatsLoading,
+		isFetching: isStatsFetching,
+		isError: isStatsError,
+	} = useGetMetricReductionRuleStats({
 		query: { enabled: isVolumeControlEnabled },
 	});
 	const stats = statsData?.data;
@@ -111,7 +120,7 @@ function VolumeControlTab(): JSX.Element {
 				{
 					title: 'MODE',
 					key: 'mode',
-					width: 160,
+					width: 110,
 					render: (
 						_value: unknown,
 						rule: MetricreductionruletypesGettableReductionRuleDTO,
@@ -138,7 +147,14 @@ function VolumeControlTab(): JSX.Element {
 					),
 				},
 				{
-					title: 'INGESTED',
+					title: (
+						<>
+							INGESTED{' '}
+							<Typography.Text size="small" color="muted">
+								(1h)
+							</Typography.Text>
+						</>
+					),
 					key: OrderBy.ingested_volume,
 					width: 130,
 					sorter: true,
@@ -147,13 +163,28 @@ function VolumeControlTab(): JSX.Element {
 						_value: unknown,
 						rule: MetricreductionruletypesGettableReductionRuleDTO,
 					): JSX.Element => (
-						<Typography.Text size="small" color="muted">
-							{formatCompact(rule.ingestedSeries)}
-						</Typography.Text>
+						<div className={styles.volumeCell}>
+							<Typography.Text size="small">
+								{formatCompact(rule.ingestedSeries)}{' '}
+								<Typography.Text size="small" color="muted">
+									series
+								</Typography.Text>
+							</Typography.Text>
+							<Typography.Text size="small" color="muted">
+								{formatCompact(rule.ingestedSamples)} samples
+							</Typography.Text>
+						</div>
 					),
 				},
 				{
-					title: 'RETAINED',
+					title: (
+						<>
+							RETAINED{' '}
+							<Typography.Text size="small" color="muted">
+								(1h)
+							</Typography.Text>
+						</>
+					),
 					key: OrderBy.reduced_volume,
 					width: 130,
 					sorter: true,
@@ -162,22 +193,35 @@ function VolumeControlTab(): JSX.Element {
 						_value: unknown,
 						rule: MetricreductionruletypesGettableReductionRuleDTO,
 					): JSX.Element => (
-						<Typography.Text size="small">
-							{formatCompact(rule.retainedSeries)}
-						</Typography.Text>
+						<div className={styles.volumeCell}>
+							<Typography.Text size="small">
+								{formatCompact(rule.retainedSeries)}{' '}
+								<Typography.Text size="small" color="muted">
+									series
+								</Typography.Text>
+							</Typography.Text>
+							<Typography.Text size="small" color="muted">
+								{formatCompact(rule.retainedSamples)} samples
+							</Typography.Text>
+						</div>
 					),
 				},
 				{
 					title: 'CHANGE',
-					key: OrderBy.reduction,
-					width: 110,
-					sorter: true,
-					sortOrder: sortOrderFor(OrderBy.reduction),
+					width: 140,
 					render: (
 						_value: unknown,
 						rule: MetricreductionruletypesGettableReductionRuleDTO,
 					): JSX.Element => {
-						if (rule.reductionPercent <= 0) {
+						const seriesReduction =
+							rule.ingestedSeries > 0
+								? (1 - rule.retainedSeries / rule.ingestedSeries) * 100
+								: 0;
+						const samplesReduction =
+							rule.ingestedSamples > 0
+								? (1 - rule.retainedSamples / rule.ingestedSamples) * 100
+								: 0;
+						if (seriesReduction <= 0 && samplesReduction <= 0) {
 							return (
 								<Typography.Text size="small" color="muted">
 									—
@@ -185,14 +229,18 @@ function VolumeControlTab(): JSX.Element {
 							);
 						}
 						return (
-							<Typography.Text
-								size="small"
-								weight="semibold"
-								color="success"
-								className={styles.reductionCell}
-							>
-								−{Math.round(rule.reductionPercent)}%
-							</Typography.Text>
+							<div className={styles.volumeCell}>
+								<Typography.Text size="small" weight="semibold" color="success">
+									{seriesReduction > 0 ? `−${Math.round(seriesReduction)}%` : '0%'}{' '}
+									<Typography.Text size="small" color="muted">
+										series
+									</Typography.Text>
+								</Typography.Text>
+								<Typography.Text size="small" color="muted">
+									{samplesReduction > 0 ? `−${Math.round(samplesReduction)}%` : '0%'}{' '}
+									samples
+								</Typography.Text>
+							</div>
 						);
 					},
 				},
@@ -273,7 +321,11 @@ function VolumeControlTab(): JSX.Element {
 				activeRules={total}
 				ingestedSeries={stats?.ingestedSeries ?? 0}
 				retainedSeries={stats?.retainedSeries ?? 0}
+				ingestedSamples={stats?.ingestedSamples ?? 0}
+				retainedSamples={stats?.retainedSamples ?? 0}
 				estimatedMonthlySavingsUsd={stats?.estimatedMonthlySavingsUsd ?? 0}
+				isLoading={isStatsLoading || isStatsFetching}
+				isError={isStatsError}
 			/>
 
 			<VolumeControlChart enabled={isVolumeControlEnabled} />
@@ -293,7 +345,13 @@ function VolumeControlTab(): JSX.Element {
 					showSizeChanger: false,
 				}}
 				locale={{
-					emptyText: (
+					emptyText: isListError ? (
+						<div className={styles.empty} data-testid="volume-control-tab-error">
+							<Typography.Text color="danger">
+								Failed to load volume control rules. Please try again.
+							</Typography.Text>
+						</div>
+					) : (
 						<div className={styles.empty} data-testid="volume-control-tab-empty">
 							<Typography.Text color="muted">
 								No volume control rules yet. Open a metric and set one up to start

frontend/src/container/MetricsExplorer/VolumeControl/hooks/useVolumeControlConfig.ts

@@ -49,6 +49,7 @@ export interface UseVolumeControlConfigResult {
 const PREVIEW_DEBOUNCE_MS = 400;
 const SAVE_ERROR_MESSAGE = 'Failed to save volume control rule';
 const REMOVE_ERROR_MESSAGE = 'Failed to remove volume control rule';
+const PREVIEW_ERROR_MESSAGE = 'Failed to preview volume control rule';
 
 export function useVolumeControlConfig({
 	metricName,
@@ -95,11 +96,25 @@ export function useVolumeControlConfig({
 		const timer = setTimeout(() => {
 			previewMutate(
 				{ data: { metricName, matchType: matchTypeForMode(mode), labels } },
-				{ onSettled: () => setIsPreviewPending(false) },
+				{
+					onError: (error) =>
+						notifications.error({
+							message: error.response?.data?.error?.message ?? PREVIEW_ERROR_MESSAGE,
+						}),
+					onSettled: () => setIsPreviewPending(false),
+				},
 			);
 		}, PREVIEW_DEBOUNCE_MS);
 		return (): void => clearTimeout(timer);
-	}, [open, mode, labels, metricName, previewMutate, previewReset]);
+	}, [
+		open,
+		mode,
+		labels,
+		metricName,
+		previewMutate,
+		previewReset,
+		notifications,
+	]);
 
 	const createMutation = useCreateMetricReductionRule();
 	const updateMutation = useUpdateMetricReductionRuleByID();
@@ -142,7 +157,10 @@ export function useVolumeControlConfig({
 		}
 
 		const onSuccess = (): void => {
-			notifications.success({ message: 'Volume control rule saved' });
+			notifications.success({
+				message:
+					'Volume control rule saved. It takes about 5 minutes to take effect.',
+			});
 			invalidate();
 			onClose();
 		};

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

@@ -9,7 +9,7 @@ export function isKeepMode(
 export function getMatchTypeLabel(
 	matchType: MetricreductionruletypesMatchTypeDTO,
 ): string {
-	return isKeepMode(matchType) ? 'Include attributes' : 'Exclude attributes';
+	return isKeepMode(matchType) ? 'Include' : 'Exclude';
 }
 
 export function getLabelVerb(