> For the complete documentation index, see [llms.txt](https://docs.pagerly.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.pagerly.io/sre-ai-agent/data-sources.md).

# Data Sources

Data sources are the tools and services the SRE AI Agent connects to during incident investigation. Each data source provides a different type of signal — logs, metrics, traces, deployments, code changes, or infrastructure state.

## How to Connect a Data Source

1. Go to [SRE Agent Integrations](https://workspace.pagerly.io/integrations/sre-agent) in the Pagerly dashboard
2. Click **Add Integration**
3. Select the data source you want to connect
4. Enter the required credentials (API key, token, URL, etc.)
5. Select the **team** this data source belongs to
6. Add an optional **context prompt** to help the agent understand your setup
7. Click **Save**

{% hint style="info" %}
**All credentials are encrypted at rest** and only used by the SRE Agent during active investigations. We recommend creating **read-only API keys** with minimal permissions.
{% endhint %}

## How Mapping Works

Each data source is **mapped to a specific on-call team**. When someone triggers `@Pagerly assist` in a channel, the agent looks up which team owns that channel and only queries the data sources mapped to that team.

This means:

* **Team A** (Backend) might have Datadog, Kubernetes, PostgreSQL, and GitHub connected
* **Team B** (Frontend) might have Sentry, Vercel, and GitHub connected
* **Team C** (Platform) might have AWS, CloudWatch, Grafana, and ArgoCD connected

When an incident is reported in Team A's channel, the agent only queries Datadog, Kubernetes, PostgreSQL, and GitHub — not Vercel or Sentry.

## Available Data Sources

### Observability & Monitoring

Query logs, metrics, traces, and errors from your monitoring stack.

| Data Source                                                  | What the Agent Queries                      |
| ------------------------------------------------------------ | ------------------------------------------- |
| [Grafana](/sre-ai-agent/data-sources/grafana.md)             | Dashboards, annotations, Prometheus metrics |
| [Coralogix](/sre-ai-agent/data-sources/coralogix.md)         | Logs, metrics, traces                       |
| [Datadog](/sre-ai-agent/data-sources/datadog.md)             | Logs, metrics, APM traces, monitors         |
| [Prometheus](/sre-ai-agent/data-sources/prometheus.md)       | Metrics, firing alerts                      |
| [Grafana Tempo](/sre-ai-agent/data-sources/grafana-tempo.md) | Distributed traces (TraceQL)                |
| [Loki](/sre-ai-agent/data-sources/loki.md)                   | Logs (LogQL)                                |
| [VictoriaLogs](/sre-ai-agent/data-sources/victorialogs.md)   | Logs (LogsQL)                               |
| [Elasticsearch](/sre-ai-agent/data-sources/elasticsearch.md) | Logs, search data                           |
| [OpenSearch](/sre-ai-agent/data-sources/opensearch.md)       | Logs, search data                           |
| [Splunk](/sre-ai-agent/data-sources/splunk.md)               | Logs, metrics (SPL)                         |
| [Jaeger](/sre-ai-agent/data-sources/jaeger.md)               | Distributed traces                          |
| [New Relic](/sre-ai-agent/data-sources/newrelic.md)          | APM, logs, infrastructure (NRQL)            |
| [Honeycomb](/sre-ai-agent/data-sources/honeycomb.md)         | High-cardinality data, traces, SLOs         |
| [Sentry](/sre-ai-agent/data-sources/sentry.md)               | Application errors, stack traces            |
| [CloudWatch](/sre-ai-agent/data-sources/cloudwatch.md)       | AWS logs, metrics                           |

### Infrastructure

Check the health and state of your infrastructure.

| Data Source                                                          | What the Agent Queries                        |
| -------------------------------------------------------------------- | --------------------------------------------- |
| [Kubernetes (Direct)](/sre-ai-agent/data-sources/kubernetes.md)      | Pods, deployments, events, logs               |
| [Kubernetes (Agent)](/sre-ai-agent/data-sources/kubernetes-agent.md) | Same as above, via in-cluster agent           |
| [AWS](/sre-ai-agent/data-sources/aws.md)                             | EC2, ECS, Lambda services                     |
| [Google Cloud (GCP)](/sre-ai-agent/data-sources/gcp.md)              | GCE instances, GKE clusters, Cloud Monitoring |
| [Azure](/sre-ai-agent/data-sources/azure.md)                         | Resources, AKS, Azure Monitor, Activity Log   |
| [Docker](/sre-ai-agent/data-sources/docker.md)                       | Containers, health, restart counts, logs      |
| [Helm](/sre-ai-agent/data-sources/helm.md)                           | Helm releases, revision history               |

### Databases & Message Queues

Monitor database health and queue depths.

| Data Source                                              | What the Agent Queries                        |
| -------------------------------------------------------- | --------------------------------------------- |
| [MongoDB Atlas](/sre-ai-agent/data-sources/mongodb.md)   | Cluster health, processes, alerts             |
| [PostgreSQL](/sre-ai-agent/data-sources/postgresql.md)   | Active queries, locks, replication lag        |
| [Kafka (Confluent)](/sre-ai-agent/data-sources/kafka.md) | Topics, consumer groups, consumer lag         |
| [RabbitMQ](/sre-ai-agent/data-sources/rabbitmq.md)       | Queue depths, connections, dead-letter queues |

### CI/CD & Deployments

Correlate incidents with recent deployments and builds.

| Data Source                                      | What the Agent Queries                 |
| ------------------------------------------------ | -------------------------------------- |
| [ArgoCD](/sre-ai-agent/data-sources/argocd.md)   | GitOps app sync status, deploy history |
| [Jenkins](/sre-ai-agent/data-sources/jenkins.md) | Build status, console logs             |
| [Vercel](/sre-ai-agent/data-sources/vercel.md)   | Deployments, functions, logs           |

### Code & SCM

Search code and recent changes that might have caused the incident.

| Data Source                                    | What the Agent Queries          |
| ---------------------------------------------- | ------------------------------- |
| [GitHub](/sre-ai-agent/data-sources/github.md) | Code, PRs, commits, deployments |
| [GitLab](/sre-ai-agent/data-sources/gitlab.md) | Code, merge requests, pipelines |

### Incident Management & Ticketing

Pull context from your incident management tools.

| Data Source                                            | What the Agent Queries           |
| ------------------------------------------------------ | -------------------------------- |
| [PagerDuty](/sre-ai-agent/data-sources/pagerduty.md)   | Incidents, alerts, escalations   |
| [OpsGenie](/sre-ai-agent/data-sources/opsgenie.md)     | Alerts, on-call schedules        |
| [ServiceNow](/sre-ai-agent/data-sources/servicenow.md) | Incidents, change requests, CMDB |
| [Jira](/sre-ai-agent/data-sources/jira.md)             | Issues, tickets, post-mortems    |
| [Confluence](/sre-ai-agent/data-sources/confluence.md) | Runbooks, documentation          |
| [ClickUp](/sre-ai-agent/data-sources/clickup.md)       | Tasks, incident tracking         |

### Other

| Data Source                                            | What the Agent Queries                     |
| ------------------------------------------------------ | ------------------------------------------ |
| [Web Search](/sre-ai-agent/data-sources/web-search.md) | Stack Overflow, GitHub Issues, known fixes |
| [Amplitude](/sre-ai-agent/data-sources/amplitude.md)   | Product analytics, user activity           |

{% hint style="success" %}
**Can't find your tool?** Contact us at <support@pagerly.io> — we add new integrations regularly.
{% endhint %}