Grafana connector
Automate Grafana Dashboards, Alerts, and Observability Workflows
Connect Grafana to your entire stack to speed up incident response, metrics reporting, and monitoring automation.
What can you do with the Grafana connector?
Grafana is the open-source standard for metrics visualization, log analysis, and observability dashboards — used by engineering, DevOps, and SRE teams to monitor infrastructure, applications, and business KPIs in real time. Integrating Grafana with your other tools means alert noise gets routed intelligently, on-call workflows fire automatically, and dashboard data flows into reports, tickets, and communication channels without manual effort. With tray.ai's Grafana connector, you can build automation around your monitoring stack and close the loop between observability data and operational action.
Automate & integrate Grafana
Automating Grafana business process or integrating Grafana data is made easy with tray.ai
Use case
Automated Incident Response from Grafana Alerts
When Grafana fires an alert — whether from a Prometheus datasource, a Loki log query, or a custom threshold — tray.ai can instantly create incidents in PagerDuty or Opsgenie, open Jira tickets, post to Slack war-room channels, and page the right on-call engineer. This cuts the lag between detection and response that builds up when engineers manually translate Grafana alerts into action items across multiple systems.
Use case
Dashboard Snapshot Reporting and Distribution
Grafana's snapshot and render APIs let you programmatically capture dashboard images and data exports. With tray.ai, you can schedule automated reports that render dashboard panels, attach them to emails or Slack messages, and distribute them to stakeholders who don't have Grafana access. This removes the recurring manual effort of screenshot-and-send workflows that engineering and ops teams run every week.
Use case
Bi-Directional Alert State Sync with ITSM Tools
Keep Grafana alert states in sync with your ITSM or ticketing systems — ServiceNow, Jira Service Management, Zendesk, and others. When an alert fires, create a ticket. When the ticket is resolved, silence or annotate the Grafana alert. When Grafana resolves the alert, automatically close the associated incident. This two-way sync keeps your operational toolchain consistent and avoids stale open tickets.
Use case
SLO and SLA Breach Notifications Across Teams
Grafana's SLO dashboards and alert rules can signal when error budgets are burning or service-level objectives are at risk. Wire those signals into business workflows so product managers, customer success teams, and executives get timely, context-rich notifications via email, Slack, or Microsoft Teams — without needing Grafana access themselves. It's the difference between monitoring data sitting unread in a dashboard and someone actually doing something about it.
Use case
Grafana Annotations Enriched with Deployment and Change Data
Correlating infrastructure anomalies with code deployments, feature flag changes, or database migrations is critical for fast root-cause analysis. Use tray.ai to automatically post annotations to Grafana dashboards whenever a CI/CD pipeline completes a deployment, a LaunchDarkly flag is toggled, or a change record is opened in ServiceNow. Your dashboards get contextual event markers without anyone stopping to annotate them manually.
Use case
Dynamic Dashboard and Datasource Provisioning
Grafana's API allows programmatic creation and management of dashboards, folders, datasources, and API keys. With tray.ai, you can build provisioning workflows that automatically create new Grafana folders and dashboards when a new customer is onboarded, a new microservice is deployed, or a new environment is spun up. Grafana configuration becomes a repeatable, governed process instead of a manual setup task.
Use case
AI Agent Observability and Monitoring Pipelines
When building AI agents and automated workflows with tray.ai, Grafana can serve as the observability layer for those pipelines. Push custom metrics, execution durations, error rates, and pipeline health data into Grafana datasources through tray.ai, so you can monitor your automation workflows in real time alongside your infrastructure. Engineering teams get full visibility into both the systems and the automations running on top of them.
Build Grafana Agents
Give agents secure and governed access to Grafana through Agent Builder and Agent Gateway for MCP.
Data Source
Query Dashboard Data
Retrieve metrics and visualizations from Grafana dashboards to give context for incident analysis or performance reporting. An agent can pull panel data to summarize system health in natural language.
Data Source
Fetch Alert States
Pull the current state of Grafana alerts to identify firing, pending, or resolved conditions across monitored systems. This lets an agent triage incidents and prioritize responses based on live alert status.
Data Source
Retrieve Annotations
Fetch annotations from Grafana dashboards to line up deployment events, incidents, or config changes against metric trends. An agent can use that context to explain anomalies in system behavior.
Data Source
List Dashboards
Search and list all available Grafana dashboards within an organization so users can find the monitoring views they need. An agent can surface the right dashboard links based on a user's question about a specific service or team.
Data Source
Query Data Sources
Access configured Grafana data sources — Prometheus, Loki, InfluxDB — to run raw metric or log queries. This lets an agent dig into observability data for root cause analysis without anyone having to do it manually.
Agent Tool
Create or Update Annotations
Add annotations to Grafana dashboards to mark events like deployments, incidents, or config changes. An agent can annotate dashboards automatically when it detects or responds to related workflow triggers.
Agent Tool
Manage Alerts
Create, update, pause, or silence Grafana alert rules in response to operational events. An agent can mute noisy alerts during scheduled maintenance windows or adjust thresholds to escalate critical ones.
Agent Tool
Create and Update Dashboards
Programmatically create or modify Grafana dashboards to reflect new services, infrastructure changes, or team requirements. An agent can build monitoring dashboards automatically when new resources are provisioned.
Agent Tool
Manage Teams and Users
Add or remove users from Grafana teams and adjust permissions to control access to dashboards and data sources. An agent can handle onboarding and offboarding by syncing Grafana access with HR or identity systems.
Agent Tool
Create Snapshots
Generate and share Grafana dashboard snapshots to capture a point-in-time view of metrics during an incident or review. An agent can create and distribute snapshots automatically as part of an incident response workflow.
Agent Tool
Manage Organization Settings
Update Grafana organization configurations, preferences, and data source settings as part of infrastructure automation. An agent can apply consistent monitoring configurations across environments when new workloads are deployed.
Get started with our Grafana connector today
If you would like to get started with the tray.ai Grafana connector today then speak to one of our team.
Grafana Challenges
What challenges are there when working with Grafana and how will using Tray.ai help?
Challenge
Alert Fatigue from Unrouted or Unactionable Grafana Alerts
Grafana can generate high volumes of alerts from multiple datasources, and without intelligent routing, teams receive too many notifications with no clear ownership or next step. Engineers get alert fatigue, critical incidents get missed, and there's no consistent process for turning alerts into actions.
How Tray.ai Can Help:
tray.ai lets you build conditional routing logic around Grafana alert labels, severity levels, and datasource types so each alert triggers the right downstream action — a PagerDuty page, a Slack message, a Jira ticket, or a silenced acknowledgment — without writing custom webhook handling code.
Challenge
Manual Effort in Reporting Metrics to Non-Technical Stakeholders
Engineering teams routinely spend time manually capturing Grafana dashboard screenshots, formatting them into slides or emails, and distributing them to product managers, executives, or customers. It's repetitive work that pulls attention away from higher-value tasks, and the reports are always slightly out of date by the time they land.
How Tray.ai Can Help:
tray.ai's Grafana connector can call the render and snapshot APIs on a schedule, programmatically assemble reports, and distribute them through email or collaboration tools — cutting out the recurring manual reporting burden entirely.
Challenge
Lack of Contextual Change Data in Grafana Dashboards
When an anomaly appears in a Grafana time series, engineers have to manually cross-reference deployment logs, change management records, and release notes to figure out whether a code or config change caused it. That investigation is slow and easy to get wrong.
How Tray.ai Can Help:
tray.ai can automatically post Grafana annotations from GitHub, CircleCI, ServiceNow, LaunchDarkly, and other tools whenever a change event occurs, so engineers always have deployment and change context overlaid directly on their dashboards without any manual annotation work.
Challenge
Inconsistent Grafana Provisioning Across Environments and Tenants
When new microservices are deployed or new customers are onboarded in multi-tenant SaaS environments, manually creating Grafana folders, dashboards, and datasources for each is time-consuming and leads to inconsistencies in naming, structure, and coverage across teams.
How Tray.ai Can Help:
tray.ai can trigger Grafana's provisioning APIs from CI/CD pipelines, onboarding workflows, or infrastructure-as-code events to automatically create standardized, template-based dashboards and folders — making Grafana provisioning a governed, repeatable process instead of a manual one.
Challenge
Stale Incident Tickets When Grafana Alerts Auto-Resolve
Grafana alerts frequently auto-resolve on their own, but ITSM tickets or PagerDuty incidents created when the alert fired stay open unless someone manually closes them. This creates ticket backlogs, inaccurate MTTR metrics, and real confusion about what's actually still broken.
How Tray.ai Can Help:
tray.ai listens for Grafana resolved webhook events and automatically closes or resolves the corresponding downstream tickets in Jira, ServiceNow, PagerDuty, or Opsgenie — keeping your incident management systems clean and your MTTR data accurate without any manual cleanup.
Talk to our team to learn how to connect Grafana with your stack
Find the tray.ai connector with one of the 700+ other connectors in the tray.ai connector library to integrate your stack.
Integrate Grafana With Your Stack
The Tray.ai connector library can help you integrate Grafana with the rest of your stack. See what Tray.ai can help you integrate Grafana with.
Start using our pre-built Grafana templates today
Start from scratch or use one of our pre-built Grafana templates to quickly solve your most common use cases.
Template
Grafana Alert to PagerDuty Incident with Slack Notification
Automatically creates a PagerDuty incident and posts a formatted Slack message with alert details whenever a Grafana alert fires, then resolves both when the alert recovers.
Steps:
- Receive Grafana alert webhook payload including alert name, severity, labels, and dashboard URL
- Create a PagerDuty incident with alert context, routing key, and severity level
- Post a rich Slack message to the appropriate incident channel with a link to the Grafana dashboard
- Listen for Grafana resolved webhook and auto-resolve the PagerDuty incident and update the Slack thread
Connectors Used: Grafana, PagerDuty, Slack
Template
Weekly Grafana Dashboard Report via Email
Schedules a weekly render of specified Grafana dashboard panels and sends them as an HTML email digest to a defined distribution list of stakeholders.
Steps:
- Trigger on a weekly schedule every Monday morning
- Call Grafana's render API to generate PNG images for a configured list of panel IDs
- Compile rendered images into a formatted HTML email body with panel titles and timestamps
- Send the email digest via SendGrid to a configured recipient list
Connectors Used: Grafana, SendGrid
Template
GitHub Deployment Annotation in Grafana
Posts a Grafana annotation to specified dashboards whenever a GitHub Actions workflow completes a production deployment, so engineers can correlate releases with metric changes.
Steps:
- Trigger on a GitHub Actions workflow_run event with status completed and branch main
- Extract deployment metadata including commit SHA, author, repository, and deployment time
- Call Grafana's annotations API to post a global or dashboard-scoped annotation with deployment details
- Notify the engineering Slack channel with a confirmation that the annotation has been posted
Connectors Used: GitHub, Grafana, Slack
Template
Grafana Alert to Jira Bug Ticket with Auto-Close
Creates a Jira bug ticket when a Grafana alert fires and automatically transitions the ticket to Done when the alert resolves, keeping your backlog clean.
Steps:
- Receive Grafana firing alert via webhook with alert name, labels, and dashboard panel URL
- Search Jira for an existing open ticket with the same alert name to prevent duplicates
- Create a Jira bug in the appropriate project with alert details, severity, and dashboard link attached
- On Grafana resolved webhook, find the matching Jira ticket by alert name and transition it to Done
Connectors Used: Grafana, Jira, Slack
Template
New Microservice Deployment Triggers Grafana Dashboard Provisioning
Automatically creates a dedicated Grafana folder and imports a standard dashboard template for a newly deployed microservice, triggered by a Kubernetes event or CI/CD pipeline completion.
Steps:
- Trigger when a new service repository is created in GitHub or a CI/CD pipeline tags a new service deployment
- Create a new Grafana folder named after the microservice in the appropriate organization
- Import a standardized dashboard JSON template into the new folder with service-specific variables substituted
- Post a Slack notification to the team channel with a link to the newly provisioned Grafana dashboard
Connectors Used: GitHub, Grafana, Slack
Template
SLO Error Budget Alert to Customer Success and Engineering
When Grafana detects an SLO error budget burn rate alert, notify both the engineering on-call and the customer success team with context-appropriate messaging.
Steps:
- Receive Grafana SLO alert webhook with burn rate, remaining error budget, and affected service details
- Post a technical alert to the engineering Slack channel with full alert context and dashboard link
- Look up affected customers in HubSpot based on the service or tenant label in the alert
- Create a HubSpot task or note for the customer success team flagging impacted accounts for proactive outreach
Connectors Used: Grafana, Slack, HubSpot