Telemetry
For platform teams investigating restarts, readiness loss, and workload instability

Kubernetes Reliability Monitoring with SQL

Track Kubernetes workload transitions and application outcomes together so SQL can separate planned rollout activity from repeated restarts and serving impact.

Reviewed by the Telemetry product team on . Event contract, recommended analysis, and privacy boundaries. Editorial ownership

Get an API keyCopy the prompt
Why this works
  • Group by workload ownership instead of short-lived pod names.
  • Keep restart transitions, cumulative counters, and readiness samples as distinct signals.
  • Connect cluster symptoms to application release and user-visible workflow outcomes.

Agent prompt

Paste this into your coding agent

Replace YOUR_API_KEY after signup, then ask the agent to run the product flow and verify the first events.

agent prompt

Kubernetes Reliability Monitoring with SQL setup prompt

text
Instrument Kubernetes workload reliability with Telemetry.

Use /skill.md and this Telemetry API key: YOUR_API_KEY

Emit controlled workload events with cluster, namespace, workload, pod, event_name, restart_count, ready, release, and environment. Add a bounded reason category only when it is already available and approved.

Create SQL and a dashboard for restart transitions, readiness loss, rollout changes, and related application errors by workload. Alert only on repeated restarts plus sustained readiness or product impact.

Do not send Kubernetes secrets, environment variable values, full manifests, raw logs, container arguments, or customer payloads.

Setup steps

  1. 1Choose the clusters, namespaces, and customer-facing workloads in scope.
  2. 2Emit bounded restart, readiness, rollout, and workload outcome events.
  3. 3Exercise a safe synthetic restart and a planned replacement.
  4. 4Review sustained thresholds with the workload owner before paging.

Events to capture

kubernetes_workload_sampledkubernetes_container_restartedkubernetes_rollout_observedservice_request_completed

Questions unlocked

  • Which workloads restart repeatedly instead of only during rollout?
  • Where does readiness loss coincide with failed product work?
  • Did instability begin with a release, node pool, or cluster change?

Related SQL recipes

Answer the next question with SQL

Run the query against the structured fields from this workflow, inspect the example result, and turn a useful answer into a dashboard or alert.

Browse all recipes
InfrastructureBeginner

Find Kubernetes Restarts by Workload

Which Kubernetes workloads are restarting and failing readiness checks?

Open recipe
InfrastructureBeginner

Find Host and Container Resource Saturation

Which infrastructure sources are persistently resource constrained?

Open recipe
InfrastructureAdvanced

Calculate Incident Detection and Recovery Time

How long does each service take to detect and recover from incidents?

Open recipe
Structured eventsBeginner

Detect Missing Service Heartbeats

Which expected telemetry sources have stopped sending heartbeats?

Open recipe

Next step

Create the API key your agent will use

The free plan is enough to run the prompt, send test events, and review the first dashboard.

Prompt packStart free

Related pages

Infrastructure Metrics With SQL

Send structured infrastructure events when you need queryable host and container history without a large monitoring rollout.

Open page

Crypto And Onchain Automation Monitoring

Track indexed events, agent actions, transaction costs, wallet workflows, tool calls, and failed automation jobs.

Open page

API Reliability Monitoring

Track API request volume, status codes, latency, timeouts, customer impact, and failed endpoints with SQL.

Open page