DEVOPS

Publish a Weekly Flaky-Test Health Digest to Confluence and Slack

Aggregates the week's flaky-test occurrences from GitHub and Datadog into a ranked health report, publishes it as a Confluence page.

CategoryDevOps
Enginesim
Difficultyintermediate
Triggerschedule
Steps6
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly Monday schedule
  • ActionPull weekly flakes from GitHubGitHubGitHub
  • ActionPull flake-rate stats from DatadogDatadogDatadog
  • LogicMerge, rank, and compute trend
  • ActionPublish ranked report to ConfluenceConfluenceConfluence
  • OutputPost top offenders to SlackSlack

What it does

This workflow turns scattered flaky-test signals into a single weekly scorecard. It tallies how often each test flaked, ranks the worst offenders, computes the week-over-week trend, and publishes a shareable report so flakiness stays visible to the whole team.

When to use it

Use this for a recurring engineering health ritual — a Monday digest that names the top flaky tests, shows whether things are improving, and gives leads an artifact to assign owners against during planning.

How it works

  1. 1A weekly schedule trigger fires Monday morning.
  2. 2The flow pulls the past week's rerun-confirmed failures from GitHub and flake-rate stats from Datadog.
  3. 3A logic step merges and ranks tests by occurrence count and computes the trend versus the prior week.
  4. 4It renders a Confluence page with the ranked table, trend chart data, and links to each test's open quarantine ticket.
  5. 5It posts the top five offenders and the Confluence link to the engineering Slack channel.
  6. 6The published page URL is returned as the output.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect GitHubRepos, issues, pull requests, actions.
  2. 2
    Connect DatadogMetrics, traces, log search.
  3. 3
    Connect ConfluenceSpaces, pages, blueprints.
  4. 4
    Connect SlackChannels, DMs, threads, mentions.
  5. 5
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  6. 6
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  7. 7
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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