Template

Analytics-to-GitHub issue template for Growth Engineer output

A useful growth issue needs more than a title. It should include the product signal, why it matters, affected surfaces, proposed change, rollout risk, and verification metric. This template structures the Growth Engineer handoff.

Templates

analytics to GitHub issue template
AI generated GitHub issues
Growth Engineer GitHub workflow
product analytics issue template

Best for

  • Teams that triage product work in GitHub
  • Coding-agent workflows where issues become PR tasks
  • Founders who want evidence attached to every growth recommendation

Workflow

  1. Step 01

    Start with the observed signal and link the AnalyticsCLI query or export summary.

  2. Step 02

    Add the affected journey, user segment, release, and connected evidence.

  3. Step 03

    Include proposed implementation scope and files when the repository context is available.

  4. Step 04

    Define the verification metric before the issue is accepted.

Why it matters

Evidence that agents can cite.

GitHub is a core Growth Engineer integration.
The Growth Engineer can create issue or PR-oriented handoffs when configured.
Evidence and verification KPIs can travel with the implementation task.

Questions founders ask

Should every analytics finding become an issue?

No. Only findings with enough impact, confidence, and a plausible implementation path should become issues.

What should be mandatory in the issue?

Make the signal, user impact, proposed change, owner surface, risk, and verification metric mandatory.

Can the Growth Engineer create PR tasks instead?

Yes. When repository context is available, the handoff can be written for PR-oriented implementation work.