SUMMARIZATION

Weekly regression-trend brief from warehoused Sentry data

Each week, reads deploy and Sentry error history from BigQuery, clusters recurring regressions by root-cause signature across all releases.

CategorySummarization
Enginesim
Difficultyadvanced
Triggerschedule
Steps6
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly schedule
  • ActionQuery BigQuery for deploys joined to Sentry errorsGoogle BigQueryBigQuery
  • LogicCluster regressions by root cause across releases
  • LogicRank clusters by recurrence and impact
  • ActionWrite recurring-regression trend briefOpenAI
  • OutputPost trend brief to engineering SlackSlack

What it does

Looks past single deploys to find patterns. It reads a week of warehoused deploy and Sentry error records, clusters regressions by root-cause signature across every release, and surfaces the causes that keep coming back, so the team can fix the systemic issue instead of patching the same break repeatedly.

When to use it

When individual deploy alerts are handled but nobody sees the bigger picture of which subsystems regress over and over. Use it for a weekly engineering retro input or reliability review.

How it works

  1. 1A weekly schedule triggers the trend analysis.
  2. 2Query BigQuery for the week's deploys joined to their Sentry error groups.
  3. 3Cluster regressions by root-cause signature across all releases in range.
  4. 4Rank clusters by recurrence and total user impact over the week.
  5. 5An LLM writes a trend brief naming repeat offenders and affected areas.
  6. 6Post the brief to the engineering Slack channel.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect BigQueryDatasets, queries, schemas.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect SlackChannels, DMs, threads, mentions.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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