DATA OPS

Honeycomb Cardinality Proposal with Linear Ticket and Slack Approval Loop

Detects a sustained high-cardinality spike, posts a consolidation proposal to Slack for human approval.

CategoryData Ops
EngineSim + Paperclip
Difficultyadvanced
Triggerschedule
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerSchedule triggers spike check
  • ActionConfirm sustained spike in HoneycombHoneycomb
  • ActionPost proposal to Slack with approve/dismissSlack
  • LogicBranch on reviewer approval decision
  • OutputCreate scoped Linear issue for owning team on approvalLinearLinear

What it does

This workflow catches sustained high-cardinality spikes (not one-off blips), generates a derived-column consolidation proposal, and posts it to Slack with approve and dismiss actions. If a reviewer approves, it creates a Linear issue scoped to the offending dataset and routes it to the owning team; if dismissed, it records the decision and moves on. It puts a human gate between detection and ticket creation so the backlog stays clean.

When to use it

Use it when you want proposals reviewed before they become work — avoiding ticket spam from transient spikes while still capturing the ones that matter. Ideal for teams with dataset ownership mapped to Linear teams.

How it works

  1. 1A schedule triggers the spike check.
  2. 2Query Honeycomb and confirm the spike has persisted across multiple intervals.
  3. 3Draft a consolidation proposal and post it to Slack with approve/dismiss actions.
  4. 4Logic branches on the reviewer's response.
  5. 5On approval, create a scoped Linear issue assigned to the owning team.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect HoneycombDistributed traces and queries.
  2. 2
    Connect SlackChannels, DMs, threads, mentions.
  3. 3
    Connect LinearIssues, projects, cycles, triage.
  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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