IT OPS

Axiom Ingestion Cost-Spike Triage with Noisy-Service Breakdown

Runs hourly to compare Axiom ingestion volume against a rolling baseline, and when a cost spike is detected it ranks the top services by byte volume and posts a triage card…

CategoryIT Ops
Enginesim
Difficultyintermediate
Triggerschedule
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerHourly schedule fires
  • ActionQuery Axiom last-hour vs baseline volumeAxiom
  • LogicStop unless deviation exceeds cost threshold
  • ActionGroup Axiom ingestion by serviceAxiom
  • OutputPost triage card to SlackSlack

What it does

Watches your Axiom ingestion volume on an hourly cadence, compares it to a rolling 7-day baseline for the same hour-of-day, and fires only when the deviation crosses your cost threshold. When it fires, it breaks the spike down by service so you immediately know which emitter to blame instead of staring at a flat total.

When to use it

Use it when surprise Axiom bills keep landing after the fact and you want to catch a runaway log emitter within the hour it starts, not at month-end. Ideal for teams without a dedicated observability-cost owner.

How it works

  1. 1An hourly schedule kicks off the run.
  2. 2Query Axiom for total ingested bytes in the last hour and the matching baseline window.
  3. 3A logic step computes percent deviation and stops unless it exceeds the spike threshold.
  4. 4Query Axiom again, grouped by `service`, to rank emitters by bytes and delta.
  5. 5Post a Slack triage card naming the top offending service, its byte share, and the estimated incremental cost.

Set it up

What you configure once, before turning it on.

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

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