DATA OPS

Investigate a Schema Break and Draft a Remediation Plan in Linear

On demand, an agent investigates a reported Snowflake schema break, traces the full chain of affected dbt models and dashboards, drafts a step-by-step remediation plan.

CategoryData Ops
Enginepaperclip
Difficultyadvanced
Triggermanual
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerOperator manually starts investigation for a table
  • ActionQuery Snowflake to confirm and characterize the changeSnowflakeSnowflake
  • LogicTrace dbt and dashboard dependency blast radius
  • LogicReason through ordered remediation steps and owners
  • OutputFile remediation plan as an assigned Linear ticketLinearLinear

What it does

When a schema break is reported, an agent does the legwork: it inspects the changed Snowflake table, walks the dependency chain to every affected dbt model and the dashboards downstream of them, and writes a concrete remediation plan. It then files that plan as a structured Linear ticket assigned to the right owner.

When to use it

Use it for the messy, judgment-heavy breaks where you need analysis, not just an alert — understanding blast radius, sequencing fixes, and deciding who does what. Best when triggered manually after a drift alert lands and someone needs a plan fast.

How it works

  1. 1An operator manually triggers the investigation with the broken table name.
  2. 2The agent queries Snowflake to confirm the current schema and characterize the change.
  3. 3It traces the dependency graph across dbt models and downstream dashboards to scope the blast radius.
  4. 4It reasons through a remediation sequence — which models to patch, in what order, and who owns each.
  5. 5It files a detailed Linear ticket with the plan, impact summary, and an assignee.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect SnowflakeWarehouses, queries, shares.
  2. 2
    Connect LinearIssues, projects, cycles, triage.
  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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