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Home/Skill Store/Data & Analytics/bigquery-pipeline-audit
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bigquery-pipeline-audit

Data & Analytics

Gives your agent the ability to audit Python and BigQuery pipelines for cost safety, idempotency, and production readiness, identifying runaway costs and data corruption risks.

When to use

  • When you are reviewing a new BigQuery data pipeline script

  • When you want to catch potential cost spikes before deploying a data job

  • When you need to ensure your data pipeline can be safely re-run without duplicating data

How to use

  1. 1

    Provide the Python script or SQL code for your BigQuery pipeline

  2. 2

    Review the audit report covering cost exposure, dry runs, and loop designs

  3. 3

    Examine the suggested SQL fixes for partition filtering and scan size optimization

  4. 4

    Apply the recommended idempotency patterns like MERGE or deduplication views

Example conversation

case
You

You

Audit this Python script that loads daily sales data into BigQuery. I want to make sure it's cost-efficient.

bigquery-pipeline-audit

Agent

I've audited your script and found a high-risk loop that triggers 90 separate queries. I've provided a patch to use a single set-based query with a partition filter, which will reduce your estimated costs by 85% and ensure the job is idempotent.

FAQ

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