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Compute Costs

Masthead analyzes BigQuery compute resource consumption and provides recommendations based on the pipelines and resource usage patterns. These recommendations help leverage the most cost-effective BigQuery compute models.

Saving options on Compute Cost Insights page

Saving options on Compute Cost Insights page

Recommendations

Alternative Compute Models

Masthead analyzes BigQuery compute resource consumption and provides recommendations for the most cost-effective BigQuery compute models.

See Reservation Assignments for detailed guidance on:

  • Model recommendations for projects, workloads, pipelines and third-party services
  • Pipeline-level optimization strategies

Pipelines with Dead-End Downstream

Masthead identifies and tags tables with no downstream consumption as Dead-End Tables. This allows you to identify running upstream pipelines that only produce these tables. Review and reclaim resources by switching off such pipelines.

Recommendation:

  1. Check recommendations for pipelines with dead-end tables on Costs Insights page:

    Pipelines with dead-end tables

    Pipelines with dead-end tables

  2. Verify the tables have no consumers downstream on the Dictionary and Lineage pages.

  3. Adjust or disable upstream pipelines to reduce unnecessary compute spend.