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Write and verify SQL queries with BigQuery. Use when executing bq commands, writing SQL queries, or including query results in documents.

Install Skill

1Download skill
2Enable skills in Claude

Open claude.ai/settings/capabilities and find the "Skills" section

3Upload to Claude

Click "Upload skill" and select the downloaded ZIP file

Note: Please verify skill by going through its instructions before using it.

SKILL.md

name data-querying
description Write and verify SQL queries with BigQuery. Use when executing bq commands, writing SQL queries, or including query results in documents.

Data Querying

Verification Requirement

All queries MUST be executed with bq and verified before inclusion. Never include unverified queries or fabricated data.

Query Process

  1. Dry run: Validate syntax and check cost

    bq query --project_id=<PROJECT_ID> --use_legacy_sql=false --dry_run "SELECT ..."
    

    Cost: ~$5/TB. <1GB is light, 2GB+ needs optimization.

  2. Execute: Run and confirm results

    bq query --project_id=<PROJECT_ID> --use_legacy_sql=false --format=csv "SELECT ..."
    
  3. Learn: Study existing queries in project docs for patterns.

Query Design

  • Specify exact date ranges
  • Filter partitioned tables by partition key
  • Avoid correlated subqueries (use JOINs/CTEs)
  • Filter early with CTEs before joining large tables

Documentation

  1. Execute exact query with bq
  2. Copy real output only
  3. State time period and what query measures