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Duplicate graph-schema component to bigquery skill
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---
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name: developing-with-bigquery
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name: bigquery
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description: |
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Provides BigQuery-specific logic, knowledge, and specialized standards.
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Use this skill whenever you are doing anything with BigQuery, including:
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4. Graph Analytics (GQL & Property Graphs)
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license: Apache-2.0
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metadata:
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version: v2
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version: v4
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publisher: google
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---
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This skill provides comprehensive guidance for BigQuery services, optimizations,
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and data handling. It acts as a routing table for specialized BigQuery topics.
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> [!IMPORTANT]
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>
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> For general standards on running BigQuery in notebooks (SQL cells, `export`
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> keyword), see `@skill:notebook-guidance`.
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> [!IMPORTANT]
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>
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Performance and efficiency guidelines for BigQuery SQL. Includes rules for
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column pruning, pushdown, and materialization strategies.
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- **Guide**: [OPTIMIZATION.md](references/sql/OPTIMIZATION.md)
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### 2. BigFrames (BigQuery DataFrames)
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Guidelines for generating valid BigFrames code for data manipulation, model
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development, and visualization.
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- **Guide**: [BIGFRAMES.md](references/bigframes/BIGFRAMES.md)
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Bigframes should be the default library/tool as it is more efficient than using
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Usage rules and syntax standards for all BigQuery AI/ML functions via SQL
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(Forecasting, Generative AI, Classification, etc.).
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- **Best Practices**: [ai_function_best_practices.md](references/ai-ml/ai_function_best_practices.md)
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- **Functions Reference**:
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### 4. Graph Analytics (Property Graphs & GQL)
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Guidelines and best practices for querying property graphs in BigQuery.
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- **Property Graph Guidelines**: [graph_queries.md](references/graph/graph_queries.md) - Standard GQL syntax and query patterns.
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- **Semantic Graph Guidelines**: [semantic_queries.md](references/graph/semantic_queries.md) - Semantic graph operations and expand functions.
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- **Graph Schema DDL Advisor**:
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[graph_schema_ddl_advisor.md](references/graph/graph-schema/graph_schema_ddl_advisor.md)
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- Assists in defining, correcting, and optimizing BigQuery Property Graph
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and Semantic Graph schemas.

skills/developing-with-bigquery/references/ai-ml/ai_classify.md renamed to skills/bigquery/references/ai-ml/ai_classify.md

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skills/developing-with-bigquery/references/ai-ml/ai_detect_anomalies.md renamed to skills/bigquery/references/ai-ml/ai_detect_anomalies.md

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skills/developing-with-bigquery/references/ai-ml/ai_evaluate.md renamed to skills/bigquery/references/ai-ml/ai_evaluate.md

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skills/developing-with-bigquery/references/ai-ml/ai_forecast.md renamed to skills/bigquery/references/ai-ml/ai_forecast.md

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skills/developing-with-bigquery/references/ai-ml/ai_function_best_practices.md renamed to skills/bigquery/references/ai-ml/ai_function_best_practices.md

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skills/developing-with-bigquery/references/ai-ml/ai_generate.md renamed to skills/bigquery/references/ai-ml/ai_generate.md

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skills/developing-with-bigquery/references/ai-ml/ai_generate_embedding.md renamed to skills/bigquery/references/ai-ml/ai_generate_embedding.md

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skills/developing-with-bigquery/references/ai-ml/ai_generate_table.md renamed to skills/bigquery/references/ai-ml/ai_generate_table.md

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