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tinybird

Tinybird file formats, SQL rules, optimization patterns, and best practices for datasources, pipes, endpoints, and materialized views.

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Tinybird Best Practices

Guidance for Tinybird file formats, SQL rules, optimization patterns, and data modeling. Use this skill when creating or editing Tinybird datafiles.

When to Apply

  • Creating or updating Tinybird resources (.datasource, .pipe, .connection)
  • Writing or optimizing SQL queries
  • Designing endpoint schemas and data models
  • Organizing project structure and data layers
  • Working with materialized views or copy pipes
  • Implementing deduplication patterns
  • Reviewing or refactoring Tinybird project files

Rule Files

  • rules/project-files.md
  • rules/build-deploy.md
  • rules/datasource-files.md
  • rules/pipe-files.md
  • rules/endpoint-files.md
  • rules/materialized-files.md
  • rules/materialized-join-prefilter.md
  • rules/sink-files.md
  • rules/copy-files.md
  • rules/connection-files.md
  • rules/sql.md
  • rules/endpoint-optimization.md
  • rules/tests.md
  • rules/deduplication-patterns.md

Quick Reference

  • Project local files are the source of truth.
  • Build target comes from tinybird.config.json dev_mode (local or branch).
  • tb deploy targets Tinybird Cloud production.
  • Commands like tb sql and tb logs default to local unless --cloud or --branch=<branch-name> is set.
  • SQL is SELECT-only with Tinybird templating rules and strict parameter handling.
  • Use MergeTree by default; AggregatingMergeTree for materialized targets.
  • Filter early, select only needed columns, push complex work later in the pipeline.
Repository
MapleTechLabs/maple
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