Tinybird Best Practices

SkillDatabases & data

Gives your agent guidance on writing Tinybird data projects, including SQL rules and optimization patterns.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Tinybird Best Practices skill

About this capability

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

What this skill tells your AI

The instructions your AI receives, as published by mapletechlabs/maple in .agents/skills/tinybird/SKILL.md and read by ahel’s review.

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.

Signals

GitHub stars
2k
Forks
118
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
tinybird
Source
github.com/mapletechlabs/maple