Overview
SQLMesh is a next-generation data transformation framework created by former Airbnb engineers. It addresses dbt's limitations with features like virtual data environments, automatic change detection, and built-in CI/CD. Think of it as dbt with batteries included.
Key Features
- ✓ Virtual Environments: Test changes without data duplication
- ✓ Smart Change Detection: Only rebuild what changed
- ✓ Plan/Apply Workflow: Preview changes before applying
- ✓ Built-in CI/CD: No external tools needed
- ✓ Python Support: Native Python model support
- ✓ dbt Compatibility: Import existing dbt projects
Pros
- 👍 Virtual environments are game-changing
- 👍 Much faster iteration than dbt
- 👍 Built-in CI/CD and testing
- 👍 Python models first-class
- 👍 Can import dbt projects
- 👍 Tobiko team has deep expertise
Cons
- 👎 Newer, smaller community than dbt
- 👎 Less ecosystem/packages
- 👎 Some features still maturing
- 👎 Migration from dbt takes effort
Best For
Teams frustrated with dbt's development speed or lack of Python support. Great for those wanting better CI/CD without external tooling.
Founded: 2022 HQ: San Francisco, CA