Scalable & efficient data transformations
Transform your data efficiently with our open-source solution that’s built for scale.
Trusted by data
teams handling complex transformations
Make precise data changes with full confidence
Created for modern data teams, by data leaders from:
SQLMesh works with the tools you’re already using
See how we raise the bar for developer experience and productivity!
SQL Models
yes
yes
Python Models
yes
yes
Jinja support
yes
yes
Jinja macros
yes
yes
Python macros
no
yes
Virtual Data Environments
no
yes
Open-source CI/CD bot
no
yes
Blue/Green Deployments
no
yes
Multi-repository support
no
yes
SQL transpilation
no
yes
CLI
yes
yes
SQL semantic validation
no
yes
Unit tests
yes
yes
Table diff
no
yes
Data audits
yes
yes
Schema contracts
yes
yes
Data contracts
no
yes
Already in deep with dbt™?
No need to rewrite your whole project.
SQLMesh works with dbt to make the switch.
Run parts of your dbt and SQLMesh projects in harmony.
Love what you see about SQLMesh? You get even more with Tobiko Cloud!
Everything included in SQLGlot, plus:
- State-aware architecture
- Built-in scheduler
- First-class incremental models
- Column-level lineage
- Backwards compatible with dbt™
- Open source GitHub CI/CD bot
Everything included in SQLMesh, plus:
- Fully Managed State/Data Catalog
- Fully Managed Scheduler
- Advanced collaboration tools
- Advanced column-level lineage impact analysis
- Control plane dashboard
- Granular performance history tracking
- Dedicated support and SLAs
- Warehouse cost tracking (Snowflake, BigQuery)
- Observability and Alerts
- Airflow/Dagster Integrations
- SSO