dbt
FreemiumTransform data in your warehouse using version-controlled SQL models.
Tool Info
Overview
dbt is the standard transformation layer for modern ELT pipelines.
Analysts and engineers define models in SQL with tests, docs, and lineage.
Runs inside Snowflake, BigQuery, Redshift, Databricks, and other warehouses.
Pricing
Pros
- Git-native SQL workflows
- Built-in testing and docs
- Huge community
Best For
When NOT to Use
- Warehouse compute costs
- Cloud features require subscription
Community Insights
Real implementation experiences shared by AI practitioners.
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Related Tools
Alternatives
Tags
Related Guides
- ETL
Engineering guide to ETL and ELT — batch pipelines, watermarks, idempotent loads, SCD, orchestration, and production data movement.
- Data Warehouses
Engineering guide to data warehouses — OLAP, star schema, dimensional modeling, ELT/dbt patterns, and governed analytics for BI.
- Lakehouse
Engineering guide to lakehouse architecture — open table formats (Delta Lake, Iceberg), ACID on object storage, and unified analytics and ML.
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