✓ Use when
Every data team that needs to transform raw data in a data warehouse. dbt is the de facto standard — use it.
✗ Avoid when
Real-time streaming transformations — dbt is batch-oriented. Use Flink or Kafka Streams for streaming.
What is dbt (data build tool)?
dbt has become the standard for data transformation in modern data stacks. Write SQL SELECT statements, dbt handles the rest — materialization, dependency ordering, testing, and documentation. dbt Cloud adds scheduling, CI/CD, and a collaborative IDE. Used with Fivetran/Airbyte (ingest) + Snowflake/BigQuery (store).
Key features
✓SQL-first transformations
✓Data lineage and dependency graph
✓Built-in data testing framework
✓Auto-generated data documentation
✓Git-based version control workflow
Integrations
SnowflakeBigQueryRedshiftFivetran
Third-party ratings
GitHub
4.7· 7,800 reviews
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