Live-DB pre-deploy cert
dbt only catches compile-time errors. BoltPipeline runs 30+ certification rules against the live database before deploy — schema drift, row counts, FK validity, SCD readiness.
BoltPipeline vs dbt
BoltPipeline is a live-DB pipeline certification platform; dbt is a SQL transformation framework. Use both — keep dbt run, add BoltPipeline as the pre-deploy gate.
live-DB pipeline certification platformvs SQL transformation framework
What BoltPipeline replaces
Where BoltPipeline takes over from dbt
- in-pipeline test definitions (dbt tests)
- lineage-from-ref() model (BoltPipeline lineage is AST-derived and column-level)
What BoltPipeline complements
Where dbt stays in the stack
- the dbt transformation framework — keep dbt run, add BoltPipeline as the pre-deploy gate
What BoltPipeline does NOT replace
Honest scope — what dbt still owns
- dbt as the transformation orchestrator if you already use `dbt run` in production
Side-by-side feature matrix
BoltPipeline vs dbt on the capabilities that drive the buying decision.
| Capability | BoltPipeline | dbt |
|---|---|---|
| Live-DB pre-deploy certification | Yes | — |
| AST-derived column-level lineage | Yes | Enterprise only |
| Automatic SCD2/SCD6 generation | Yes | Manual macros |
| Blast-radius preview before commit | Yes | — |
| Live drift detection | Yes | — |
| Cross-warehouse (Postgres + Snowflake) | Yes | Partial |
| SQL transformation framework | Partial | Yes |
| Open-source community + adapters | — | Yes |
Where BoltPipeline pulls ahead
Automatic SCD2/SCD6 generation
Zero macros. Tag a column as SCD2 — BoltPipeline emits the change-detection, merge, and audit-column DDL. dbt requires hand-written snapshot macros that drift over time.
Blast-radius preview before commit
Pre-deploy impact analyzer shows every downstream table, column, and dashboard affected by the SQL diff. dbt has no equivalent impact view at PR time.
Frequently asked
Do I need to replace my dbt project to use BoltPipeline?
No. Keep your dbt project — keep `dbt run` as the transformation orchestrator. BoltPipeline plugs in as the pre-deploy gate that certifies your dbt-generated SQL against the live database before it ships.
How does BoltPipeline compare to dbt on lineage?
BoltPipeline lineage is AST-derived from the actual SQL, so it's column-level and always correct, even across CTEs, subqueries, and dynamic SQL. dbt lineage is `ref()`-based — table-level by default, column-level only on Enterprise, and only as accurate as your manual ref() calls.
Can BoltPipeline and dbt run together?
Yes — this is the recommended pattern. Use dbt for transformation authoring and `dbt run` for execution. Use BoltPipeline as the pre-deploy certification gate that runs 30+ rules against your live warehouse before any dbt artifact ships.
See it on your data.
Try BoltPipeline against your live database — your data never leaves your environment.