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Step 04 · Execute

Run It Your Way

Execute within AutoWarehouse or export production-ready code to your existing tools. You design the pipeline — you decide how and where it runs.

Capabilities

What ETL Engine does

01Agentic ETL: 5-phase wizard with human approval
02Code export: Airflow, dbt, SQL, Spark, Snowflake
03DAG-based parallel execution (Kahn’s algorithm)
04Quality gates & data validation
05SCD Type 2 load with change detection
06Real-time Mission Control monitoring
07Retry policies with exponential backoff
Export targets
Airflow DAGsdbt ModelsSQL ScriptsSpark JobsSnowflake
Next in the pipeline
Analyze · Analytics & Dashboards