SQLBuild plugs into an existing dbt project to fingerprint models, skip unchanged work, and clone production tables in development instead of rebuilding them. It stores all state in append-only warehouse tables, adds ingestion and Python nodes, and offers built-in testing, audits, and incremental processing with no external services.

Amazon MWAA runs Airflow pipelines on AWS as a managed service with serverless or provisioned deployment options. It handles infrastructure provisioning, scaling, security, and integrates with SageMaker for end-to-end ML and data workflows.