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ETL/ELT and orchestration

Where transformation logic lives.

ConnectorDeployment models
dbtdbt Cloud, or dbt Core via code repository
Apache Airflow / AstronomerManaged (Astronomer, MWAA, Cloud Composer) or self-hosted
InformaticaInformatica PowerCenter (on-prem) or IDMC (cloud)
SQL Server Integration Services (SSIS)On-premises (SQL Server) or Azure-SSIS IR
Azure Data Factory / Synapse PipelinesAzure-native ETL/ELT orchestration
AWS GlueGlue Data Catalog, Glue ETL jobs, Glue crawlers
Fivetran / Airbyte (metadata access)Connecting to their metadata, not using them as connectors

Every connection starts from the pre-engagement checklist and goes through the universal validation protocol before production sign-off.

Other systems

Flume builds custom connectors for systems not listed in this guide.