About This Architecture
AXS Data Platform implements a modern Snowflake hub architecture ingesting from MariaDB, Oracle, SQL Server, and PostgreSQL via AWS DMS and Amazon MSK Kafka. Raw data lands in Snowflake, flows through dbt models orchestrated by Apache Airflow for transformation, and surfaces analytics-ready tables with error detection via custom extractors. The platform supports B2B data sharing across Snowflake accounts and legacy egress to Amazon Redshift and SFTP, demonstrating a scalable multi-source ELT pattern. Fork this diagram to customize ingestion sources, add transformation logic, or adapt the orchestration workflow for your own cloud data stack. Error Extractor components highlight data quality validation as a first-class concern in the transformation pipeline.