End-to-end CI/CD pipeline for AWS data workloads, orchestrating code commits from GitHub through CodePipeline, CodeBuild, and CodeDeploy across dev and production Glue ETL jobs. Source code triggers automated builds with Docker containerization to ECR, unit and integration tests via CodeBuild and Glue, and quality gates before dev and production deployments. CloudWatch monitoring and SNS alerts provide observability throughout the pipeline, while CloudTrail audits all infrastructure changes for compliance. Fork this diagram to customize deployment stages, add approval workflows, or integrate additional AWS services like Lambda or EventBridge for your data pipeline needs.