Architect and provision AWS services to support data and AI workloads, including S3, Glue, Glue Catalog, Redshift, Athena, EMR, Kinesis, MSK, Lambda, Step Functions, and EventBridge. Lead pipeline architecture decisions for assigned workstreams, including batch and real-time ingestion, transformation, and delivery to analytics and AI layers.