Hands-on experience building and deploying AI/ML applications using the AWS technology stack, including Amazon Bedrock and/or SageMaker, API Gateway, ECS or EKS, ECR, S3, IAM, Secrets Manager, KMS, CloudWatch, and related services. Hands-on experience integrating applications with Databricks REST APIs, preferably including the Genie Conversation API, SQL Statement Execution API, SQL Warehouses, OAuth authentication, and Unity Catalog-governed data.