Superior SQL skills and experience developing data transformation pipelines multiple database platforms At least 5 years of working within a sophisticated Java andor Python microservices infrastructure as either a consumer or API developer At least 3 years of hands-on experience with AWS infrastructure (S3, CFTs, EC2), security and data and AI pipeline technologies (RDSPostgres, Snowflake, Airflow) andor practical experience with AIML models or their delivery in an AWS framework (e