Preferred experience with Python web frameworks such as FastAPI, Flask, Streamlit, or Quart; modern front-end technologies including React, JavaScript, TypeScript, HTML, and CSS; and tools supporting containerization, observability, messaging, scheduling, and automated deployments. Strong experience designing, developing, and maintaining system integrations using REST APIs, enterprise interfaces, and data-processing frameworks, with the ability to handle data validation, transformation, troubleshooting, and operational support.