🧠 Core Skills & Knowledge Areas Python Data manipulation: Proficiency with libraries like pandas , numpy , and pyarrow . Scripting & automation: Writing reusable, modular scripts for data ingestion and transformation. APIs: Consuming and building RESTful APIs for data exchange. Testing: Uni