Functional Focus: Data Engineering, Real-Time Streaming, and HPC Job Orchestration Scientific Data Architecture: Design crash-safe, binary data formats capable of handling high-speed incremental writes from compute jobs and concurrent reads for query-time calculations. Operational Data Modeling: