Aviation data arrives with gaps, clock drift, duplicated frames, and inconsistent units. Build ingestion around schemas, monotonic event time, and quarantine paths for malformed records.
Use typed boundaries, idempotent transforms, and quality metrics before analytics. The goal is not only fast processing; it is evidence that every output can be traced to its source.