Marcus Seligman

Discover hidden defects in structure, content, and relationships before merging data.

Build reliable deduplication by chaining pandas preparation with recordlinkage's matching stages.

Documentation only works if it's testable and enforceable.

Segment-level metrics reveal data quality problems hidden by table-wide averages.

Continuous null rate monitoring catches pipeline breaks before downstream users do.