If you've ever inherited a healthcare database with columns named DOB, PatientID, or CLAIM_NUMBER — this guide is for you.

Healthcare data engineering has a naming problem. Every team, every vendor, every health plan names their columns differently. A "member ID" becomes MemberID in one system, mem_id in another, PATIENT_KEY in a third, and...