Technical Note

SQL and Spark Hash Key Pattern

A repeatable approach for generating consistent SHA-256 keys across SQL Server and Spark environments.

Consistent hash keys sound simple until different engines, casing rules, delimiters, encodings, and null handling produce different values for the same business entity.

This note will document a repeatable pattern for generating stable SHA-256 keys across SQL Server and Spark, with implementation details and test cases.