Analytics insights

SQL habits that keep analytics work maintainable

Analytics strategy · August 19, 2026 · By ops_manager

Small SQL conventions can make shared models easier to review, debug, and safely extend.

Maintainable SQL makes its assumptions visible. Use clear names, keep transformations in logical stages, and avoid repeating business rules in multiple queries.

Separate source cleanup from business logic. That makes it easier to test each layer and identify whether a problem began in the data or in the analysis.

Add simple checks for row counts, uniqueness, and accepted values. A query that runs successfully can still produce the wrong result, so correctness needs explicit tests.

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