Modern QA2026Key Takeaways — tiles
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2.8Key Takeaways

  • LEFT JOIN finds orphaned records and missing relationships
  • GROUP BY + HAVING reveals duplicates, patterns, and distributions
  • Subqueries answer "compared to what?" questions (above average, never ordered)
  • Use JOINs in test automation to cross-validate API data against the database
  • Error analysis queries are invaluable for post-incident investigation