Cybersecurity firm SOCRadar migrated from PostgreSQL to AlloyDB, achieving a 20x performance boost on analytical queries via the columnar engine. The move freed 75% of DBA resources from maintenance and reclaimed over 45 TB of storage through dynamic scaling, letting the team integrate Gemini AI for alert filtering.