Real-world scenarios
How enterprises deploy this service to solve specific, high-stakes problems.
Global retailer held Black Friday p95 under 400ms with no DBA page-outs
During their peak Black Friday window, a $4B e-commerce platform handled 12× normal load. Database AI Ops caught a runaway query plan regression at 02:11 local time, proposed a concurrent index, shadow-validated it against replica traffic, and shipped a pre-approved PR within 7 minutes — all without paging the on-call DBA.
B2B SaaS cut MTTR from 3.5 hours to under 9 minutes
A multi-tenant SaaS platform was seeing nightly performance regressions tied to customer onboarding spikes. After deploying Database AI Ops, 89% of incidents were resolved autonomously, and DBA team velocity on roadmap work increased 3×.
Regional bank eliminated weekend on-call pages by 94%
Legacy workload bursts from batch reconciliation were triggering chronic weekend P2 pages. The AI Ops agent now auto-scales read replicas, pre-warms caches, and suppresses false-positive alerts with full audit trail for the compliance team.