A cross-platform database automation approach: one pipeline pattern, consistent controls, automated checks, and monitoring reducing change risk while scaling releases across on-prem and cloud databases.

Trustworthy AIOps for finance/energy: telemetry-parity incident triage + calibrated SLO risk scoring to cut MTTD/MTTR under uneven observability, with governance guardrails for safe automation.

I’ll show how we turn messy banking telemetry into reliable incident triage: normalize signals, enrich with topology and change data, reduce noise with correlation, and route the right alerts to the right team - fast, auditable, and safe.