observability tooling . Strong understanding of AWS architecture , cloud-native monitoring tools, and hybrid observability. Experience with: APM platforms: Dynatrace, AppDynamics, Datadog Logging platforms: Splunk, ELK/Opensearch, CloudWatch Logs Metrics & telemetry: Prometheus, Grafana, OpenTelemetry Event management: ServiceNow, PagerDuty, Moogsoft, BigPanda Strong knowledge of instrumentation for distributed systems, microservices, containers … managing vendor/tooling relationships. Preferred Qualifications AWS Certified Solutions Architect/Cloud Practitioner/DevOps Engineer Certifications in observability platforms (Datadog, Dynatrace, Splunk, etc.) Knowledge of ITIL, SRE principles, and enterprise operational frameworks Experience with automation using Python, Terraform, CloudFormation (nice-to-have) Success Indicators Smooth transition of observability ...