Dynatrace consultants and observability specialists

Bring in Dynatrace consultants and APM architects to assess monitoring coverage before a rollout or when existing telemetry cannot explain application failures. They define instrumentation boundaries and configure collection around application dependencies.

• OneAgent and ActiveGate: Plan installation and network connectivity across cloud or on-premises environments, accounting for access restrictions and collection requirements.
• OpenTelemetry integration: Connect application instrumentation to Dynatrace and validate trace continuity across service boundaries. Review sampling and sensitive-data handling before expanding collection.

Full-stack observability specialists connect application symptoms with the infrastructure underneath them. For Kubernetes environments, they configure Dynatrace Operator and validate workload visibility as containers restart or services change.

Coverage can extend across AWS and Azure workloads, with service ownership reflected in tags and management zones. Specialists investigate missing telemetry and correlate infrastructure saturation with service degradation. They also review collection scope and retention settings against operational requirements, so monitoring remains useful without collecting data indiscriminately.

Investigate slow applications with Dynatrace specialists who trace affected requests through downstream services and database calls. Their analysis gives application engineers evidence for code changes and query tuning.

• Real User Monitoring: Configure browser or mobile instrumentation and examine failed interactions against release changes, with privacy controls suited to the application.
• Synthetic monitoring: Create checks for important customer transactions and validate execution locations. Connect failures to application telemetry so investigations start with the affected transaction.

Reduce avoidable escalations by reviewing alert thresholds and routing against actual service ownership. Dynatrace specialists configure service-level objectives and dashboards that show application health in terms relevant to support teams and business owners.

Ongoing support can include DQL queries in Grail and workflows that connect actionable events to ServiceNow or PagerDuty. Specialists investigate monitoring faults and maintain configuration as applications change. During incidents, they use Davis AI findings alongside traces to test likely causes rather than treating automated conclusions as confirmed diagnoses.