Dynatrace

Dynatrace is an observability platform for APM, infrastructure monitoring and log analytics in enterprises, with usage-based pricing and unlimited seats.

Dynatrace watches the applications, hosts, containers and logs behind a digital service and works out which component caused a slowdown or a failure. Instead of separate tools for traces, metrics and logs, it collects them on one platform and ties each signal to the service and host it came from. Behind it is Dynatrace LLC, a Boston company dating from 2005 whose whole business is this platform. OneAgent installs on each host and instruments Java, .NET, Node.js and Python services automatically, while OpenTelemetry and Prometheus data arrive beside it. Smartscape maps how services, processes and hosts depend on one another as they change. PurePath distributed tracing follows each request across services down to the code and database calls it touched. OpenPipeline parses, filters and masks logs as they are ingested, Grail keeps them in buckets with their own retention, and Logs pattern analysis groups repeated lines. Real User Monitoring, Session Replay, Synthetic Monitoring, Code Monitoring and Application Security extend the same platform to user experience, live debugging and runtime vulnerabilities. Dynatrace is built for enterprises whose systems span on-premise data centres, Kubernetes clusters and AWS, Azure or Google Cloud. Platform engineering and site reliability teams use it to find the root cause of an incident without stitching traces, logs and metrics together by hand. Application owners follow response times and failure rates per service, and security teams check the same hosts for vulnerabilities at runtime. Every capability runs on the one platform, so a team adds log analytics or synthetic checks without deploying a second tool. When a service slows after a release, anomaly detection raises it, a dashboard annotation marks the deployment, and the trace shows which database call changed. Workflows then page the on-call engineer through PagerDuty or post the alert to a chat channel. From the failing span, the engineer opens the log lines written during that request. Logs shipped by Fluent Bit or Logstash land in the same store as those OneAgent collects. On Kubernetes, each log line carries its pod metadata, so an engineer narrows a search from the whole cluster to one workload.