Splunk APM is critical to help provide visibility and context into your apps and services as your environment scales. Splunk APM provides the most advanced solution for engineers who build and troubleshoot modern applications; with full fidelity trace analysis to provide context across complex cloud and microservice environments, AI directed troubleshooting and high cardinality to identify and resolve problems faster, AlwaysOn Profiling to provide code level visibility of service bottlenecks, and OpenTelemetry standardization to provide greater flexibility and control as you embrace new technologies and processes.