This lesson develops practical capability in automatic and manual instrumentation, agents, sdks, collectors, configuration, and deployment for the Instrumenting Applications for Splunk APM Training. Learners connect the topic to the wider course goal of instrumenting applications with OpenTelemetry, traces, spans, attributes, propagation, and validation.