This lesson develops practical capability in apm and distributed tracing concepts, opentelemetry architecture, services, spans, and data flow 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.