This lesson develops practical capability in context propagation, attributes, sampling, errors, service maps, tag spotlight, and troubleshooting 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.