Comprehensive Observability and Telemetry Platform

Develop an advanced observability framework that provides end-to-end distributed tracing, comprehensive metrics collection, and intelligent anomaly detection. Create a solution that supports multiple instrumentation methods, implements adaptive sampling, provides real-time alerting, and generates actionable insights. Include machine learning-based predictive failure detection and automatic root cause analysis.