In cloud environments, agentless monitoring is pivotal for scalability and efficiency. Utilizing Prometheus and OpenTelemetry, organizations can seamlessly track application performance metrics and traces. This approach simplifies maintenance, reduces overhead, and enhances observability across distributed systems, enabling proactive issue resolution and improved system reliability.