Cloudsmith is a critical component of modern DevOps practices, providing observability tools for predicting, preventing, and addressing issues in distributed software systems. By aggregating logs from build tooling and visualizing the state of the entire system, Cloudsmith helps teams improve security, compliance, and operational efficiency. The quality of these logs is essential, as they provide granular visibility into the lifecycle of artifacts, user interactions, and system behavior. Cloudsmith offers various types of logs, including audit logs for cybersecurity and compliance, client logs to analyze package downloads, and package logs to understand resource utilization trends. These logs can be easily extracted and integrated with observability tools such as Datadog, Elasticsearch, Splunk, and Amazon Athena, providing actionable insights into the software supply chain.