Version 7.4 of the Elastic Stack introduces several enhancements aimed at simplifying cluster management, expanding machine learning capabilities, and strengthening security features. Noteworthy updates include the addition of snapshot lifecycle management for reliable data backup, real-time geospatial analytics in Elastic SIEM, and the introduction of new machine learning jobs for detecting security threats. The release also enhances observability with expanded APM agent support and improved monitoring features for AWS services, Kubernetes, and various databases. Additionally, Kibana now supports native PKI authentication, providing more secure access options. These updates are available on the Elasticsearch Service on Elastic Cloud or for self-managed deployment, offering users increased functionality and security across their data operations.