Elastic is enhancing the logging experience to address the needs of modern workflows by transforming log lines from reactive debugging tools into proactive monitoring and alerting tools using machine learning (ML), artificial intelligence (AI), and generative AI. Elastic's approach, which supports schema-on-write for faster search speeds, helps site reliability engineers (SREs) and developers in reducing mean time to resolution (MTTR) during root cause analysis (RCA). By utilizing AI-powered tools, Elastic can identify anomalies, provide log spike analysis, and assist in understanding log dependencies, all while maintaining a unified user experience across different cloud deployments. Elastic's transparent pricing and the ability to ingest various observability signals into a single platform further enhance its value, making it a preferred choice for logging solutions that are cloud-agnostic and capable of integrating with other observability features like application performance monitoring (APM) and infrastructure monitoring.