Definity.ai is a next-gen data application observability and remediation platform designed specifically for the Lakehouse and Spark ecosystem. They're on a mission to reinvent how data engineering teams build, operate, and evolve data pipelines and platforms at scale. Helping enterprise data engineering teams shift from reactive monitoring to proactive, agentic operation – cutting platform cost, improving data reliability, and accelerating developer velocity.