definity offers an agentic data engineering platform that operates within production pipelines to capture full-stack runtime signals across infrastructure behavior, pipeline execution, and data characteristics. Its platform supports large lakehouse deployments and Spark environments including Databricks, AWS EMR, GCP Dataproc, and Spark on Kubernetes. By enabling AI agents to analyze and control pipeline execution in real time, definity aims to shift teams from reactive monitoring to autonomous, in-motion optimization. The company reported tripling revenue over the past six months and has added several Fortune 500 and large enterprise customers. definity says customers achieve outcomes such as more than 30% platform cost reduction and tenfold faster resolution of complex Spark issues. Going forward, the company plans to use Series A proceeds to further develop agentic features, broaden integrations, and scale go-to-market activities.

Total raised

$17M

Funding rounds

2

Latest round

Series A

Latest activity

Apr 2026