Definity embeds agents inside Spark pipelines to catch failures before they reach agentic AI systems

Definity raised a $12 million Series A led by GreatPoint Ventures.

The company embeds agents directly into Spark and DBT runs to monitor pipelines in real time and intervene mid-execution.

Its goal is to stop bad or stale data before it propagates to downstream AI and analytics systems.

Definity says customers have already seen faster Spark issue resolution and major cuts in troubleshooting effort.