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

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

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

Definity, a Chicago-based data pipeline operations startup, has announced that it has embedded agents directly inside the Spark or DBT driver to act during a pipeline run, not after it. This move aims to catch failures before they reach agentic AI systems, which rely on data to be clean and on time. According to Definity, one enterprise customer identified 33% of its optimization opportunities in the first week of deployment and cut troubleshooting and optimization effort by 70%.

Background & Context

The need for reliable data pipelines has become increasingly crucial in the era of agentic AI, where data quality and timeliness are critical for AI systems to function properly. Existing pipeline monitoring tools often approach the problem from outside the execution layer, reading metrics after a job completes. This approach can lead to delayed detection and resolution of issues, ultimately breaking the AI system depending on it. Definity's innovative approach aims to bridge this gap by providing real-time, production-aware full stack context, control of the pipeline, and the ability to validate in a feedback loop.

Impact on Swiss SMEs & Finance

While Definity's solution is primarily aimed at large enterprise customers, its impact on the broader data engineering community can be significant. By providing a more proactive approach to pipeline monitoring, Definity can help reduce the time and effort spent on troubleshooting and optimization. This can lead to increased productivity and reduced costs for data engineering teams, ultimately benefiting Swiss SMEs and the finance industry as a whole. The company's success in the market also highlights the growing importance of data pipeline operations and the need for innovative solutions to address the challenges associated with managing complex data pipelines.

What to Watch

Definity's recent $12 million Series A financing, led by GreatPoint Ventures, with participation from Dynatrace and existing investors, demonstrates the company's growing momentum in the market. As Definity continues to expand its customer base and refine its solution, it will be interesting to see how it addresses the needs of the Swiss market and the broader data engineering community. Readers should monitor Definity's progress and potential partnerships with Swiss companies to see how its innovative approach to pipeline monitoring can benefit the local industry.

Source

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

Published: April 29, 2026

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Disclaimer: This article is for informational purposes only and does not constitute financial advice. Consult a licensed financial advisor before making investment decisions.