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definity

Monitor and optimize your Lakehouse, Spark, and Databricks pipelines.

Extension
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Pipeline & Task Run Detail: Track pipeline and task level telemetry, including duration, cost, cluster utilisation, and success/failure trends.Overview: Get instant visibility across your entire data pipeline estate with at a glance health status.
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Overview

definity is an agentic data engineering platform for the Lakehouse and Spark ecosystem. It delivers actionable runtime intelligence that enables enterprise data engineering teams to optimize platform costs, proactively prevent data and job incidents in real time, resolve issues up to 10× faster, and significantly accelerate developer velocity.

The Dynatrace integration with definity brings data and pipeline observability directly into Dynatrace, allowing you to observe your entire data ecosystem alongside business, application, infrastructure, and AI observability—end to end.

Monitor your Lakehouse platforms—cloud or on-premise (including Databricks, AWS EMR, GCP Dataproc, Spark, dbt, and more)—with zero code changes.

Use cases

  • Optimize platform cost and pipeline performance: with actionable job-specific recommendations
  • Proactively prevent job & data incidents: in real-time, before they hit the business
  • Resolve issues 10x faster: with unified run-time execution context, deep lineage, and AI-powered insights

Get started

For installation and configuration instructions, see the definity Data Observability extension in the Dynatrace Documentation.

Details

  • Unified data observability: Ingest pipeline metadata and run telemetry from Databricks, Spark, and dbt into Dynatrace for a single, centralized view.
  • Unified event ingestion: Bring data quality, pipeline health, and performance degradation incidents from definity into Dynatrace for centralized visibility and correlation.
  • Pipeline health: Visualize pipeline health, failure counts, run duration, and cost trends out of the box with ready-to-use dashboards.
  • Deep-link drill-through: Jump from Dynatrace events directly to the corresponding definity pipeline run for detailed investigation and remediation.
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