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Introducing the Spark Cost & Health Assessment - uncover waste & savings opportunities, in just 1-week !

We've just launched Performance Optimization!

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Prevent Incidents In-Motion
and Resolve Issues in 3-Clicks

Full-stack observability in-motion, with actionable lineage and context – for Spark and Lakehouse pipelines

Pipeline Observability In Action

See how definity helps you detect pipeline issues in real time and resolve them in minutes with full context and lineage.

Real-Time Pipeline Observability,
with Full-Stack Context and Intelligent RCA

In-Motion Execution Monitoring

Real-time execution visibility

Monitor jobs and transformations inline, in run-time - not after-the-fact.

Pre-run input validation

Check input data and job parameters before pipelines even run.

Run-time anomaly detection

Catch data, job, or schema issues before SLAs are breached or bad output is written.

Automatic run preemptions

Stop problematic jobs mid-run to prevent wasted runs and downstream impact.

360° Proactive Observability

Monitor everything, in one place

Monitor jobs execution, data quality, infra utilization, and cost across the entire stack.

Broad out-of-the-box coverage

Track SLAs, freshness, distribution, schema, code/env changes, and more.

AI-powered anomaly detection

Pinpoint issues out-of-the-box, without manual configurations or static rules.

Actionable Root-Cause Analysis

Automated data+job lineage

Column-level lineage connecting datasets and transformations – for E2E data flow visibility.

Contextualized job execution

Correlate runs, transformations, code, env, and data into a unified holistic view.

3-click root-cause

Go from alert to insight in seconds – no log-diving, just actionable UI.

Real Results, Fast

90%

prevented data incidents

25%

increased data engineering velocity

Week-1

standardized observability

How It Works?

Deploy Centrally

Instrument in <15 minutes with zero code changes – no developer action required.

Monitor in Run-Time

Monitor data, jobs, and infra inline with execution and catch issues before they propagate.

Resolve in Minutes

Root-cause issues in 3-clicks with actionable context, lineage, and insights.

Instrument in <15 minutes and standardize observability across the platform in week-1 Central installation. Zero code changes. On-prem or cloud.

Learn more how definity enables data engineers to proactively monitor, detect, and prevent data & job issues, in real-time, out-of-the-box.

Ready to stop firefighting
and shift to proactive observability?

Monitor and debug pipelines in-motion, with full context and zero code changes.

Try definity Now