Prevent Incidents In-Motion
and Resolve Issues Agentically
Full-stack observability in runtime, with AI-powered insights – for Spark and Lakehouse pipelines
Real-Time Pipeline Observability,
with Full-Stack Context For AI-Powered 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.
AI-Assisted 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.
Root-cause with AI
Go from alert to insight in seconds – no log-diving, just actionable insights.
Enterprise impact
Real Results, Fast
90%
prevented data incidents
25%
increased data engineering velocity
Week-1
standardized observability
50%
faster deploys & upgrades
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 and AI assistance.
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.