Data Observability that learns from actual data
That's why we call it Deep Data Observability
Deep data quality
The market’s most powerful data validation
Easy set up, zero maintenance—sophisticated under the hood
Anomaly detection that learns from your data, including seasonality patterns
Adjustable sensitivity to reduce false positives and alert fatigue
Machine-learning based thresholds trained per data segment
No wait: Backfill historical data and get ML-based thresholds instantly
Custom SQL when Validio library isn’t enough
Field level lineage
Sophisticated root-cause analysis
Automatically generated field-level lineage map to understand your entire data ecosystem
Swift resolution with direct access to lineage when reviewing data incidents
Stream-lake-warehouse lineage to facilitate data ownership and collaboration
Keep your data tooling in sync—import lineage directly from dbt
Data catalog
Discover and manage with a single click
Insights about your data assets: popularity and ownership
Import and attach metadata like tags and descriptions
Global search of assets for discoverability and easy collaboration between data producers and consumers
Classify data (e.g. PII) and manage data Access Control Levels
Drive data governance and ownership across your organization

Developer toolkit
When we say code—we mean code
Full developer toolbox including API, SDK and CLI to build your workflow exactly the way you want it
Configurable in Python: Inline IDE documentation, syntax highlighting and autocompletion—Validio takes care of the rest
Bidirectional IaC and GUI: Play around in the GUI and then lock it in with code, or vice versa

See our technical docs for more details on what you can do with Validio
Read the docsFuture-proof architecture
Built for massive scale
Built for performance in Rust
Process hundreds of millions of records in under a minute
Deploy in your Virtual Public Cloud or let Validio host it for you on GCP, AWS or Azure
Streaming and pushdown architecture—Validio compiler takes care of it under the hood
Negligible add to your cloud bill: Validio optimizes queries and bundles them with your existing pipeline

Seamless integrations
Integrations—the deep kind
Validio integrates with your favourite tools in real time
Integrate with your streams, lakes, warehouses, and transformations of choice
Leverage your existing notifications systems to be the first to know about data issues
