Validio vs Anomalo
Monitor real metrics, not just metadata. Validio gives you full control over the data that drives your business.
Observability optimized for business value
Validio is built to not only monitor data pipelines and metadata, but also what truly matters: the actual content of your data and the business metrics it powers. While other tools focus on metadata and schema-level checks, Validio enables granular, real-time monitoring of KPIs.
How Validio is different
Business centric
Business metric monitoring
Unlike tools that rely on metadata signals alone, Validio validates the actual data that powers your business. Whether it’s tracking product conversions, or order volume by market, Validio lets you monitor operational KPIs directly, across any dimension like geography, channel, or customer tier.
Collaborative
Make data quality everyone's business
Data quality is a shared responsibility. Validio enables business users and technical teams to work together. Engineers can use Infrastructure as Code for full control. Business users configure checks in a no-code UI and receive alerts when their metrics deviate. Everyone stays aligned, without bottlenecks.
Fast and scalable
AI-powered monitoring at scale
Validio’s AI-based detection adapts dynamically to your data, without any tuning. Built in Rust, it processes millions of rows with speed and efficiency. By using push-down, compute and cost is optimized for observability at scale without any delay.
See for yourself
| Validio | Anomalo | |
|---|---|---|
| Business metric monitoring | Native support for KPI monitoring | |
| Built for all end users | No IaC or SDK | |
| Field-level lineage | ||
| Instant backfilling and model adjustment | Instant training | Must wait for re-training |
| Semi-structured data monitoring | ||
| Flexible deployment | ||
| End-to-end monitoring | Streams, lakes and warehouses | |
| Automated root cause analysis | ||
| Data asset insights | ||
| Segment-level monitoring | Monitoring by dimensions like market, product | Limited, mainly table-level |
Hear it from our customers
"Before utilizing Validio, we were doing a lot of the work very manually. Now, the time spent on identifying or triaging data quality issues has drastically been reduced."
Albert Obeng
Head of Technology
Get started with data observability
that bring business value