Validio
Agentic data quality and observability for the AI era.
About
Validio is a Stockholm data management company founded in 2019 by Patrik Liu Tran. It sells automated data observability, quality monitoring, field-level lineage, and a data catalog as one agentic platform, aimed at enterprises whose AI projects keep failing on bad data. Its pitch against legacy tooling is replacing tens of thousands of hand-written checks with self-learning anomaly detection: dynamic thresholds, rapid backfilling to tune detectors, and segmentation to catch issues hidden inside dimension slices.
The company raised $30M in Series A funding in March 2026 led by Plural, bringing total funding to $47M, and claims 800% ARR growth over the prior year. Named customers include Nordea, Canva, Truecaller, Deutsche Glasfaser, and AllianceBernstein, reported consistently across Pulse2, SiliconANGLE, and SaaS news outlets. It claims 100M+ records per minute throughput; that figure is vendor-claimed. Pricing is not published, which is normal for the category but worth docking.
What it can do
- AI-powered segmented anomaly detection
- Dynamic thresholds with rapid backfilling
- Field-level lineage with root cause analysis
- dbt lineage import
- Data catalog with ownership
- Smart grouped alerts to reduce fatigue
- Sample SQL generation from incidents for debugging
Setup
- Contact Validio for a demo and trial.
- Connect your warehouses, lakes, and streaming sources.
- Import dbt lineage and configure monitoring.
- Tune dynamic thresholds with rapid backfilling and review smart alerts.
Prerequisites
Enterprise data stack; pricing is quote-based.
Use cases
Works with
Trust score — 8/10
Scored 8/10 (TIER verified, metrics-v1). Evidence: $30M Series A March 2026 led by Plural, $47M total, reported by Pulse2, SiliconANGLE, and SaaS news; customers Nordea, Canva, Truecaller, AllianceBernstein consistently named; vendor claims 800% ARR growth; official site live with detailed platform docs. Strengths: strong fresh funding, named enterprise customers, credible founder story, active development. Docked for: (1) throughput and '95% less manual time' claims are vendor-reported; (2) no published pricing. License: proprietary.
How the trust score is built
Full methodology →- Adoption · stars/downloads, log-scaled vs peers
- 7.0/10
- Maintenance · recency, releases, issue load
- 9.0/10
- Openness · license + docs
- 6.0/10
- Manual review · sanity read + red-flag check
- 7.0/10
- · Founded 2019 Stockholm by Patrik Liu Tran
- · $30M Series A March 2026 led by Plural; $47M total (Pulse2, SiliconANGLE, SaaS news)
- · Customers: Nordea, Canva, Truecaller, Deutsche Glasfaser, AllianceBernstein (consistent across outlets)
- · Vendor claims 800% ARR growth; 100M+ records/min throughput is vendor-claimed; pricing not published
Sources
Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.