The product is extremely effective at what it sets out to do with respect to identify and alerting upon anomalous data. While the lineage and RCA capabilities are still being developed and are not perfect, they are still extremely useful at helping identify data quality issues. The Validio team is extremely hard-working and intelligent, which is reflected in their customer success teams' abilities to tailor examples to specific use-cases. We would not be nearly as far along in our data quality initiative without the support of the team. The user interface is fairly easy to use -- it takes seconds to get a validator set up and running. Validio integrates with Slack and other downstream BI tools to give a holistic view of where poor data quality may impact the business.

Ability to support many use-case scenarios for alerting. The developers' team is interested in fixing problems and adding new functionality.

Still figuring out more use cases, but Validio has been very useful for us in terms of market monitoring and daily detection of anomalies. The anomaly detection in combination with the Slack alerts is nice. We have been using for market KPI monitoring, the tool also allows monitoring on multi-dimensions combined. I also like that the validators (monitors) I set up are trained instantly on our historical data. This makes any tweaking needed much quicker.