Prior to Validio, we used a popular OSS tool for data validation, but it was slow and required detailed data assumptions, making it challenging for engineers to establish effective validation rules. Validio stood out as a clear upgrade by learning from the underlying data at a very deep level, taking into account things like seasonality, to save precious engineering time. The speed with which Validio can process our data and deliver results is tremendous. It can do 100s of millions of records a minute. For a company with our scale and SLAs it’s hugely valuable. The sooner we know there’s an issue with our data the better. One thing that impresses me with Validio is the ease of use to set it up. We’re using the API to connect, set up a standard of testing and build it into the core of our products. Validio has really good configurality. We're using the API and it's really easy for our product team to connect that in some standardized checks and really build that into the core of our product Validio produced really good results in detecting anomalies, both in overall drift, and drift by segments. Validio can automatically look at this data, account for seasonality, learn trends, and not bug us with a lot of noise or issues related to typically seasonality problems The partnership is very strong and it's been a great process, and they've been great collaborators