WhyLabs has partnered with Databricks to enable seamless integration for monitoring AI pipelines. The WhyLabs AI Observatory is designed to monitor any scale of data in a distributed environment without the need to sample or move data around. This partnership allows for computation of all key telemetry data necessary for AI monitoring directly in Apache Spark, making it possible to monitor data quality at high speeds while maintaining full distribution. With WhyLabs, teams can answer questions about data of any size and gain visibility into their models' performance over time, as well as identify bias in predictions and correlate it to specific segments of the dataset. The integration is privacy-preserving and cost-effective, ensuring that data is handled with the highest level of privacy and confidentiality.