In the realm of machine learning (ML) and artificial intelligence (AI), businesses face significant challenges in upgrading their data infrastructure to support predictive analytics, ML, and AI. However, SingleStore offers a solution by modernizing data infrastructure, simplifying query performance against big data, and adding scalability and convergence to operationalize AI. The platform addresses key challenges such as data exploration, algorithm selection, feature engineering, model building, and deployment, providing a comprehensive support for the entire ML/AI lifecycle.