Discover how to incorporate machine learning into applications and generate predictions from data using simple database queries in this 14-minute video from Google Cloud Tech. Learn about database and analytics products like AlloyDB, Spanner, and BigQuery that enable developers and data analysts to make ML-based predictions using familiar SQL queries, without requiring prior ML experience or special tools. Explore how these solutions eliminate the need for building integrations or moving data, making ML accessible to a wider range of professionals. Gain insights from speakers Sandy Ghai and Abhinav Khushraj as they demonstrate the ease of adding ML capabilities to various projects through Google Cloud's innovative approach.