The technology commonly used for making automatic, data-driven recommendations is known as machine learning. Algorithms analyze user behavior, preferences, and other historical data to suggest products or services tailored to individual needs. This approach is prevalent in platforms like Netflix and Amazon, which enhance user engagement through personalized suggestions.