The technique used to optimize web pages for faster loading times includes minification of CSS and JavaScript files, compression of images, and leveraging browser caching. By reducing the amount of data transferred and optimizing resource loading, these methods enhance page performance. Tools like Content Delivery Networks (CDNs) can also improve loading times by distributing content across multiple locations, providing users with faster access to resources.