Text search algorithms are essential for efficiently finding and retrieving specific strings or patterns within a body of text, crucial for applications ranging from simple text editors to complex search engines. They vary in complexity and performance, with some optimized for speed and others for memory efficiency, often balancing trade-offs based on the application's needs.