Greedy and lazy matching are strategies used in regular expressions to control how much of the input string is consumed by a pattern, with greedy matching attempting to match as much as possible, while lazy matching matches the least amount necessary. These strategies are crucial for fine-tuning pattern recognition and ensuring accurate data extraction in text processing tasks.