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Regular expressions are commonly used for search and replace, but capturing groups make it more powerful. Capturing groups allow you to use matched text in replacement text, enabling more flexible data sanitization and reformatting. This concept is straightforward and can be demonstrated with examples using the file noisy numbers dot txt. This file contains mostly ten-digit numbers with some being shorter. Instructions on how to obtain this file are provided in the video description.