The Export Failed Record action on the failed rollup recalculation page enables users to download a comprehensive list of failed record IDs along with their corresponding failure reasons. This functionality provides valuable insights into the issues affecting rollup calculations, allowing users to address problems efficiently. The exported data is easily accessible in an Excel sheet format, making it convenient for analysis and troubleshooting.