To recover deleted data from a pen drive, start by checking the Recycle Bin if the files were recently deleted on Windows. If not, avoid using the pen drive to prevent overwriting the lost data. You can use reliable data recovery software like BLR Data Recovery Tool to scan the pen drive. This software will locate and recover deleted files quickly. Simply connect your pen drive, run the scan, preview the recoverable files, and restore them to your desired location.