When choosing the best deleted data recovery software, look for strong file-system support, deep-scan capability, and a high recovery success rate. Ensure it offers preview options, filtering, and safe read-only scanning. Compatibility with your OS, clear reporting, responsive support, and a user-friendly interface also matter for reliable recovery.