Approval-based attacks are emerging as a significant threat to cryptocurrency wallets and DeFi platforms, occurring precisely when a transaction is being prepared. These attacks exploit risky permissions that users may unknowingly grant during the transaction process. Detecting these vulnerabilities before signing is crucial for preventing potential losses, highlighting the need for enhanced security measures in the crypto ecosystem.