Fake Personal Loan apps often promise guaranteed approval, charge upfront fees, or avoid disclosing the actual lender. They may request excessive permissions or push users to repay through unofficial channels. Borrowers should verify lender registration, read loan agreements carefully, and avoid apps that rush decisions without proper documentation.