Landlords scrutinize tenant background checks for critical red flags, including unstable income, low credit scores, and bankruptcies. They assess the trustworthiness of references, scrutinize eviction history for compliance concerns, and prioritize avoiding tenants with criminal backgrounds. These checks are essential safeguards, helping landlords make informed decisions and prevent potential issues.