A tax shelter is a legal strategy or investment that reduces taxable income, helping individuals or businesses minimize taxes owed. Common examples include retirement accounts, municipal bonds, and real estate deductions. While many are legitimate, some aggressive shelters may face scrutiny if they exploit loopholes or violate tax regulations.