Oracle Transparent Data Encryption (TDE) 12c is an advanced security feature that encrypts data-at-rest, protecting it from unauthorized access, particularly for sensitive tables and columns. The setup involves creating an Oracle wallet to store the TDE master key and following specific steps to encrypt targeted data. While TDE provides options for both column and tablespace encryption, it has limitations including overhead costs and restrictions on index types.