Create an Account-Wide Data Protection Policy:

Use AWS CloudWatch Logs account-level data protection policies to prevent sensitive data exposure.

Define the policy with appropriate AWS managed data identifiers or custom identifiers specific to the company's sensitive data.

Apply the policy across all log groups in the account, ensuring coverage for both existing and future log groups.

Restrict Developer Access to Unmasked Data:

Explicitly deny thelogs:UnmaskIAM permission to developers. This prevents developers from accessing unmasked sensitive data in log entries.

Automatic Policy Application:

Account-wide data protection policies automatically apply to new log groups created in the future, ensuring scalability and compliance without manual intervention.

Testing and Verification:

Test the policy with sample log entries containing sensitive data to ensure proper masking.

Verify that developers can troubleshoot logs without exposing sensitive information.

AWS CloudWatch Logs Data Protection Documentation

AWS Identity and Access Management Permissions for CloudWatch Logs