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6.3.3. Sensitive Data Masking

First Principle: Data masking protects sensitive information in logs and messages by replacing it with redacted or tokenized values — preventing accidental exposure of PII, credentials, and financial data in operational data streams.

This is new content for the SCS-C03.
CloudWatch Logs Data Protection Policies:
  • Automatically detect and mask sensitive data in log streams
  • Supports detection of: credit card numbers, SSNs, email addresses, IP addresses, and other PII patterns
  • Matched data is replaced with configurable masks (e.g., ***REDACTED***)
  • Apply at the log group level — all future log events are scanned
  • Audit findings sent to Security Hub or S3
Amazon SNS Message Data Protection:
  • Scan messages flowing through SNS topics for sensitive data
  • Mask, redact, or block messages containing PII before delivery to subscribers
  • Useful for event-driven architectures where sensitive data might flow through notification channels
  • Apply policies to specific topics
Masking vs. Encryption:
ApproachData Recoverable?Use Case
EncryptionYes (with key)Data protection at rest/transit
Masking (redaction)NoPreventing sensitive data in logs
TokenizationYes (with token vault)Replacing sensitive values in non-production

⚠️ Exam Trap: Data masking in CloudWatch Logs is preventive — it redacts data before it's stored/viewed. Macie is detective — it discovers sensitive data that's already stored. If a question asks about preventing PII from appearing in logs, CloudWatch data protection policies are the answer.

Scenario: A debugging session reveals that application logs contain customer credit card numbers in plaintext. You apply a CloudWatch Logs data protection policy that detects credit card patterns and replaces them with ***MASKED***. Future log entries automatically redact this data.

Reflection Question: Why is log-level data masking necessary even when the underlying application data is encrypted at rest?

Alvin Varughese
Written byAlvin Varughese
Founder15 professional certifications