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CCSP · Question #96

Which of the following methods is often used to obscure data from production systems for use in test or development environments?

The correct answer is C. Masking. Data masking is commonly used to obscure sensitive production data, creating realistic but non-sensitive datasets for use in test or development environments.

Submitted by kim_seoul· Apr 18, 2026Cloud Data Security

Question

Which of the following methods is often used to obscure data from production systems for use in test or development environments?

Options

  • ATokenization
  • BEncryption
  • CMasking
  • DClassification

How the community answered

(24 responses)
  • A
    4% (1)
  • C
    92% (22)
  • D
    4% (1)

Why each option

Data masking is commonly used to obscure sensitive production data, creating realistic but non-sensitive datasets for use in test or development environments.

ATokenization

Tokenization replaces sensitive data with a non-sensitive equivalent (a token) but typically for live transactional systems, not primarily to create test data.

BEncryption

Encryption protects data in transit or at rest, but decrypting it for testing would reveal the original sensitive data, defeating the purpose of obscuring it for non-production use.

CMaskingCorrect

Data masking, also known as data obfuscation, involves replacing sensitive data with structurally similar but inauthentic data. This allows developers and testers to work with realistic datasets without exposing actual sensitive information, which is crucial for compliance and privacy in non-production environments.

DClassification

Classification categorizes data by sensitivity but does not obscure or transform the data itself.

Concept tested: Data masking for non-production environments

Source: https://learn.microsoft.com/en-us/azure/security/fundamentals/database-masking-get-started

Topics

#Data Masking#Test Data Management#Data Obfuscation#Cloud Data Protection

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