Properly evaluate whether data contains sensitive information before applying security measures like redaction. Not all identifiers or structured data require protection - understand the nature and content of the data to make informed security decisions.

For example, group IDs that are random strings (like 66a810bbaa36cf27c75073afb71aeda4b6b1f9d4-422) don’t contain personal information and may not need redaction in test snapshots, while actual user credentials or personal identifiers would require protection.

# Good - Understanding data nature before redaction
'groups': dict({
  'test-groupid': dict({  # Random string, not sensitive
    'name': '**REDACTED**',  # Actual group name may be sensitive
  }),
})

Consider the actual content and purpose of data rather than applying blanket security policies to all structured information.