PII—personally identifiable information—lands in systems through request payloads, headers, query strings, session data, or user-generated content. Without precision tracking, it hides inside observability pipelines and backend telemetry, exposing compliance and security risks.
Modern PII detection tools use pattern matching, NLP classification, and schema validation to identify sensitive fields