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IFRaw error messages contain timestamps, UUIDs, percentages, and digit sequences that fragment fingerprints across tenants, causing identical logical events to hash differently.

THENImplement a normalization pipeline that substitutes volatile substrings with stable placeholders (e.g., <ts>, <uuid>, <pct>, <n>) BEFORE hashing. Order matters: replace timestamps before generics. Use a function like normalize_message() that applies regex substitutions in a specific order, then hash the normalized string with agent name.

IFCross-tenant audit trails become fragmented because fingerprints differ for identical logical events when raw messages contain volatile substrings like timestamps, UUIDs, percentages, or numbers.

THENImplement a mandatory normalization pipeline that substitutes volatile substrings with stable placeholders (e.g., '<ts>', '<uuid>', '<n>') before hashing. The order of substitution matters: replace percentages before bare numbers and timestamps before generic numbers. This ensures the same logical event produces the same fingerprint across tenants, enabling accurate aggregation.