Duplicate records → distorted outputs

Broken schema → unusable joins

Lineage ambiguity → no auditability

Stale extracts → invalid conclusions

Misaligned fields → false meaning

Incomplete records → unreliable analysis

Unbounded null values → unstable outputs

Inconsistent definitions → conflicting interpretations