Schema validation, missing value profiling, and data freshness checks
Missing Value Distribution
< 1% 1-5% > 5%
Data Quality Governance
Columns with more than 10% missing values should be investigated for systematic data collection issues. Consider imputation strategies (median for numeric, mode for categorical) or exclusion from downstream models if missingness exceeds 30%.