# Turning Data Quality Checks into a Measurable Trust Score

Most data quality problems do not announce themselves loudly. They do not always break a pipeline. They do not always throw an exception. They do not always fail a job. Instead, they quietly move downstream. A null value appears in a column that should never be null. A customer ID is duplicated. A d