How do Data Engineers ensure data quality and integrity?

Data Engineers ensure data quality and integrity by applying the validation rules for data and cleaning the data of anomalies and standardizing the data in required formats. They continuously monitor data quality through profiling of data and via the data quality dashboard. Other than this, engineers put in place an automated process of error detection and correction, able to make the data accurate, complete, and valid throughout its life cycle.