The objectives of this chapter are to (1) clearly understand why data quality is critical in a data warehouse; (2) observe the challenges posed by corrupt data and learn the methods to deal with them; (3) appreciate the benefits of quality data; (4) review the various categories of data quality tools and examine their usage; and (5) study the implications of a data quality initiative and learn practical tips on data quality.