In the era of big data, businesses accumulate vast amounts of information. However, the value of this data is compromised if it contains errors or is incomplete. Clean data is crucial for analytics, improving customer relationship management (CRM), enhancing operational efficiency, and making informed decisions. Poor data quality can lead to faulty insights, wasted resources, and missed opportunities.