Data accuracy is crucial in modern organizations, yet the complexity of multiple sources makes manual verification nearly impossible. Companies are now measuring the time it takes to detect data incidents, with some reducing this from months to mere minutes. Quick detection is vital, as inaccuracies can lead to significant financial losses, especially in marketing and pricing strategies. The shift towards widespread data usage has highlighted the urgent need for reliable data management.