Enterprises are grappling with increasingly vast amounts of data, where data fuels transformative technologies like machine learning and data-driven products. However, amidst this surge, ensuring data quality has become paramount. Data arrives from myriad sources, in varying structures, and at unprecedented speeds. Maintaining data quality is essential for unlocking the potential of data-driven technologies and data-intensive business models, particularly in distributed environments, where data suppliers and consumers operate independently from the data provider.