The most substantial impediment to ubiquitous data interchangeability is trust. Despite the fact that data consumers have expressed concerns regarding the quality of the shared data, a multitude of data proprietors are unable to share their data due to a lack of infrastructure for establishing data trust. Blockchain technology facilitates decentralized and transparent governance by allowing multiple parties to agree on an unalterable ledger. This program enhances the integrity of data transmission by establishing a comprehensive architecture for data trust through the use of blockchain technology. Additionally, we provide a versatile method for determining the number of transaction validators by utilizing the approximated trust value.