With the advent of the big data era, data sharing across various industries has become an important trend in today's society. However, the process of data transactions and sharing inevitably brings about security risks, such as the leakage and misuse of original data, which could compromise the interests of all participants involved in data sharing process. Therefore, it is crucial to adopt corresponding security measures to prevent the security risks in data sharing process. By exclusively utilizing data application software based on DLT, It could adopt practical security technologies and processes to share and audit data application software with its source code and corresponded statistics (as results) securely before and after executing the data application software in data provider side. Therefore, this recommendation would ensure that original data would be held only by the data provider and would secure the shared statistics achieved by data applications software as well. This recommendation would provide security requirements as a reference specifically for data providers, data demanders, and independent third-party auditors who prioritize secure and cost-benefit balanced data results sharing.