The size and complexity of large and diverse data sources in semantic analysis, organization and interpretation from the help of machines are fast growing on the extent of human direct understanding with high-ranking order and its strategic value to publish. Due to the volume, speed, style, and accuracy, the number of data integration creates a major challenge for the traditional methods and brings many opportunities to integrate. Semantic Web technology has the potential in data integration and has become an important means of solving big data technology. Although it is important to manage the large amount of data, only a few studies focused on the determinants of the Semantic Web’s application. Based on the theory of organization in the scope of the technical environment, this study failed in some factors of the research model, which are the technical applications seen by professionals, especially in the computing environment of commercial companies. We have affirmed the model thanks to the researchers of modern technology, especially information technology, their experiments have conducted the results in the development of some sections such as management, architecture systems, software, and web design. The results show that the utility, usability, organizational innovation, data organization, and data management are perceived as important factors of the application software. This study provides new insights into the application of organization theory from the perspective of professionals, and the Semantic Web has to match the technical base.