The layered structure of transition metal dichalcogenides (TMDs) gives rise to many novel properties for functional applications in a wide range of fields. However, successful synthesis of TMDs and directly modulating properties of TMDs during the growth process are facing great challenges, which limits their future practical applications. In this review, we focus on current state of the art chemical vapor deposition (CVD) synthesis of TMDs alloys, convenient methods to modulate properties of TMDs by CVD. Then, TMDs-based lateral and vertical heterostructures utilizing CVD methods are reviewed. Finally, we summarize patterned growth of TMDs briefly.