Chemistry infrastructure serves as a backbone of pharmaceutical discovery informatics. In last two year, we have implemented and migrated most of our applications and systems using ChemAxon technology as our core chemistry infrastructure platform. During this evolutional migration, we encountered challenges in legacy systems, technology adaption, and data curation. An effective organization and business engagement are crucial for the success.