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Visual programming (VP) is an intuitive and accessible format for integrating computational thinking (CT) into schools. However, non-computing teachers generally need additional training to integrate CT into their classes successfully. This multiple case study focused on the changes in teachers' perceptions of VP and CT after taking a master-level course based on observations, interviews, and artifacts in the course. The preliminary analysis revealed three themes: motivations and barriers to integration of VP, teachers’ gains after a semester-long course designed by the 3-C model, and changes in teachers’ perceptions about CT and VP. These three themes emphasize the need for well-developed PD for teachers to integrate CT and VP into their classroom and the way to create effective PDs.