Background Despite the large number of evidence-based practices (EBPs) ready for implementation, they are the exception in usual care, especially for ethnic minority patients, who may not have access to trained health professionals. Providing EBP training as part of a graduate curriculum could help build the pipeline of professionals to provide quality care. Methods We conducted a before-after study to determine whether we could implement a blended learning strategy (BL; i.e., in vivo and online training) to teach an EBP in university settings. Feasibility in this pilot was operationalized as knowledge acquisition, satisfaction, fidelity, acceptability, and usability. Using GenerationPMTO as the EBP, our aim was to train graduate students enrolled in Psychology, Social Work, and Family Therapy programs in the EBP in one academic year. Two therapists from a community agency were also students in this pilot. A total of 13 students from five universities were trained in the intervention. Adaptations were made to the intervention and training strategy to optimize training fidelity. Focus groups were conducted with the students to capture their perspective about the training. Results Students demonstrated significant knowledge acquisition from baseline (Mean = 61.79, SD = 11.18) to training completion (Mean = 85.27, SD = 5.08, mean difference = − 23.48, 95% CI = − 29.62, − 17.34). They also reported satisfaction with the BL format, as measured by teaching evaluations at the end of the course. Instructors received acceptable fidelity scores (range of 7–9 in a 9-point scale). Qualitative findings from focus groups showed support for acceptability and usability of BL training. Conclusions BL training in university settings can be conducted with fidelity when provided by appropriately trained instructors. BL that integrates EBP and adaptations may be uniquely applicable for training providers in low-resource and ethnically diverse settings. The BL enhanced knowledge of GenerationPMTO was acceptable and usable to students, and was delivered with high instructor fidelity to the training model.