The purpose of the present study was to validate the Malay language version of the Recreational Exercise Motivation Measure (REMM-M) using a confirmatory approach. A total of 506 (females=373, males=133) university students with a mean age of 20 (SD=1.7) years old, participate in this study. Participants completed the REMM-M to measure their motives for doing recreational exercise. The REMM-M consisted of eight subscales, with 73 items measuring motives of respondents related to recreational exercise. The confirmatory factor analysis was tested on the REMM-M using the Mplus 7.3 software. We developed eight hypothesised measurement models of REMM-M based on each subscale. Therefore, there were eight measurement models with eight latent variables and the number of observed variables for each measurement model ranged from seven to 11. All the eight hypothesised measurement models were found not in good fit based on several fit indices. Therefore, several modifications were made iteratively, with theoretical support, to improve the measurement models. These modifications included deleting 22 low-loading items (< 0.50). The final measurement models were combined as one complete measurement model of REMM-M and the CFA results indicated fit based on several fit indices (SRMR=0.064 and RMSEA=0.049 (90% CI: 0.046 to 0.051), Clfit=0.832). The motive constructs' reliability of the final measurement model were acceptable, ranging from 0.683 to 0.867. The final measurement model comprised 51 items and eight subscales. Overall, 70% of the items were retained from the original English version of REMM.