Personal trainers and fitness experts have tested and recommended various cross-training shoes, with some outlets suggesting specific top picks. The number of recommended shoes varies across outlets, with lists ranging from 8 to 21 options. The recommendations are based on testing and reviews by trainers, editors, and fitness writers, who aim to help consumers choose the best shoes for their training needs.