I wonder why that prince couldn't go running or riding after Cinderella since he might own all the horse we can imagine

But he chose to play with Cinderella shoe instead of chasing her then turned himself into drama prince out of that single shoe. Prince was actually jealous of Cinderella and wanted to be main character so he chose her shoe as a prop to become the main character.