Will the products disappear from my Shopify store if I change the theme?

No, the products in your store will not be deleted or disappear if you change the theme, everything will be transferred to the new theme. In general, it's always best to save a copy before making any changes to your website. Also, you can preview the new theme and customize it before you publish. Edit your store as much as you want, and publish only when you're done.