Is it permissible to deposit a sum of money with a shop owner and receive a monthly percentage of the profits?

If the intention is to give the store owner money for him to invest on your behalf, with the profit shared between you according to an agreed-upon percentage, then there is no harm in that. However, if the intention is to give money in exchange for a fixed amount, then this is precisely usury (riba).