Purchasing supplies like fish food, water conditioners, and test kits in bulk can be cost-effective in the long run, particularly for staple items that have a long shelf life and will definitely be used. Bulk purchases often come with price reductions, but it is important to balance quantity with the shelf life to prevent waste.