Choose brackets that can support the weight of the shelf and its contents, and that match the shelf's thickness and depth. Heavy-duty brackets are necessary for shelves that will hold heavier items, while decorative brackets can be used for lighter loads and aesthetic appeal. Always ensure that the brackets are compatible with both the shelf material and the wall type.