Sometimes you will find not all products you added to the store appear on the store. An example below shows that there should be 5 products under the all category, but only four products are showing.
This usually happens after you just added products in and you just adjusted their positions using drag and drop method.
Click on the Default button on the top right of the screen. This usually should refresh the page and help with displaying of all products that are added.