When using an Item Gallery, there will be a 'Next' button at the bottom of the items displayed at one time.
When combining this with a 'Tag' filter, ensure you're using the 'scope' snippet to guarantee the 'Tag' filtering is maintained across all the pages:
Example:
<gspro-item-gallery scope-tags="YOUR-TAG" size="100"></gspro-item-gallery>