If you clicked the white "backwards" arrow to zoom out and see the storefront (along with neighboring stores), click the "forwards" arrow to get back into the store.
I zoomed out to the normal satellite view. I could then only get street view on the roads and not the shop.
You have to click on the link to the stores Place Page on the left then under the mini map on the right you will see rotating images, click that and bam!