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Any particular reason why StoreLocationCollection would be empty for Store Pickup Locations List?

Check your location settings, you might have missed a dependency setup (ie, latitude, longitude) required by this module to pull your locations properly into the collections.

I would also check to see if there are permissions violations because you need escalated permissions to access location records as a shopper

I have already added the Long/Lat all of the required fields on the locations records, I also elevated the permissions for the StoreLocator service

We also replicated the module but to show All Store Inventory, and is also uses new StoreLocatorCollection and the locations show up just fine

So the collection is fine in one module but empty in the other

I don't know what to suggest, I'm afraid. If you can't get our modules to work, you may have more joy simply writing your own service/collection combo to get and handle the data.