I noticed on my phone and iPad that an album is available through the mobile app but not through the Windows desktop version. I even added songs to a playlist while on the mobile version, and when I went to listen to them on the desktop one, it doesn't find the tracks..
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Hey, and welcome to the Community.
This should work, just clear Spotify cache. You can find cache path by going to Edit - Preferences. Delete the whole cache folder.