Note : the below worked for me using the Kobo android app, but it might work via a Kobo device.
Try searching the store from your device/app. When you find the book it should give you a download option. Click on that. It will then download to your device and show up in your library in the store.
(I see you have a Nexus, so you could try it via the Kobo app.)
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