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On the App (iOS version 16.3.0), when I close the App for instance on the cloud layer, the next time it restarts with Cloud. So just close the App on the layer you prefer.
On the website Windy.com, you can save the complete URL when your favourite layer is displayed. Save this URL in a bookmark. Next time you will open the same page.