The stop button is there. When a page is loading look at the end of the address bar where the reload normally is. This changes to stop during loading.
If you look bottom left of the screen you can see different items loading.
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Synology invites you to visit them at Insomnia on 26th – 29th August. Book your tickets now and visit Synology.