Hyde here from Shopify.
The bar is only visible to yourself as the store owner because you're signed in to the account. No one else can see the same bar!
Try viewing your store in incognito or in a different browser and you'll see that the bar disappears.
I hope this helps, let me know if you have any other questions.
All the best, Hyde