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Indeed. Switching to cookies is the right way of dealing with this. You would still need to sort out CSRF issues, but those can be dealt with in a safer way.
If you are using your application on iOS Safari in private mode ... HTML 5 storage feature will not work ... 1 more reason to use cookie instead of local storage in case your web app. is supporting devices
localStorage can be accessed by JS, How to prevent XSS attacks?
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