Session only cookies with Javascript

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Yes, that is correct.

Not putting an expires part in will create a session cookie, whether it is created in JavaScript or on the server.

See https://stackoverflow.com/a/532660/1901857

For the use case in the question (no server side code), sessionStorage is a simpler solution. But sessionStorage is client only, so would not work if you need to access the stored value on the server (e.g. user logins etc.)

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