Are you sure this isn't some Firefox add-on that you are using that is causing this? (E.g. uBlock Origin, Privacy Badger or activating Firefox's built-in anti-tracking protection or maybe just blocking third-party cookies; which could be solved by whitelisting the problematic webpages.)

I am using Firefox exclusively and I rarely find sites that don't work with Firefox after I disable blocking extensions.