Are IceCandidate and SDP fixed values? Is this a good idea to store them in a server database instead of retrieving on every connection? If updating these data is unavoidable, when should I do it?
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No they are not fixed values. Ice candidates locate the user in the network topology they reside in at present, which unless you have a static IP (which almost nobody has) AND a wired internet connection AND a static LAN address, AND a desktop computer that connects solely through these means and never also through, say, wifi, then this will likely change hourly, daily or weekly.
SDP additionally contains the media-setup for a call and other information, which can change from call to call, and even mid-call (requiring re-negotiation) if video or audio sources are added, removed or altered during the call. SDP may additionally contain other things that expire, but hopefully this is enough to dissuade you.