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You can define different cookies for every user with CURLOPT_COOKIEFILE and CURLOPT_COOKIEJAR. Make different file for every user so each one would have it's own cookie-based session on remote server.
CURLOPT_COOKIEFILE
CURLOPT_COOKIEJAR