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Parse is similar to php + mySQL, it uses AJAX to send requests and get responses.
Firebase uses websocket to maintain connects, the main idea of firebase is to save data and broadcast them to listeners.
Although they all could store data, parse is good at querying data (for reading), firebase is good at sync data i.e. server will send new data to client.