At some airports (e.g. ELP and LAX) the end of the runway is fairly close to the gate so there’s not much time difference. In most cases there is several to many minutes’ difference between gate time and takeoff time.
Can you give examples? If you are referring to the times shown in an airline’s schedule then you will always see gate times.
