A real direct distance measurement of an astronomical object is possible only for those objects that are close enough to Earth (within about a thousand parsecs).
It is the larger distances which are the problem. Several methods rely on a standard candle, which is an astronomical object that has a known standard luminosity.
NOTE: Above information has been taken from wikipedia and/or official websites of topics.
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