Layers of clouds, made up of hot dust and droplets of molten iron, have been detected on the planet-like world, researchers said.
Findings from the study could improve scientists' ability to find out if conditions in far-off planets are capable of sustaining life, they said.
A team led by the University of Edinburgh researchers used a telescope in Chile to study the weather systems in the distant world - known as PSO J318.5-22 - which is estimated to be around 20 million-years-old.
These cause changes to the brightness of the distant world as it rotates, researchers said.
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The far-off world is around the same size as Jupiter - the largest planet in our solar system - but is roughly eight times more massive. Temperatures inside clouds on PSO J318.5-22 exceed 800 degrees Celsius.
The team was able to accurately measure changes in brightness on PSO J318.5-22 because it does not orbit a star.
The team hopes to adapt the technique so they can study planets that do orbit stars. Such techniques may eventually be applicable to cooler, lower mass planets, which are more likely to be capable of supporting life, researchers said.
"This discovery shows just how ubiquitous clouds are in planets and planet-like objects. We're working on extending this technique to giant planets around young stars, and eventually we hope to detect weather in Earth-like exoplanets that may harbour life," said Dr Beth Biller, of the University of Edinburgh's School of Physics and Astronomy, who led the study.