EDIT: liquidx was just posting his reply while i was typing, ill post it anyway

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Here something for the wiki

that depends of your situation..
Radial has the connection in one side and axial one on each side:

manytimes on PCB they use radial, but sometimes axial.
I think you are reffering to radial, since that is in your query..
anyway, they are the same, its just the housing.
sometimes i use axial caps and bend one leg to the other side with some shrinktube
for example if the desired value does only exist in axial version at your supplier.
thats not the most elegant way, but it works..
(did that with gyruss monitor

)
then its just a matter of the correct uf value, this needs to be the same.
Voltage on the other hand can be higher than the original value, for example a 16V cap can be used without problems if the original was 10V
REMEMBER, NOT THE OTHERWAY AROUND! so always go higher or the same voltage, then you won't have problems for that.
there are 85 degree caps and 105 degree caps, and even more higher temperatures, i like 105 degree caps especially in "hotter" areas.
and the last tip i can give is; WATCH the POLARITY ! so look how the cap is mounted before you remove it.