Nature of Random number drawn from a probability distribution

I have read in a recent metaheuristic algorithm that a random number is drawn from a uniform distribution.Is there any difference/ significance in the nature of random number drawn from Normal distribution and Gaussian Distribution/Poisson Distribution?