You can visit all around the year, except the months of Apr-May when it rains heavily. Through Dec to March you see the spectacular wildebeest migration (made famous in Lion King) as well as millions of zebras crossing the plains. Otherwise you will see all the big game animals as well as several types of antelopes all round the year.
