There are several methods for factorizing numbers into their prime number components. These include using divisibility rules to check for factors of 2, 3, 5, and other primes. Two common methods are downward division, which divides the number successively by primes starting from the largest factor, and a division tree which splits the number into prime factors. Being able to quickly factor numbers is important for tasks like simplifying fractions and radicals.