Techniques for genetic programming based compression determination are described herein. An aspect includes adding a first plurality of randomly generated compression algorithms to a first set of compression algorithms. Another aspect includes determining a respective mutated version of each of the first plurality of randomly generated compression algorithms. Another aspect includes adding the determined mutated versions to the first set of compression algorithms. Another aspect includes evaluating and ranking the first set of compression algorithms based on respective achieved degrees of compression.