In some embodiments, a semiconductor cooling apparatus includes a monolithic array of cooling elements. Each cooling element of the monolithic array of cooling elements is configured to thermally couple to a respective semiconductor element of an array of semiconductor elements. At least two of the semiconductor elements have a different height and each cooling element independently flexes to conform to the height of the respective semiconductor element.