Methods and apparatus for maintaining the cooling systems of distributed compute systems are disclosed. An example apparatus disclosed herein includes memory, machine-readable instructions, and processor circuitry to execute the machine-readable instructions to determine a health of a server, determine a threshold based on a workload service level agreement associated with the server, and in response to determining the health does not a satisfy the threshold, throttle a workload on the server.