1. A non-transitory machine readable storage medium having instructions embodied thereon, the instructions when executed by a processor: identify historical tunable parameter settings in response to a launch request for a distributed application associated with a customer account where the historical tunable parameter settings have implementation attributes that are in common with the distributed application being launched, the historical tunable parameter settings being configured to result in an improved performance of the distributed application as compared to distributed application performance using default tunable parameter settings; generate a first set of tunable parameter settings for the distributed application from the historical tunable parameter settings for use in executing the distributed application; collect performance metrics and implementation attributes associated with the execution of the distributed application over a predetermined time period; supply the performance metrics and the implementation attributes to a machine learning model configured to output a second set of tunable parameter settings for the distributed application that result in an improved performance as compared to a performance using the first set of tunable parameter settings; and generate the second set of tunable parameter settings for the distributed application after the predetermined time period.