Cloud fitness engineering

A system comprising:

• one or more computers and one or more storage devices storing instructions that are operable, when executed by the one or more computers, to cause the one or more computers to perform operations comprising:
• obtaining, at one or more processing devices, a set of target performance criteria associated with an application executable at least in part on a cloud-computing system;
• generating, using one or more machine-learning models from the set of target performance criteria, a set of target process parameters related to one or more processes associated with execution of the application;
• performing simulations, by the one or more processing devices, of the execution of the application on respective ones of a plurality of candidate computing systems, wherein each candidate computing system includes a corresponding sequence of multiple architecture components at least a portion of which represents components of the cloud-computing system;
• selecting, based on results of the simulations, at least one of the candidate computing systems that satisfies the set of target process parameters;
• and
• providing instructions for deploying the selected computing system for execution of the application, the selected computing system being deployed at least in part on the cloud-computing system.

A non-transitory computer-readable medium storing software comprising instructions executable by one or more computers which, upon such execution, cause the one or more computers to perform operations comprising:

• obtaining, at one or more processing devices, a set of target performance criteria associated with an application executable at least in part on a cloud-computing system;
• generating, using one or more machine-learning models from the set of target performance criteria, a set of target process parameters related to one or more processes associated with execution of the application;
• performing simulations, by the one or more processing devices, of the execution of the application on respective ones of a plurality of candidate computing systems, wherein each candidate computing system includes a corresponding sequence of multiple architecture components at least a portion of which represents components of the cloud-computing system;
• selecting, based on results of the simulations, at least one of the candidate computing systems that satisfies the set of target process parameters;
• and
• providing instructions for deploying the selected computing system for execution of the application, the selected computing system being deployed at least in part on the cloud-computing system.