Abstract: Methods are provided for software build outcome prediction. For example, one method may comprise obtaining feature data associated with a software build, the feature data including one or more of the following: first data identifying a user to perform a modification on a set of one or more software artifacts, second data identifying the set of one or more software artifacts, and third data identifying a set of one or more reviewers to review the modification. The method may also comprise determining first probability data associated with the software build being unsuccessful given the feature data and second probability data associated with the software build being successful given the feature data; and predicting a software build outcome associated with the software build based on the first probability data and the second probability data.

Abstract: Methods are provided for software build outcome prediction. For example, one method may comprise obtaining feature data associated with a software build, the feature data including one or more of the following: first data identifying a user to perform a modification on a set of one or more software artifacts, second data identifying the set of one or more software artifacts, and third data identifying a set of one or more reviewers to review the modification. The method may also comprise determining first probability data associated with the software build being unsuccessful given the feature data and second probability data associated with the software build being successful given the feature data; and predicting a software build outcome associated with the software build based on the first probability data and the second probability data.

Abstract: Techniques for cost-driven approach to determine inventory layout in cloud computing environments are disclosed. In one example, a system includes a processor, and a memory coupled to the processor. The memory includes a cost-driven inventory management module to receive a cost budget for provisioning infrastructure objects in a cloud computing environment provided by at least one cloud service prosier, determine an inventory layout including a plurality of combinations of different types of infrastructure objects that are supported by the at least one cloud service provider based on the cost budget, and recommend a subset of combinations from the plurality of combinations of different types of infrastructure objects based on predetermined criteria.