Abstract: An embodiment performs, by an attribute value substitution engine, key-value extraction on infrastructure as code. The embodiment assigns, by the attribute value substitution engine, an attribute in a plurality of attributes to a value in the extracted key-value. The embodiment computes, by the attribute value substitution engine, a plurality of similarities between the plurality of attributes and a cloud resource. The embodiment groups, based on the plurality of similarities, the plurality of attributes into a group of attributes. The embodiment substitutes, by the attribute value substitution engine, the attribute with another attribute, the attribute and the another attribute belonging to the group of attributes.

Abstract: A processor may receive information associated with resources and edges from Infrastructure as Code (IaC). The processor may assemble a knowledge graph. The knowledge graph may be a controlling root graph for infrastructure code that contains the resources and edges from the IaC. The processor may determine, based on global usage statistics of the resources, probabilities of going from one resource to another resource. Going from one resource to another resource may be an edge. The processor may generate a recommendation for a next response.