Systems, machine-readable media, and methods may facilitate accelerating software change requests in deployment pipelines. Operations of a deployment pipeline for testing and deploying a software change may be monitored, the operations corresponding to a set of input requirements for testing and deploying the software change. Data composites may be collected. The data composites may be created and may include pipeline information associated with operations of the deployment pipeline. Rules corresponding to software change request protocols may be learned and may define mappings of the data composites to requirements pertaining to software change request operations of the deployment pipeline. Input required for a software change request may be decreased based on the learning so that the input required for the software change request conforms to a subset of the set of input requirements.