1. An apparatus comprising a processor and a storage to store instructions that, when executed by the processor, cause the processor to perform operations comprising: retrieve, from a node device, node data descriptive of at least one characteristic of an execution environment of the node device; generate a current data set model descriptive of at least one characteristic of a current data set; compare the current data set model to at least one previously generated data set model of at least one previously analyzed data set to detect a match in the at least one characteristic that meets a similarity threshold, wherein the at least one previously generated data set model is descriptive of the at least one characteristic of the at least one previously analyzed data set; in response to detection of a match that meets a similarity threshold between the at least one characteristic described in the current data set model and the at least one characteristic described in the at least one previously generated data set model: retrieve an indication from a correlation database of at least one previously performed action previously performed on the at least one previously analyzed data set, wherein the at least one previously performed action comprises at least one of normalization, a transform or a task performed on the at least one previously analyzed data set; select a computer language based on the node data; generate node instructions, in the selected computer language and based on at least the current data set model, to cause the node device to perform the at least one previously performed action on at least a portion of the current data set; and transmit the node instructions to the node device; and in response to detection of a lack of a match that meets the similarity threshold between the at least one characteristic described in the current data set model and the at least one characteristic described in the at least one previously generated data set model, present a request for input indicative of a current action to perform on the current data set, wherein the current action comprises at least one of normalization, a transform or a task to be performed on the current data set.