1. A method for data revision control in a large-scale data analytic system: at one or more machines comprising one or more processors and memory storing one or more programs executed by the one or more processors to perform the method, performing operations comprising: storing a first version of a first dataset that is derived from a first version of a second dataset based on a first execution of a first version of a driver program; storing a first build catalog entry comprising an identifier of the first version of the first dataset, an identifier of the first version of the second dataset, a first branch name, and an identifier of the first version of the driver program; storing a second version of the first dataset that is derived from a second version of the second dataset based on a second execution of the first version of the driver program; storing a second build catalog entry comprising an identifier of the second version of the first dataset, an identifier of the second version of the second dataset, a second branch name that is different from the first branch name, and an identifier of the first version of the driver program; storing a first transaction entry in a database, the first transaction entry comprising a first transaction commit identifier of the first version of the first dataset; wherein the first build catalog entry comprises the first transaction commit identifier; storing a second transaction entry in the database, the second transaction entry comprising a second transaction commit identifier of the first version of the second dataset; wherein the identifier of the first version of the second dataset in the first build catalog entry is the second transaction commit identifier; storing a third transaction entry in the database, the third transaction entry comprising a third transaction commit identifier of the second version of the second dataset; wherein the identifier of the second version of the second dataset in the second build catalog entry is the third transaction commit identifier; and causing display of a provenance graph in a graphical user interface based on the first build catalog entry, the provenance graph display including display of: a first node representing the first version of the first dataset, a second node representing the first version of the second dataset, and a first directed edge from the first node to the second node.