Abstract: Methods, systems, and programming for distributing tasks to a network of machines are disclosed. A plurality of tasks is received, each task having an associated priority level. Each of the plurality of tasks is assigned to a priority line of a plurality of priority lines based on the associated priority level of each of the plurality of tasks. A distribution strategy is determined for the plurality of tasks based on an analysis of at least one worker machine. A group of tasks is scheduled from the plurality of priority lines to a gateway line based on the distribution strategy. Tasks are pushed from the gateway line to the at least one worker machine to process the tasks. The progress of tasks processed by worker machines is monitored and results of tasks are fetched and delivered to users of user devices.