A campaign server is disclosed which includes a multi-level queue architecture that isolates campaign processing from the delays and inconsistencies of target population information retrieval and a data streaming service system with latency and error remediation measures are disclosed, where the campaign server and the data consumption system can be part of a consolidated system. The data consumption system may include various components to process one or more offers to one or more customers and component configured to detect an error associated the preparation of the errors and/or ii) initiate a retry attempt to process the one or more offers, and/or storing an instruction in a storage component of the streaming data system to permanently prohibit an attempt to generate the one or more offers at a subsequent time if the retry attempt expires without processing the one or more offers.