Message queues serve as short-term storage for both raw and preprocessed data, allowing various applications to consume information efficiently. Data often undergoes initial filtering and transformation before being written to multiple queues for downstream use. This layered approach ensures that data is appropriately handled and archived, optimizing the flow from production to final storage.