Present disclosure provides techniques for dynamically determining how to store and expire non-TCP traffic in a network environment. In some examples, aspects of the present disclosure may implement a state machine operated by the server for managing non-TCP traffic. Critically, in accordance with aspects of the present disclosure, non-TCP traffic may be combined with the use of multiple memory partitions and an expiry algorithm that supports dynamic scaling of non-TCP traffic while achieving faster connection speed, higher system performance, and lower time complexity.