To optimize memory allocation in Rust for a high-performance network application, you can use object pooling to reuse pre-allocated objects, which reduces the frequency of allocations and deallocations. Additionally, you can leverage the ‘Box’ type for heap allocation and ‘Rc’ or ‘Arc’ for shared ownership when necessary, ensuring minimal overhead on memory usage.