What actually happens inside the operating system, network stack, and reverse proxy when an API returns a response in under 1 millisecond?

When benchmarking low-latency systems, software overhead is often dwarfed by network and operating system mechanics:

TCP handshake and TLS 1.3 key exchange

Kernel socket buffer allocations and zero-copy transfers

Memory cache lookup and hash table lock contention