This document describes designing a customized hash function for processing market data in high-frequency trading systems. It discusses sources of latency, software and hardware optimization techniques, and implementing a data structure using a hash table with symbols as keys. The implementation initializes the hash table by loading symbols in descending order of expected activity and resolving collisions. It also describes expanding the table to add new symbols and finding an optimal hash table size to minimize collisions and costs.