Trie vs Hash Table
A hash table is excellent for exact key lookup, typically providing O(1) average lookup, but it does not naturally support ordered or prefix-based queries. A Trie supports exact lookup as well as prefix operations in O(L), where L is the string length, but usually consumes more memory because of its node and child references.
Hash table: better for exact membership and key-value lookup.
Trie: better for prefix search and autocomplete.
Hash table usually has lower structural memory overhead.
Trie can share common prefixes between strings.
Choice depends on workload, memory constraints, and query patterns.