CONTENTS

Trie and Advanced Data Structures Guide

A focused guide to tries, LRU cache, segment tree, and Fenwick tree patterns for advanced interviews.

May 29, 2026
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Advanced data structures look intimidating until you connect each one to the operation it makes faster: prefix lookup, recency updates, range queries, or prefix sums.

Structure Map

Data StructureOptimizesPractice
TriePrefix lookupImplement Trie
LRU CacheO(1) access and recency evictionLRU Cache
Segment TreeRange query plus point updateSegment Tree
Fenwick TreePrefix sum with compact memoryFenwick Tree

Decision Diagram

prefix words -> trie
recent cache -> hashmap + linked list
range query with updates -> segment tree
prefix sums with updates -> Fenwick tree

FAQs

Should I learn segment tree before Fenwick tree?

Learn Fenwick first for prefix sums, then segment tree for more flexible range queries.

Is LRU Cache a linked list problem?

It is both linked list and hashmap. The list gives recency order; the map gives O(1) access.

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