Practice Arena

Python Coding Challenges

Write real Python in the browser. Instant feedback. From beginner to expert.

925 challenges 556 easy 323 medium 46 hard
Data Structures & Algorithms medium

Quicksort

Implement quicksort and return a sorted list.

sorting recursion divide-and-conquer
+25 pts 25m
Data Structures & Algorithms medium

BFS level-order traversal

Return the level-order traversal of a binary tree as a list of lists.

BFS trees queues
+28 pts 25m
Data Structures & Algorithms medium

Coin change (DP)

Find the minimum number of coins to make exactly the target amount.

dp greedy
+30 pts 28m
Data Structures & Algorithms medium

Graph DFS

Return all nodes reachable from a start node via DFS.

graph DFS recursion
+28 pts 25m
Data Structures & Algorithms medium

Count inversions lite

Implement a function that counts inversions in a list of numbers efficiently.

inversions sorting merge sort
+25 pts 25m
Data Structures & Algorithms medium

Find Peak Element

Implement a function that returns the index of any peak element in an integer array.

arrays search binary-search
+20 pts 25m
Data Structures & Algorithms medium

Longest Consecutive Sequence

Given an unsorted list of integers, find the length of the longest consecutive elements sequence in O(n) time.

hash set array linear
+20 pts 20m
Data Structures & Algorithms medium

Merge Sort

Implement merge_sort(numbers) that returns a sorted copy of the input list using the merge sort algorithm.

sorting recursion divide-and-conquer
+30 pts 30m
Data Structures & Algorithms medium

Heap Sort Implementation

Implement the heap sort algorithm to sort a list of comparable elements in non-decreasing order.

heap sorting in-place
+20 pts 25m
Data Structures & Algorithms medium

Radix Sort

Implement LSD radix sort to sort a list of non-negative integers in ascending order.

radix-sort sorting counting-sort
+25 pts 25m
Data Structures & Algorithms medium

Bucket Sort

Implement bucket sort to sort a list of floating-point numbers in the range [0,1).

sorting bucket-sort insertion-sort
+25 pts 30m
Data Structures & Algorithms medium

Decode Ways

Count the number of ways to decode a numeric string into letters using the mapping A=1 to Z=26.

dynamic programming strings counting
+20 pts 25m
Data Structures & Algorithms medium

Path Sum II All Paths

Return all root-to-leaf paths where the sum of node values equals a target.

binary-tree dfs backtracking
+20 pts 25m
Data Structures & Algorithms medium

Redundant Connection

Given a list of edges forming a tree plus one extra edge, return the edge that appears last in the input and creates a cycle.

graphs union-find cycle-detection
+25 pts 25m
Data Structures & Algorithms medium

Reconstruct Itinerary

Given a list of airline tickets, reconstruct the itinerary in order using each ticket exactly once, choosing the lexicographically smallest path when multiple options exist.

graph backtracking dfs
+30 pts 25m
Data Structures & Algorithms medium

Shortest Path in Binary Matrix

Implement BFS to find the shortest path length from (0,0) to (n-1,n-1) in an n x n binary matrix, moving through 0 cells in 8 directions.

bfs grid shortest-path
+30 pts 30m
Data Structures & Algorithms medium

K Closest Elements

Implement a function to return the k closest elements to a target in a sorted array.

arrays binary-search sorting
+25 pts 25m
Data Structures & Algorithms medium

Next greater element II

For each element in a circular array, find the next greater element (NGE) to its right, wrapping around.

arrays stack monotonic stack
+20 pts 20m
Data Structures & Algorithms medium

Basic Calculator II

Evaluate a basic arithmetic expression with +, -, *, / following operator precedence.

string stack arithmetic
+25 pts 30m
Data Structures & Algorithms medium

Design Front Middle Back Queue

Implement a data structure that supports push/pop at front, middle, and back of a queue.

queue deque data-structures
+25 pts 30m
Data Structures & Algorithms medium

Online Stock Span

Implement StockSpanner.next(price) that returns the maximum number of consecutive days (including today) with price <= current price.

stack monotonic-stack stock-span
+20 pts 25m
Data Structures & Algorithms medium

Trie Insert and Search

Implement a Trie and a scenario runner that executes insert/search/prefix operations.

trie insert search
+25 pts 25m
Data Structures & Algorithms medium

Flood Fill Algorithm

Implement flood fill on a 2D grid using BFS/DFS.

grid bfs dfs
+20 pts 25m
Data Structures & Algorithms medium

Eulerian Path Check

Given the number of vertices and an edge list of an undirected graph, decide if it has an Eulerian path.

graph eulerian degree
+25 pts 25m

Showing 1–24 of 36 challenges · medium · Data Structures & Algorithms

Data Structures & Algorithms — Python coding challenges

What you will find here

This page lists data structures & algorithms challenges — real Python problems you solve in the browser IDE with instant test feedback. Each challenge includes a clear brief, starter code, and automated checks.

Challenges vs tutorials and quizzes

Challenges test what you can build under constraints. For guided teaching, use our Python tutorials. For quick checks, try quizzes or copy snippets from code samples.