8. Maximum Subarray
mediumAsked at AdyenFind the contiguous subarray with the largest sum and return that sum.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an integer array nums, find the contiguous subarray (containing at least one number) which has the largest sum and return its sum.
Constraints
1 <= nums.length <= 10^5-10^4 <= nums[i] <= 10^4
Examples
Example 1
nums = [-2,1,-3,4,-1,2,1,-5,4]6Example 2
nums = [5,4,-1,7,8]23Approaches
1. Brute force
Sum every subarray.
- Time
- O(n^2)
- Space
- O(1)
let best = -Infinity;
for (let i = 0; i < nums.length; i++) {
let sum = 0;
for (let j = i; j < nums.length; j++) {
sum += nums[j];
best = Math.max(best, sum);
}
}
return best;Tradeoff:
2. Kadane's algorithm
Carry the best subarray ending at i; reset when negative.
- Time
- O(n)
- Space
- O(1)
function maxSubArray(nums) {
let cur = nums[0], best = nums[0];
for (let i = 1; i < nums.length; i++) {
cur = Math.max(nums[i], cur + nums[i]);
best = Math.max(best, cur);
}
return best;
}Tradeoff:
Adyen-specific tips
Adyen maps Kadane's reset rule to multi-currency net-settlement windows — they expect you to articulate why you'd never carry a negative running sum across boundaries.
Solve it now
Free. No sign-up. Python and JavaScript run instantly in your browser.
Practice these live with InterviewChamp.AI
Drill Maximum Subarray and other Adyen interview questions under real-loop conditions with instant feedback on your reasoning, complexity claims, and code.
Practice these live with InterviewChamp.AI →