← Amazon Interview Insights

Amazon·Software Engineer·Online Assessment (OA)·Intermediate

IntermediatePrefer not to say
Jun 2026

Summary

Amazon SWE coding round, one algorithmic problem the whole time. Not a bad experience but the problem had some edge cases I didn't fully think through until after I submitted.

Questions Asked (1)

Q1

Given an integer array, you can repeatedly select any contiguous subarray and increment all its elements by 1. What is the minimum number of such operations needed to make the array non-decreasing?

Algorithms & Data Structures
Author's notes

Spent probably too long trying to brute force a greedy approach before realizing you can think about it in terms of the 'deficit' at each position relative to the previous element.

Create a free account to read the full note

AI HintsAI Generated

Suggested Approach

First, clarify that the goal is to make the array non-decreasing with minimum operations, where each operation increments a contiguous subarray by 1. Then, observe that the problem reduces to summing the positive differences between consecutive elements, as each increase in value from left to right requires at least that many increments, and these can be achieved independently.

Pro tip: Mention that this is equivalent to the 'minimum number of increments to make array non-decreasing' problem, which is a known pattern in competitive programming. Also, note that the answer is simply the sum of max(0, a[i] - a[i-1]) for i from 1 to n-1, and explain why this is optimal.

1. Understand the operation and goal

Restate the problem: we can increment any contiguous subarray by 1, and we want the array to be non-decreasing (each element ≤ the next). The goal is to minimize the number of operations.

2. Identify necessary increments

For each adjacent pair (a[i-1], a[i]), if a[i-1] > a[i], we need to increase a[i] (and possibly elements to its right) to at least a[i-1]. The minimum increase needed at position i is max(0, a[i-1] - a[i]).

3. Show that increments can be applied independently

Each required increase can be achieved by an operation on a subarray starting at i and extending to the right, without affecting earlier elements. These operations do not interfere with each other's requirements.

4. Derive the formula

The total minimum operations is the sum over i=1 to n-1 of max(0, a[i-1] - a[i]). This is because each operation can only increase elements, and the required increases are additive.

5. Verify with examples and edge cases

Test with simple arrays (e.g., [3,2,1], [1,2,3], [5,5,5]) to confirm the formula. Consider edge cases like empty array or single element (answer 0).

Key Points to Mention

  • The operation increments a contiguous subarray, which can be used to fix multiple inversions at once.
  • The minimum number of operations equals the sum of positive differences between consecutive elements (a[i-1] - a[i] when positive).
  • This is optimal because each operation can reduce the total 'deficit' by at most 1, and the deficits are independent.
  • The problem is equivalent to finding the total increase needed to make the array non-decreasing.
  • Time complexity is O(n) and space complexity is O(1).
  • Edge cases: already non-decreasing array requires 0 operations; strictly decreasing array requires sum of all differences.

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.