Question: Amazon | Recent Online Assessment 2026 | API Request Throttling | Gaming Platform Ranking | Latest Amazon OA Questions | Web Infrastructure Logs & Achievement Points
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Question 1: API Request Throttling (Cumulative Response Time)

Problem Statement:

In Amazon's web infrastructure, the system logs n API requests per second, recording each request's response time in the array responseTimes, where each element denotes the time taken to respond to a single request.

To prevent system overload, a throttling mechanism is applied with the following behaviour:

  • In each step, select the request with the minimum response time. This request is prioritised for further analysis.

  • Remove the selected request and its immediate neighbours in the array (based on original indices) from the logs permanently.

  • This process continues until all requests are removed.

The task is to calculate the total cumulative response time of all selected minimum requests.

Question 2: Gaming Platform Ranking System

Problem Statement:

One of the competitions launched on Amazon gaming platform has come up with a unique ranking system for the participants. It is based on their relative expertise levels and achievement points.

There are p participants where the ith participant has an expertise level of expertise[i] and achievement points of points[i]. The ranking points of the ith participant is defined as the maximum possible sum of points of at most count participants with an expertise level strictly less than expertise[i].

Example:

If expertise = [1, 2, 3, 4], points = [40, 30, 20, 10], and count = 2:

The maximum possible sums of points of any two participants with expertise levels less than the participant in consideration are [0, 40, 70, 70].

Given expertise, points, and count, find each participant's ranking points.

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