Interview Questions

Dhruv M. - "During my internship at Inceptra Analytics, our team was working on improving the monthly reporting process for the operations department. I proposed switching from manual Excel reports to a Power BI dashboard to automate and visualize key metrics. However, some team members were hesitant—they felt the current process, although tedious, was more familiar and controllable. My task was to get buy-in from the team to adopt a more efficient reporting method without causing disruption or resistance."See full answer

fuzzyicecream14 - "Situation: As a Product Manager at Cisco, I was leading the development of a new highly critical product for enterprise customers. Midway through the project, a key engineering team was reassigned due to an urgent security patch, leaving us understaffed with only six weeks left before a critical customer pilot. Task: I had to ensure the product launched on time without sacrificing key features, despite losing half of our engineering team. The challenge was to"See full answer

Victor O. - " import java.util.*; class Solution { // Time Complexity: O(n^2) // Space Complexity: O(n) public static List> threeSum(int[] nums) { // Ensure that the array is sorted first Arrays.sort(nums); // Create the results list to return List> results = new ArrayList(); // Iterate over the length of nums for (int i = 0; i < nums.length-2; i++) { // We will have the first number in"See full answer

Sourabh M. - "\>> Amazon Mission & Strategy \>> Where does Amazon Prime fit into Amazon’s mission? \>> Analyze Amazon’s positioning thru \Porter’s 5 forces \ \>> Available Options \\Amazon Mission & Strategy\\ \>> Vision // To be everything store \>> Jeff Bezos // Your margin is my opportunity \\Amazon Prime\\ \>> Loyalty program to help increase customer loyalty // CLTV \>> Fuels Bezos philosophy of \“your margin is my opportunity”\ \>> Amazon Services\: E-Commerce, OTT, Mus"See full answer

Aikya S. - "SELECT name ,type ,ROUND( CASE WHEN type = 'Electronic' THEN price * 0.90 WHEN type = 'Clothing' THEN price * 0.80 WHEN type = 'Grocery' THEN price * 0.95 WHEN type = 'Book' THEN price * 0.85 ELSE price END, 2 ) as discounted_price FROM products `"See full answer

Product V. - "Clarifying Statement - Stripe has a bunch of B2B products aimed at SMB's My favorite Product - Stripe Atlas Why - it solves a real need to simplify the process and workflow to start a business and navigate through the hurdles of opening online shop in a foreign country"See full answer

James H. - "I broke the vehicles down by regions in the world. Designed a wireless api interface to sync with a database backend that linked to google maps through another service and api."See full answer

Luca D. - "The real discussion was very much similar o what exposed at https://www.tryexponent.com/courses/software-engineering/system-design/design-rate-limiter, but - as I commented the video - the real interviewer wasn't so naive to do not forgive the client identification only because IP. I had to introduce glimpses of https://en.wikipedia.org/wiki/Knowyourcustomer practice, I quoted JWT. I proposed a logical map of id addressing a "deque" of time-stamps of requests, with a threshold for the deque an"See full answer

Saurabh K. - "Goals : Determine if the TV series should be renewed If it should be renewed, how much should Netflix be willing to pay for this series Let's assume that the goal is to maximize subscriber retention and engagement while paying a reasonable amount for the licensing costs that is justified by the value added by the series. Assumptions : The show is exclusive to Netflix for a particular region (for eg. US) It has been on the platform for an year Netflix has subscriber level data around"See full answer

Anonymous Wombat - "Was the statement very similar to the leetcode or was it changed and only the main idea remained?"See full answer

Angie B. - "Clarify the problem to ensure you understand what to improve - reactions are used to react to posts or comments. They show the reactors' sentiments, emotions, and opinions in a simple yet clear manner without using words. Business Objectives What are the business objectives that we need to consider before digging deeper? Are there specific goals that we're trying to achieve by improving the reactions feature? We want to increase the number of engagement and want more users to react acro"See full answer

Bhuppi S. - "To measure the success of the WhatsApp engagement and retention is crucial along with monitiozation. So, i will make sure following metrics:** Daily Active Users (DAU) and Monthly Active Users (MAU): DAU and MAU are critical metrics for understanding the scale and engagement level of the user base. A healthy ratio between DAU and MAU (known as stickiness) indicates strong user retention and habitual use. Message Sent/Received Volume: The volume of messages sent and received is a d"See full answer

Vijay S. - "Clarification questions - Assumption: Blind person - Generally aware about what an ATM machine is and how it works. Markets - US market and think about global expansion later Regulatory, Financial companies approval - We have agreement from the regulators and financial companies about the merits and we don’t see any kind of concerns from these companies Goal - Part of the company's social initiatives - Positive word of mouth - increase customer base Users - **Blind users with no other disabi"See full answer

Jean-pierre C. - "function twoSum(nums, target) { let complements = new Map(); for (let i = 0; i < nums.length; i++) { let diff = target - nums[i]; if (complements.has(diff)) { return [complements.get(diff), i]; } complements.set(nums[i], i); } return []; } console.log(twoSum([2, 7, 11, 15], 9)); `"See full answer

Clayton P. - "I've watched all the ML Systems designs interviews and this solution provides a clean baseline for predicting ETA using historical averages, but it falls short of addressing the broader problem of route planning. The system predicts ETA for a given segment and time interval, but it doesn’t explain how to compute the ETA for an entire route or how to integrate this into dynamic path selection. It also lacks depth on handling real-time data, adapting to distribution shift, or reacting to sudden"See full answer

Christopher K. - "In order to answer this question, I am going to do the following: Ask some clarifying questions Go through some major external and internal possible causes Hypothesize and test/valid Conclusion 1. Ask clarifying questions Any particular market? Is it a US market or a new market with less than 12-18 months of full operation US market What do you mean by a given city? - Metropolitan with plenty of public transportations (subway, bus, etc), a large city with limit"See full answer