Interview Questions

M N. - "Acqui: #unique impressions Activ: #clicks per first time user on products and carousel Engage: #clickthroughs, CTR of products by sort order(accuracy) ,carousel clicks, hovers, #clickthroughs that resulted in a purchase(relevance) retent: purchase frequency of reco clickers reve: revenue from recommended products broken by rank "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

Dhruv M. - "During my internship at Insighta Analytics, our team was planning to prioritize a marketing campaign focused on customer acquisition through social media ads. The marketing lead was confident this would yield the best ROI based on past success. I was tasked with supporting the strategy by analyzing customer engagement trends. But as I dove into the data, I started to question whether the current direction was the best use of our budget. I analyzed customer conversion data from the last two quart"See full answer

Anonymous Flamingo - "One challenge that I faced when working with sales was managing unrealistic expectations. As a developer, I often had to work with sales teams to define the scope and timeline for projects. However, it was not uncommon for the sales team to promise clients certain features or deliverables that were not feasible within the allotted time and budget. To address this challenge, I learned to be proactive in clarifying the limitations and constraints of the project with the sales team, and to work wit"See full answer

Amy M. - "Before we head into this - let's redefine this question to identify some objectives and key results: re-Design FB security privacy intimacy a few questions I want to clarify are: Is this for desktop, mobi web, or apps? Apps Is this for US only? Yes May I assume some resources available for me? Such as Designers, Data Scientists, Developers? Sure ----- Okay let me think about this for a min ---- I'd like to start off by: Thinking about th"See full answer

Gk K. - " can we use blomfilters to check existing usernames? and if both are creating at a time, like both are choosing some abcd , here system checks whether user with that name exists or not. so while checking , it will add an entry on redis (example) with this name as key and obtain lock using some distributed lock. , it will lock on that name. (like seat booking in bookmyshow) with some TTL value. so this check will happen once user enters his interest username and also while submit .. 2 times che"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

Joel A. - "Clarify: User experience improvements or revenue based improvements for the company? (Assumed UX) Can it be hardware or must it be software? (assumed I have the choice) Position: My favorite product is Airbnb. It's an app that let's people list their home for short term rental and then let's guests book those homes (or rooms) to stay in. It's used primarily for vacations but people all over the world now use it for business or even longer term stays. It's idea was pretty revolutionary a"See full answer

Yashasvi V. - "WITH RECURSIVE fibonacci_series AS ( SELECT 1 AS n, 0 AS fib1, 1 AS fib2 UNION ALL SELECT n + 1 AS n, fib2 AS fib1, fib1 + fib2 AS fib2 FROM fibonacci_series WHERE n < 20 -- Limit the series to 20 numbers ) SELECT n, fib1 AS fib FROM fibonacci_series ORDER BY n; `"See full answer

Will P. - "The first step is to clarify what the interviewer means by a sales decline. Questions I would ask here include: Did sales drop suddenly or gradually? What is the magnitude of the sales drop? Are sales down for a specific product? Are sales down for a specific channel (drive-thru, walk-in, etc.)? This series of questions is to make sure we are on the same page when we say 'sales are down.' We may not know the why yet, but the what should be easy to align on. Otherwise, how would"See full answer

Amparo L. - "Some coworkers say to me that I'm a hard worker, but some say that I can be a little loud while I'm working, So then when I get that feedback I would say I'm sorry that you felt that way and I will promise I will work on it."See full answer

Ram - "Clarification: What do we mean by success for YouTube search? Is it focused on user satisfaction, watch time, or ease of finding relevant content? What do we mean by search? Does it refer to the search bar on the YouTube homepage, or are we including other types of search (e.g., FAQ, help documentation)? Is there any specific area or metric the team is focusing on (e.g., engagement, retention, monetization)? Structure: 1. Business Context YouTube Vision: To give"See full answer

Ananya M. - "US population = 330M , 80M across 4 generations population that is physically able to travel, can afford travel, travels for business ranges between 20-60 year olds = 160M calculating maximum demand: long weekends in summer are peak travel times, lets assume 60% of population who are able and can afford travel, do so during long weekend = 0.6x160M lets say 60% of this population choses prefers domestic travel while 40% go international (consider Mexico, Canada, London are international"See full answer

Arshia I. - "General response: Apple’s approach to delivering seamless, personalized experiences through data, while upholding a strong ethical commitment to privacy, resonates with my own values. I want to contribute to projects that optimize user engagement and create meaningful interactions on a large scale, and I believe Apple is the ideal place to make that impact. Tailored to the team: Talk about the product, its impact internally, and the customer."See full answer

Saurabh G. - " Company Goal: Make quality service at competitive price available for customers and enable contractor to maximize income sources Clarification: Post Booking Experience is the user flow from the point a booking is confirmed to the time the service is delivered to the customer. Metric: CSAT and Orders successfully completed Personas: Customer, service provider, business USER JOURNEY Customer (User Journey) Booking confirmed on portal Add to calendar Email / text con"See full answer

Shivam B. - "To address this question, I'll assume that Horizon Worlds is a virtual reality platform offering immersive experiences and content to users. As a Product Manager at HW, my approach would be to focus on metrics that align with the growth stages of the product. I'll use the AARRR framework (Acquisition, Activation, Retention, Revenue, Referral) to guide our analysis. Assumptions: Horizon Worlds is primarily a content-driven virtual reality platform. The business model includes both free"See full answer

Sandeep B. - "This is my first attempt. Requesting feedback - Design a bookshelf for the users. I would like to create a framework to solve this problem and follow it. It will have the below sections - Goals User Persona Use Cases Pain Points Features Prioritization Metrics Few clarifying questions - What is the objective of doing this? (User engagement, matching a product that a competition has just launched) What type of industry we are in? (Are we a furniture design company, ar"See full answer

Adib M. - "Clarifying question(s) Is the upcoming deadline an internal milestone or is it an external facing deadline (ie. compliance/ product launch / feature release)? What would be the repercussion/Is there any possibility of moving the deadline (if needed)? Do we know any details on the team member, Jane in terms of how long the sick leave is likely to be? Is it a fever or is it something bigger that could have her out for much longer? Situation: Jane taking sick leave and the project has an upcom"See full answer