Skip to main content

Interview Questions

Review this list of 348 interview questions and answers verified by hiring managers and candidates.
  • +1

    "there's no audio the last ~10 minutes from the interviewer so we can't get a sense of the feedback from the interviewer. I did think it took the interviewee a little too long to figure out the issue itself and could have benefited from taking some time to think and gather thoughts before jumping into drivers of the issue."

    Sabi M. - "there's no audio the last ~10 minutes from the interviewer so we can't get a sense of the feedback from the interviewer. I did think it took the interviewee a little too long to figure out the issue itself and could have benefited from taking some time to think and gather thoughts before jumping into drivers of the issue."See full answer

    Analytical
    Execution
  • LinkedIn logoAsked at LinkedIn 
    2 answers
    Video answer for 'What happens behind the scenes when you visit a Bitly URL in your web browser?'

    "May I know which tool is being used to draw flow diagram?"

    Tamil selvan R. - "May I know which tool is being used to draw flow diagram?"See full answer

    System Design
  • Discord logoAsked at Discord 
    1 answer
    Video answer for 'What are the most important engineering manager skills?'

    "Engineering Managers (EMs) juggle multiple responsibilities, which can vary significantly depending on the company, team, and organizational needs. One of the most critical skills for an EM is strategic thinking. This includes setting a clear vision for the team, participating in roadmap planning meetings, and crafting actionable roadmaps to guide the team toward its goals. In addition to strategic thinking, an EM must excel in three key areas: People Management: This involves ensuring te"

    Pramod S. - "Engineering Managers (EMs) juggle multiple responsibilities, which can vary significantly depending on the company, team, and organizational needs. One of the most critical skills for an EM is strategic thinking. This includes setting a clear vision for the team, participating in roadmap planning meetings, and crafting actionable roadmaps to guide the team toward its goals. In addition to strategic thinking, an EM must excel in three key areas: People Management: This involves ensuring te"See full answer

    Engineering Manager
    Behavioral
  • Uber logoAsked at Uber 
    2 answers
    Video answer for 'How would you design an A/B test for a new campaign?'

    "this example is not even clear ! how about novelty effect as well as guardrails metrics , please do full videos ."

    Daniel M. - "this example is not even clear ! how about novelty effect as well as guardrails metrics , please do full videos ."See full answer

    Product Manager
    Statistics & Experimentation
  • 1 answer
    Video answer for 'Design an ETA System for a Maps App.'

    "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"

    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

    Machine Learning
    System Design
  • 🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.

  • Twilio logoAsked at Twilio 
    1 answer
    Video answer for 'Tell me about a time you solved a complex problem for a customer.'

    "That's really interesting how in section "Behavioral Interviews for Engineers" there is no single interview for, actually, Engineer. It's EM, SA, CEO, PM etc. So all problems are not relevant for people who are not managing products and not applying for manager's role. Will you consider adding at least couple of them? "

    Nikolas C. - "That's really interesting how in section "Behavioral Interviews for Engineers" there is no single interview for, actually, Engineer. It's EM, SA, CEO, PM etc. So all problems are not relevant for people who are not managing products and not applying for manager's role. Will you consider adding at least couple of them? "See full answer

    Solutions Architect
    Behavioral
    +1 more
  • Zillow logoAsked at Zillow 
    3 answers
    Video answer for 'Design Zillow.'

    "What about sharding by Real Estate companies that are listing the homes? Because the homes can span zip codes. Then further shard by zip codes?"

    Adrian V. - "What about sharding by Real Estate companies that are listing the homes? Because the homes can span zip codes. Then further shard by zip codes?"See full answer

    Engineering Manager
    Product Design
    +1 more
  • 1 answer
    Video answer for 'Train a Model to Detect Bots'
    Machine Learning
    System Design
  • Add answer
    Video answer for 'Design Netflix's Clickstream Data Pipeline'
    Business Analyst
    Data Pipeline Design
    +1 more
  • Amazon logoAsked at Amazon 
    3 answers
    Video answer for 'How do you split a machine learning dataset for training, evaluation, and testing?'

    "It depends on the size of the dataset. You want enough samples in both the testing, training and evaluation sets. If there is enough data, 70/20/10 is a good split"

    Jasmine Y. - "It depends on the size of the dataset. You want enough samples in both the testing, training and evaluation sets. If there is enough data, 70/20/10 is a good split"See full answer

    Data Structures & Algorithms
    Coding
  • Google logoAsked at Google 
    3 answers
    Video answer for 'How would you debug a failing NUC in a data center?'

    "what is NUC? "

    Astro S. - "what is NUC? "See full answer

    Technical
  • Add answer
    Video answer for 'Design a Data Warehouse Schema for Stripe'
    Data Engineer
    Data Modeling
  • Netflix logoAsked at Netflix 
    2 answers
    Video answer for 'Design an accessible alternative to airport lounges.'

    "Design an accessible alternative to airport lounges. Clarifying questions: Is this global international airports or only US focused? - US to start Goal: To provide travelers a more accessible and comfortable travel experience. Users: Disabled / elderly travelers – need physical accessibility and sensory-friendly environments Families with kids Economy travelers – can’t access lounges but still want rest, Wi-Fi, and clean spaces. Business travelers – want work pods, reliabl"

    Eshaa D. - "Design an accessible alternative to airport lounges. Clarifying questions: Is this global international airports or only US focused? - US to start Goal: To provide travelers a more accessible and comfortable travel experience. Users: Disabled / elderly travelers – need physical accessibility and sensory-friendly environments Families with kids Economy travelers – can’t access lounges but still want rest, Wi-Fi, and clean spaces. Business travelers – want work pods, reliabl"See full answer

    Product Designer
    Product Design
  • +1

    "Use Normalization when: When using pixel values (0-255) into a Neural Network. ➔ Normalize the data between [0,1] to avoid huge input values that could slow down training. When using k-Nearest Neighbors (kNN) or K-Means Clustering. ➔ Because distance metrics like Euclidean distance are highly sensitive to magnitude differences. You are building a Recommender System using Cosine Similarity.➔ Cosine similarity needs data to be unit norm. Use **Sta"

    Abhinav J. - "Use Normalization when: When using pixel values (0-255) into a Neural Network. ➔ Normalize the data between [0,1] to avoid huge input values that could slow down training. When using k-Nearest Neighbors (kNN) or K-Means Clustering. ➔ Because distance metrics like Euclidean distance are highly sensitive to magnitude differences. You are building a Recommender System using Cosine Similarity.➔ Cosine similarity needs data to be unit norm. Use **Sta"See full answer

    Statistics & Experimentation
  • Microsoft logoAsked at Microsoft 
    Add answer
    Video answer for 'Design a risk management plan for a data center.'
    Technical
  • LinkedIn logoAsked at LinkedIn 
    1 answer
    Video answer for 'How would you grow LinkedIn's student user base?'

    "Clarifying Questions: Product → It is a online Professional Services platforms where jobs are made much easier for both recruiters and for job-seekers Goal → Increase Number of Users/ Any other Business Goal? Mission → It is to make job-posting/seeking completely hassle free and accessible to everyone. Do we have any timeframe to do this and is there any growth rate that I should be targeting? - 5x in 5 years Students → Are we focusing on Full-time or Part-time students? Any"

    Adhitya G. - "Clarifying Questions: Product → It is a online Professional Services platforms where jobs are made much easier for both recruiters and for job-seekers Goal → Increase Number of Users/ Any other Business Goal? Mission → It is to make job-posting/seeking completely hassle free and accessible to everyone. Do we have any timeframe to do this and is there any growth rate that I should be targeting? - 5x in 5 years Students → Are we focusing on Full-time or Part-time students? Any"See full answer

    Product Strategy
  • Adobe logoAsked at Adobe 
    13 answers
    Video answer for 'Merge k sorted linked lists.'
    +7

    "A much better solution than the one in the article, below: It looks like the ones writing articles here in Javascript do not understand the time/space complexity of javascript methods. shift, splice, sort, etc... In the solution article you have a shift and a sort being done inside a while, that is, the multiplication of Ns. My solution, below, iterates through the list once and then sorts it, separately. It´s O(N+Log(N)) class ListNode { constructor(val = 0, next = null) { th"

    Guilherme F. - "A much better solution than the one in the article, below: It looks like the ones writing articles here in Javascript do not understand the time/space complexity of javascript methods. shift, splice, sort, etc... In the solution article you have a shift and a sort being done inside a while, that is, the multiplication of Ns. My solution, below, iterates through the list once and then sorts it, separately. It´s O(N+Log(N)) class ListNode { constructor(val = 0, next = null) { th"See full answer

    Software Engineer
    Data Structures & Algorithms
    +4 more
  • "def changeString(org: str,target:str) -> bool: lOrg = len(org) lTarget = len(target) \# They have to be equal in lenght if lOrg != lTarget: return False counter1 = Counter(org) counter2 = Counter(target) \# Counter internally iterates through the input sequence, counts the number of times a given object occurs, and stores objects as keys and the counts as values. if counter1 != counter2: return False diff = sum(org[i] != target[i] for i in range(n)) return diff == 2 or (diff == 0 and any(v > 1 f"

    Rafał P. - "def changeString(org: str,target:str) -> bool: lOrg = len(org) lTarget = len(target) \# They have to be equal in lenght if lOrg != lTarget: return False counter1 = Counter(org) counter2 = Counter(target) \# Counter internally iterates through the input sequence, counts the number of times a given object occurs, and stores objects as keys and the counts as values. if counter1 != counter2: return False diff = sum(org[i] != target[i] for i in range(n)) return diff == 2 or (diff == 0 and any(v > 1 f"See full answer

    Data Structures & Algorithms
    Coding
  • Add answer
    Video answer for 'Design a data warehouse schema for Spotify.'
    Data Engineer
    Data Modeling
  • Cruise logoAsked at Cruise 
    3 answers
    Video answer for 'How do autonomous vehicles work?'

    "If this question was for a product manager; I would approach it as I don't really know how actually these vehicles work. I will try to simplify the concept and answer questions like why autonomous vehicles are exists and what is the purpose of them. Autonomous vehicle is a vehicle can do some actions on behalf on a human and as main reason is to increase the safety, so to come up into how they work, I should identify the main actions that human does and prioritize it based on what they may"

    Nouna J. - "If this question was for a product manager; I would approach it as I don't really know how actually these vehicles work. I will try to simplify the concept and answer questions like why autonomous vehicles are exists and what is the purpose of them. Autonomous vehicle is a vehicle can do some actions on behalf on a human and as main reason is to increase the safety, so to come up into how they work, I should identify the main actions that human does and prioritize it based on what they may"See full answer

    Concept
    Technical
Showing 241-260 of 348
Exponent

Get updates in your inbox with the latest tips, job listings, and more.

Follow Us

Products
Courses
Interview Questions
Interview Experiences
Popular articles
Guides
Coaching
For Partners
Company
Exponent © 2026
Terms of Service | Privacy