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Walmart Labs interview questions

38 practice questions in the style of Walmart Labs's interviews, covering Software Engineering Fundamentals, Behavioral & Leadership, Coding & Algorithms, System Design, ML System Design, Machine Learning, Statistics & Math.

Questions38

9 easy23 medium6 hard

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Walmart Labs interview questions by the numbers

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Katkat has 38 Walmart Labs interview questions. The largest topics are Coding & Algorithms (42%), System Design (18%) and Behavioral & Leadership (13%). By difficulty: 24% easy, 61% medium and 16% hard. The most common round is Technical Screen (47%). Frequent concepts include Algorithms, System Design, Combinatorics and Data Structures.

Difficulty

  • Easy24% · 9
  • Medium61% · 23
  • Hard16% · 6

Interview rounds

  • Technical Screen47% · 18
  • Onsite45% · 17
  • Online Assessment8% · 3

Roles

  • Software Engineer74% · 28
  • Machine Learning Engineer16% · 6
  • Data Scientist11% · 4

Frequent concepts

  • Algorithms16% · 6
  • System Design16% · 6
  • Combinatorics5% · 2
  • Data Structures5% · 2
  • Hash Map5% · 2
  • intervals5% · 2

Showing 1–30 of 38 results

  • This problem tests your understanding of Spring Boot MVC architecture, specifically how to manage session-scoped state, optimize view rendering, and implement robust server-side validation using Thymeleaf.

    Walmart LabsSoftware EngineerSoftware Engineering FundamentalsTechnical Screen
  • This question evaluates leadership competencies including influence without formal authority, data-driven decision-making, incident response and ethical integrity/compliance judgment in a software engineering context.

    Walmart LabsSoftware EngineerBehavioral & LeadershipTechnical Screen
  • This interview question evaluates behavioral evidence, ownership, communication, trade-offs, and measurable outcomes in a realistic interview setting. A strong answer for Assess Cultural Fit in Informal Hiring Conversations states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.

    Walmart LabsData ScientistBehavioral & LeadershipOnsite
  • This problem tests your ability to handle nested structures using a stack data structure to track opening symbols and verify matching closing symbols.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • This problem tests your deep understanding of sorting algorithm internals beyond asymptotic complexity, focusing on practical trade-offs in memory, stability, and data characteristics.

    Walmart LabsSoftware EngineerSoftware Engineering FundamentalsTechnical Screen
  • This question evaluates a candidate's ability to reason about array-based state transitions and algorithmic complexity, testing competency in analyzing iterative dependencies among elements and handling large input sizes.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • Determine the minimum number of meeting rooms required to accommodate a set of schedule intervals where intervals are half-open and meetings can start at the exact moment another ends.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • This problem tests the ability to solve the classic 'Coin Change II' problem using dynamic programming to count the number of unique combinations that sum up to a target amount.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • This question evaluates ownership, technical decision‑making, system design trade-offs, cross‑team leadership, execution discipline and impact measurement within software engineering projects.

    Walmart LabsSoftware EngineerBehavioral & LeadershipTechnical Screen
  • This question tests the ability to scale a stateless Spring Boot service while ensuring reliable execution of asynchronous background tasks in a distributed environment.

    Walmart LabsSoftware EngineerSystem DesignTechnical Screen
  • Design a multi-turn assistant that turns a traveler's free-form trip description into structured, grounded rental search results. Tests where to use an LLM versus deterministic search, clarification strategy, safety against hallucination and injection, and evaluation against classic search.

    Walmart LabsMachine Learning EngineerML System DesignOnsite
  • Design an end-to-end IoT temperature telemetry platform capable of ingesting high-throughput sensor streams, handling out-of-order data, projecting real-time status, and managing long-term time-series storage.

    Walmart LabsSoftware EngineerSystem DesignTechnical Screen
  • This question tests the ability to architect a scalable time-series data pipeline, focusing on ingestion, storage strategies for high-throughput metric data, and query performance for dashboard visualization.

    Walmart LabsSoftware EngineerSystem DesignTechnical Screen
  • Design a scalable, highly available product catalog platform supporting both high-frequency merchant updates and massive shopper read traffic while maintaining data integrity and search consistency.

    Walmart LabsSoftware EngineerSystem DesignOnsite
  • This question evaluates system design and integration competencies, including distributed architecture, API design, data modeling, reliability, scalability, and handling heterogeneous third-party carrier integrations for a multi-carrier parcel shipping platform.

    Walmart LabsSoftware EngineerSystem DesignTechnical Screen
  • This question assesses the ability to design an API Gateway or Aggregator service that coordinates requests to multiple downstream microservices while managing latency, partial failures, and data aggregation.

    Walmart LabsSoftware EngineerSystem DesignOnsite
  • Design an agentic search experience with clarifying dialogue, structured constraints, grounded retrieval, bounded tool use, and evaluation against conventional search.

    Walmart LabsMachine Learning EngineerML System DesignOnsite
  • Design the checkout flow for a large online retailer, from cart to a confirmed, paid order, with the emphasis on preventing concurrency bugs. It tests stock reservation without overselling, idempotent order placement and payment, handling of carts and prices that change mid-checkout, and recovery from partial failures.

    Walmart LabsSoftware EngineerSystem DesignOnsite
  • This problem tests the ability to architect an LLM-based agent capable of retrieving information and performing actions, focusing on orchestration, tool execution, and system reliability.

    Walmart LabsMachine Learning EngineerMachine LearningOnsite
  • This question tests the ability to design an end-to-end classification system for assigning retail items into a hierarchical category structure, focusing on feature selection, model architecture, and production deployment.

    Walmart LabsMachine Learning EngineerML System DesignOnsite
  • Design and implement an in-memory job scheduler that runs submitted jobs after a delay and supports cancellation and shutdown. It tests choosing a structure ordered by due time, thread-safe coordination without busy waiting, worker concurrency, failure isolation and the trade-offs of recurring or persistent jobs.

    Walmart LabsSoftware EngineerSoftware Engineering FundamentalsOnsite
  • This question evaluates the ability to work with sorted arrays, index mapping, duplicate handling, and reasoning about correctness and algorithmic complexity.

    Walmart LabsData ScientistCoding & AlgorithmsOnsite
  • This problem tests your ability to use hash maps or frequency arrays to achieve optimal time complexity when processing character streams or strings.

    Walmart LabsMachine Learning EngineerCoding & AlgorithmsOnsite
  • This problem tests your ability to efficiently map relationships and compute intersections between multiple sets to identify commonalities across pairs.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • Tests string tokenization, linear scanning, tie-breaking logic, and handling of edge cases such as absent matches or irregular whitespace.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • Given an array of n + 1 integers whose values all lie between 1 and n, return the one value that repeats, possibly several times. The challenge is solving it without modifying the array and with constant extra memory, which rules out sorting, hash sets and counting arrays.

    Walmart LabsSoftware EngineerCoding & AlgorithmsOnsite
  • This question evaluates leadership competencies including conflict resolution, stakeholder management, and team motivation, emphasizing interpersonal decision-making and balancing technical quality with timelines.

    Walmart LabsSoftware EngineerBehavioral & LeadershipOnsite
  • Design a data structure that tracks coverage of real numbers using half-open intervals, supporting dynamic additions, removals, and continuous coverage queries. This tests ordered data structure manipulation, interval merging/splitting invariants, and binary search.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen
  • This problem tests your ability to design a robust object-oriented structure using interfaces and concrete class implementations, focusing on polymorphism and data encapsulation.

    Walmart LabsSoftware EngineerSoftware Engineering FundamentalsTechnical Screen
  • This question evaluates array manipulation, index-level reasoning, and algorithmic efficiency for locating pair sums under lexicographic tie-breaking, testing attention to ordering constraints and correct index selection.

    Walmart LabsSoftware EngineerCoding & AlgorithmsTechnical Screen

Walmart Labs interview experiences

All 12 →
  • A Surprise Agentic Search Design RoundWalmart Labs · Machine Learning Engineer · Senior+ · Onsite · Oct 2026

    Sharing a data point. I mainly used this as a warm-up and for practice, and I pretty much didn't plan to join. This position was entirely team-specific hiring, so it could vary a lot case by case. The logistics were quite chaotic, but the conversations themselves were a pretty good experience. The first round was with the hiring manager: a casual half-hour conversation about project experience an…

  • A Disorganized Onsite Hiring EventWalmart Labs · Software Engineer · Onsite · Jul 2026

    Actually, this is just me venting... First, the onsite is called a "hiring event," and there were about a dozen people there. After checking in, we even had to walk back to the car to put up the parking permit — pretty chaotic. The hiring manager for the BQ round was 15 minutes late! If they hadn't shown up soon, I was ready to pack up and leave. The conversation itself was pretty mediocre — not…

  • A Hard Interval Problem I Blanked On in the Phone ScreenWalmart Labs · Software Engineer · Technical Screen · Jul 2026
    Rejected

    The interview had two interviewers who came on together. They said they were hiring for different teams, so both of them figured they'd sit in and take a look. The original problem turned out to be an exact match for one I recognized by name, word for word — but I had actually never gone through and solved it myself before. My approach wasn't too far off: try to store the interval information, th…

  • Walmart Data Scientist interview with supply-chain time series and a missed follow-upWalmart Labs · Data Scientist · Technical Screen · Jul 2026
    Rejected

    The process felt unusually intense and a little chaotic from the start. After an initial technical screen, I had a supply-chain technical round with several interviewers. It covered SQL, Python, statistics, including a probability question, and deeper machine-learning model details. The session lasted about 1.5 hours and focused heavily on time-series modeling. It was hard to follow every prompt…

  • Walmart Labs Account Executive interview: next-day callWalmart Labs · Account Executive · Other · Jul 2026
    Offer

    After applying, I met in person with two people at the store, a sales manager and a lead cashier. It was a quick, low-stress conversation about ordinary role fit. They asked the usual questions about me, why I wanted to work there, when I could start, my availability, and whether I could handle the schedule. I also had time to ask questions. It felt more like checking whether I would be comfortab…

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