Walmart Labs Interview Questions (2026)
6 questions · 9 experiences · LeetCode (13) · 1p3a (2)
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WalmartLabs Fulltime Software Engineer Video Interview Experience
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#5 Longest Palindromic Substring
WalmartLabs SRE Technical Phone Screen Interview Experience
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#207 Course Schedule
WalmartLabs Fulltime Software Engineer Video Interview Experience
Question Details
The position is Stuff, software engineer. The scheduling was a bit chaotic; there were two interviews scheduled for the same time, but HR helped resolve it, moving Round 1 to Round 3. Also, the information provided by HR was incorrect; they said on the phone that Round 1, Round 2, LeetCode, and Round 3, SD. In reality, Round 1 was moved to the next interview with the same interviewer, half SD and half LeetCode.
Round 2 692 variation, Item ID + timestamp Event. Record the Event; the user provides the timestamp window and k, and queries the top k most accessed items within this interval.
Follow-up questions include how to handle the need to clean the map and how to handle situations where the event timestamps are not guaranteed to be ordered. I used TreeMap, so I've already solved the second follow-up question. Regarding the first follow-up question, since I confirmed with him that the timestamp provided by the client could be arbitrary, all timestamps had to be retained. Later, he changed the requirements, asking how to handle situations with specific timestamps. I mentioned three methods: Scheduled task, during insert, or during search.
Round 3 SD (Shortcut Design), asking how to build a stock trend website that requires real-time processing, mainly focusing on storage and synchronization methods.
Round 1 SD Flash Sale, but he changed the question to "Build a button 'Notify me' for the flash sale." He asked which design pattern to use for SD. I didn't immediately recognize it, but after confirming with him, I realized it was Singleton, Factory, or Abstract Factory, which he confirmed. Perhaps I've been using HLD (Hardware-Local Design), while he wanted LLD (Low-Local Design). The last 20 minutes were spent on LeetCode 2204 (hard). They gave me an extra 10 minutes. I had the ideas, but unfortunately, I was too nervous and didn't think to use DFS to find the circle, instead getting stuck on UnionFind. The result probably wasn't great. They talked to me for another 10 minutes at the end, and I felt they were emphasizing the importance of stuff job design and implementation. It's rare to see such a nice Indian, but the questions were a bit too difficult. I feel like I'm in trouble.
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Walmart Labs Interview Process Overview
The Walmart Labs interview process typically includes a recruiter screen, one to two technical phone screens, and a 4-6 round on-site or virtual on-site loop. Each round serves a distinct calibration purpose: coding rounds measure correctness, code quality, and complexity reasoning; system design rounds measure architectural judgment at the appropriate level; behavioral rounds measure ownership, leadership scope, and collaboration. Reports tagged on LeakCode from 2024-2026 show Walmart Labs runs a calibrated process consistent with industry norms for companies of its tier.
Difficulty calibration: Walmart Labs coding rounds typically run medium difficulty with follow-up depth as the senior discriminator. System design rounds expect production-grade trade-off articulation at L4+ levels. Behavioral rounds expect quantified outcomes ("reduced p99 latency from 800ms to 120ms") rather than vague impact claims. The candidates who advance consistently demonstrate clear thinking out loud rather than perfect final answers.
How To Use Walmart Labs Question Reports
Real candidate-reported interview questions are a calibration tool, not a memorization target. Walmart Labs updates its question pool every 2-4 months; memorizing exact problems risks misleading you when the interviewer uses a variant. The high-leverage approach: identify the patterns that appear repeatedly in Walmart Labs reports, practice those patterns on similar (not identical) problems, and use the reports to understand the interviewer's typical follow-up depth.
Filter the questions above by round type, difficulty, and recency. Focus first on reports from the past 6-12 months; older reports may reference questions that have since rotated out of Walmart Labs's pool. Reports tagged with quantified difficulty and explicit round type are higher-signal than reports without those tags. The metadata filters help you build a focused study plan in 1-2 hours rather than 8-10 hours of unstructured browsing.
Common Walmart Labs Interview Mistakes
Reports tagged "no hire" at Walmart Labs consistently surface a few patterns: jumping into code without clarifying requirements, coding silently for extended periods, missing edge cases (empty input, single element, large input, overflow), producing working code the candidate cannot refactor when probed, and behavioral stories that use "we" instead of "I" diluting individual signal. Strong candidates explicitly avoid these patterns by following a consistent round template.
The single most predictive failure mode in recent reports: not asking clarifying questions. Interviewers are explicitly trained to weight this dimension. Strong candidates ask 3-5 clarifying questions even on problems that look obvious; weak candidates dive into implementation immediately. Strong candidates also verbalize their approach before writing code; weak candidates code in silence and lose the communication dimension of the round's calibration.