design-implementation Interview Questions
5 interview questions in our bank cover design-implementation, most of them Coding & Leetcode-style Questions. They average 3.0/5 difficulty — medium — and each one was reported by a candidate after a real interview. Companies known to ask about design-implementation: xAI, Waymo, Walmart Labs, Lyft.
Practice these on the problems board →Companies that ask about design-implementation
Question mix
- Coding & Leetcode-style Questions4
- System Design for ML1
Difficulty
- 3/5 — medium5
Questions tagged design-implementation
Resumable Iterator with Save / Restore State
3/5Master stateful traversal in this interesting coding challenge featured by xAI, where you will build a robust traversal mechanism capable of serializing its current position and resuming seamlessly, even across system restarts. This exercise tests your ability to design clean state machines, manage boundary conditions, and handle complex scenarios like nested structures. You will need to demonstrate strong system thinking and precise logic to handle persistence correctly. The full problem and model solution require a subscription.
Coding & Leetcode-style QuestionsxAIIn-Memory Database — Levels 1–4 (TTL + Backup/Restore)
3/5Reported as an xAI multi-level online assessment for infrastructure engineers, this challenge requires building an incremental in-memory key-value database from scratch. You will progressively implement field operations, range scans, time-to-live expiration policies, and snapshot backup functionality. It thoroughly tests systems design intuition and modular code organization under strict constraints. Access the complete tiered requirements and robust reference implementation with a paid subscription.
Coding & Leetcode-style QuestionsxAIBattleship Board (React, Frontend Onsite)
3/5Prepare for your frontend interview with Waymo by building a fully interactive Battleship board component using React. This challenge tests your state management skills as you handle dynamic click events that cycle through various marker states on a grid. Additionally, you will need to track fleet metadata to compute and display whether specific vessels are currently afloat or eliminated based on the active board configuration. Access to the complete problem breakdown and expert model solution requires a subscription.
Coding & Leetcode-style QuestionsWaymoLive Refactor - Function to Production Service
3/5This demanding Walmart Labs interview experience evaluates a candidate's ability to seamlessly transition a basic algorithmic script into a robust, production-ready RESTful web service while defending architectural choices against adversarial questioning. It tests both core coding proficiency and high-level system design communication under pressure. Unlock the complete walkthrough of requirements, refactoring strategies, and expert defense tips with a subscription.
System Design for MLWalmart LabsFrontend Autocomplete Component
3/5In this frontend engineering interview question from Lyft, you are tasked with designing and implementing a responsive autocomplete widget from scratch. The exercise evaluates your handling of user input states, asynchronous data fetching, debouncing strategies, and smooth keyboard navigation. It measures both your component design thinking and practical UI coding proficiency. Unlock the detailed requirements and complete implementation guide with a paid subscription.
Coding & Leetcode-style QuestionsLyft
Studied alongside
design-implementation interview FAQ
- How many design-implementation interview questions are there?
- 5 reported questions, mostly Coding & Leetcode-style Questions.
- Which companies ask design-implementation questions?
- xAI (2), Waymo (1), Walmart Labs (1), Lyft (1).
- How hard are design-implementation questions?
- They average 3.0 out of 5: 5 at 3/5.