Meta System Design Interview Questions

Meta System Design interview questions at Meta focus on building large-scale, reliable, and maintainable services. What’s distinctive is the emphasis on trade-offs that matter at billions-of-requests scale: clear product metrics, data modeling, API contracts, caching and storage choices, consistency vs. availability, operational tooling, and how ML components fit into the pipeline. Interviewers evaluate how you clarify requirements, set measurable success criteria, prioritize constraints, and communicate end-to-end architecture decisions under time pressure. ([designgurus.io](https://www.designgurus.io/blog/meta-system-design-interview-questions?utm_source=openai)) Expect an open-ended discussion where clarifying questions and a simple sketch come first, followed by deeper exploration of components, data flow, scaling strategies, failure modes, and monitoring. For interview preparation, practice a repeatable framework: clarify goals, define APIs and data models, select storage and caching, reason about bottlenecks and trade-offs, and describe operational plans. Time-box mock designs and rehearse explaining trade-offs to non-specialists; showing clear, measurable decisions and awareness of real-world constraints is what distinguishes strong candidates. ([systemdesignhandbook.com](https://www.systemdesignhandbook.com/guides/meta-ml-system-design-interview/?utm_source=openai))

95 Questions 1 Company06.02.2026
Showing 15 results
Role
Meta logo
Meta
Medium
Software Engineer

Design a real-time ad impression aggregator

Design an ads impression aggregator service with the following requirements: - The system ingests a high-volume stream of impression events (each even...

System Design
3
0
32 people solved
Oct 2, 2025
Meta logo
Meta
Hard
Software Engineer

Design input validation and error handling

Design Task: API, Validation, and Error Handling for a Top-K Frequency Service Context Design a production-grade service that, given an array of eleme...

System Design
4
0
49 people solved
Sep 6, 2025
Meta logo
Meta
Hard
Software Engineer

Handle invalid input at system level

Design: Validation and Error Handling for a Top-K Frequency API Context You are designing a REST endpoint that computes the top-K most frequent values...

System Design
1
0
33 people solved
Sep 6, 2025
Meta logo
Meta
Medium
Software Engineer

Implement paginated, sortable dynamic table component

Implement paginated, sortable dynamic table component React Table Component: Pagination, Sorting, Dynamic Columns Context You are building a reusable ...

System Design
2
0
46 people solved
Aug 4, 2025
Meta logo
Meta
Hard
Software Engineer

Design searchable status & geolocation services

Design searchable status & geolocation services System Design: Searchable Short-Form Status Updates with Nearby Search Context Design a microblogging ...

System Design
7
0
49 people solved
Jul 29, 2025
Meta logo
Meta
Medium
Software Engineer

Design a YouTube/Netflix video platform

Design a video platform similar to YouTube/Netflix. Requirements: - Upload videos (for YouTube-like) and/or ingest catalog (for Netflix-like). - Trans...

System Design
3
0
64 people solved
Feb 25, 2026
Meta logo
Meta
Medium
Software Engineer

Design a chat messaging system

Design a chat system similar to WhatsApp/Messenger. Requirements: - 1:1 and group chats. - Send/receive messages in real time when online; store-and-f...

System Design
6
0
43 people solved
Feb 25, 2026
Meta logo
Meta
Medium
Software Engineer Locked

Design ad click tracking and dashboard at scale

This question evaluates a candidate's skills in designing large-scale distributed systems including real-time data ingestion and aggregation, storage ...

System Design
3
0
45 people solved
Jan 1, 2026
Meta logo
Meta
Medium
Software Engineer

Design ticketing system with seat hold

Design an online ticketing system (similar to Ticketmaster) that allows users to browse events, select seats, and place a temporary 5-minute hold on s...

System Design
4
0
58 people solved
Dec 8, 2025
Meta logo
Meta
Medium
Software Engineer Locked

Design an online chess game with undo and leaderboard

This question evaluates proficiency in real-time system design, state management, and concurrency control for multiplayer games, including consistency...

System Design
8
0
62 people solved
Nov 22, 2025
Meta logo
Meta
Hard
Software Engineer Locked

Design an ad click tracking system

This question evaluates a candidate's ability to architect a high-throughput, reliable ad event tracking system, including event modeling, streaming a...

System Design
2
0
33 people solved
Oct 21, 2025
Meta logo
Meta
Hard
Software EngineerSenior+

Design a content processing service

System Design: High-Throughput Content Processing Service Context Design a content processing and moderation service for a large-scale media app. Cont...

System Design
4
0
46 people solved
Sep 6, 2025
Meta logo
Meta
Hard
Software Engineer

Design a ticketing purchase system

System Design: High-Concurrency Ticket Purchasing With Seat Maps You are asked to design an end-to-end ticketing system for large on-sale events (e.g....

System Design
6
0
52 people solved
Aug 14, 2025
Meta logo
Meta
Hard
Software Engineer

Implement held transfers with accept/cancel

Implement held transfers with accept/cancel Design and implement a two-phase ("pull-style") money-transfer system in which funds are first held on the...

System Design
6
0
42 people solved
Aug 9, 2025
Meta logo
Meta
Hard
Software Engineer

Design an e-commerce price tracking service

Design a backend system for an e-commerce price-tracking service. Users can track products from a large online retailer, view historical prices, and r...

System Design
1
0
28 people solved
Mar 23, 2025

Frequently Asked Questions

How difficult are Meta System Design interview questions?
Meta System Design interviews are typically challenging because they test breadth and depth across architecture, trade-offs, and operational concerns rather than one correct answer. Expect open-ended prompts that require scoping, high-level architecture, data modeling, capacity estimates, and a prioritized list of non-functional requirements. Difficulty scales with level: entry and early-mid engineers are evaluated on decomposition, core patterns, and clear trade-offs; senior candidates must show system-wide thinking, operational ownership, reliability and cost trade-offs, and experience with large-scale production constraints. Success depends on structure, clear assumptions, and concise trade-off justification.
Where does System Design appear in Meta's interview process and what format should I expect?
System Design typically appears in onsite or virtual onsite rounds for mid and senior engineering roles and occasionally during later-stage phone screens for more experienced candidates. The format is usually a 45 to 60 minute conversation with a single interviewer where you clarify requirements, sketch a high-level architecture, detail data flow and storage, and discuss scaling, failure modes, and trade-offs. For product-adjacent or ML roles you may see hybrid prompts that mix design with product constraints or model deployment. Interviewers look for clarity, iterative refinement, and evidence of operational experience.
How long should I prepare for Meta System Design interviews and what should a timeline look like?
Preparation time depends on baseline experience. An accelerated two-week plan focuses on 6–8 core problems, practicing clear requirement-gathering and capacity estimates. A one-month plan includes regular mock interviews, 15–20 canonical system designs (feed, messaging, cache, rate limiter), and targeted reading on distributed systems. A three-month plan is for deeper mastery: build end-to-end designs, study consistency models, practice cost and operational trade-offs, and iterate with feedback. In every timeline prioritize synthesis, sketching clean diagrams, and rehearsing concise trade-off explanations under time pressure.
What key subtopics within System Design should I master for Meta interviews?
Master the fundamentals: requirements clarification, high-level architecture, API design, and data modeling. Be fluent in scalability patterns such as load balancing, sharding, replication, caching, and CDNs, and understand consistency vs availability trade-offs. Know streaming and batch pipelines, queues, rate limiting, and backpressure. Demonstrate capacity planning with rough QPS/storage estimates, failure modes, monitoring and alerting, and security/privacy considerations. For Meta specifically, real-time systems (messaging, presence), personalization pipelines, and multi-region replication questions often appear, so be prepared to reason about latency, replication lag, and cross-region costs.
What standout tips and common pitfalls should I know for Meta System Design interviews?
Standout tips: start by asking clarifying questions and scoping the problem, present a clear two- to three-tier high-level design, and show incremental refinement with trade-offs at each step. Always provide back-of-the-envelope capacity estimates and prioritize the most critical user journeys. Discuss operational concerns like monitoring, SLOs, and failure recovery. Common pitfalls include over-engineering irrelevant components, skipping assumptions, failing to justify trade-offs, and neglecting cost or operational complexity. Avoid memorized scripts; interviewers favor adaptive reasoning and evidence you can own the system in production.

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