Airbnb Interview Questions
We track 38 interview questions reported from Airbnb: 23 in Coding & Leetcode-style Questions, 9 in System Design for ML. They average 2.9/5 difficulty — medium for a working engineer — and every one was reported by someone who sat the loop, not written by us. The topics that come up most: scaling, simulation, hashmap, schema-design.
Practice these on the problems board →Question mix
- Coding & Leetcode-style Questions23
- System Design for ML9
- ML Fundamentals & Algorithms6
Difficulty
- 2/5 — easy5
- 3/5 — medium31
- 4/5 — hard2
Asked for SWE (35), MLE (16), Infra (4), RS (2)
Topics Airbnb asks about
Reported Airbnb questions
Split Stay: Two-Listing Date Coverage
2/5This engaging algorithmic puzzle, inspired by Airbnb interview processes, explores the logistics of combining two separate accommodations to entirely cover a requested travel duration. You will process calendar availability intervals for multiple listings to identify valid split combinations where one property handles the initial segment and another seamlessly picks up the remaining contiguous days. The task tests your ability to handle interval merging, date parsing, and efficient pairing logic. Get full access to the complete problem definition and verified solution through a subscription.
Coding & Leetcode-style QuestionsImprove Booking via Cover Photo Selection (ML Design)
3/5This Airbnb machine learning design question focuses on selecting optimal listing cover photos to maximize user click-through rates and booking conversions. It assesses your ability to frame open-ended business problems into robust ML systems, considering feature engineering, evaluation metrics, and inference latency. Get full access to this comprehensive design guide and expert recommendations with a subscription.
ML Fundamentals & Algorithmsmlsdrankingab-testingAirbnb Experiences — Search Ranking (ML Design)
3/5Tackle a practical machine learning system design challenge frequently discussed in Airbnb interviews, focused on building a scalable ranking engine for user activities and listings. This task evaluates your expertise in problem scoping, feature engineering, latency optimization, and offline evaluation metrics tailored for high-traffic platforms. You will learn how to balance business conversion goals with engagement guardrails while meeting strict production latency limits. Gain access to the comprehensive system architecture guide and expert recommendations with a subscription.
ML Fundamentals & AlgorithmsmlsdrankingrecommendationHiring Manager Screen
2/5Navigate the critical manager conversation phase of the interview pipeline with this overview inspired by Airbnb hiring practices. This session focuses on aligning your past professional background with team expectations, strategic roadmap goals, and high-level project summaries. It tests your communication clarity, collaborative potential, and ability to ask insightful questions about organizational priorities. Discover the complete walkthrough strategy and recommended response frameworks with a subscription.
ML Fundamentals & AlgorithmsbehavioralscreeningfitCore Values Behavioral Round
3/5Navigate the conversational culture evaluation at Airbnb by understanding what interviewers look for beyond the standard technical loops. This biographical discussion assesses how well your personal values harmonize with the corporate mission, exploring your perspective on global challenges and your passion for travel. It emphasizes reflective storytelling over rigid frameworks. Unlocking the full breakdown of assessment criteria and strategic advice requires a subscription.
ML Fundamentals & Algorithmsbehavioralbqculture-fitExperience / Project Deep-Dive Round
3/5Prepare for a rigorous technical evaluation with this Airbnb project deep-dive session, frequently reported in engineering loops. You will need to walk through a major past initiative, demonstrating your technical scope, decision-making rationale, ownership, and ability to distill complex architectural hurdles into a concise narrative. Interviewers closely evaluate alternative considerations and measurable outcomes. Unlock the full preparation guide and expert breakdown with our subscription.
ML Fundamentals & Algorithmsdeep-divebehavioraltechnical-deep-diveListing Lifetime Value — Estimation (ML Design)
3/5Examine the principles of forecasting long-term economic value for property listings to drive better marketplace ranking and host acquisition strategies, as discussed in machine learning design loops at Airbnb. This prompt emphasizes scoping, feature engineering, and calibration for monetary predictions to ensure business utility. You will explore how to structure target variables and build reliable inference pipelines. Gain full access to the complete design framework, evaluation metrics, and expert commentary with a subscription.
ML Fundamentals & Algorithmsmlsdclassificationfeature-engineeringLayover Experiences — Exact-Fill with Min Count
3/5In this engaging algorithmic puzzle frequently encountered during Airbnb technical screenings, applicants must calculate the fewest possible item selections needed to reach an exact numerical target sum using a given set of repeatable values. This scenario evaluates dynamic programming and backtracking concepts, requiring candidates to handle optimization constraints effectively while avoiding common performance traps. Mastering this challenge sharpens your ability to tackle complex resource allocation dilemmas. Unlock the full problem breakdown and clean model implementation by obtaining a subscription.
Coding & Leetcode-style QuestionsdphashmapmathSki Path — Max Score on a Weighted DAG
3/5This Airbnb interview question requires finding the optimal traversal path on a weighted directed acyclic graph to maximize cumulative rewards while minimizing associated costs. You will practice pathfinding algorithms tailored for graphs with node rewards and edge weights leading to multiple potential destinations. The problem tests dynamic programming on DAGs, topological sorting, and path reconstruction techniques. The full problem statement, test scenarios, and verified model solution require a subscription.
Coding & Leetcode-style Questionsgraphdptopological-sortQuery System — Time + Geo Filtered User Activity
3/5Tackling large-scale data retrieval challenges is a hallmark of senior engineering assessments, exemplified by this Airbnb system design exercise. The objective is to architect a high-throughput query service capable of filtering massive volumes of user activity records based on temporal ranges and geographic boundaries. Candidates must address non-functional requirements including low latency reads, eventual consistency, and effective data partitioning strategies for expansive historical datasets. Reviewing the complete architectural blueprint, trade-off analysis, and expert recommendations demands a paid subscription.
System Design for MLgeohashlocationsearchHome Page — Search + Availability + Ranking
4/5This senior-level system design prompt, reported from Airbnb, focuses on architecting the core landing page infrastructure with heavy emphasis on low-latency search filtering and machine learning-powered personalized ranking. You will need to address massive scale, high read concurrency, real-time availability checks, and robust feature integration while maintaining strict performance thresholds. Review the complete architectural requirements and comprehensive design blueprint by unlocking a paid subscription.
System Design for MLsearchrankingscalingAirbnb Booking System Design
3/5This system design challenge explores the architecture behind a scalable lodging reservation platform, focusing heavily on managing concurrent transactions and preventing race conditions during checkout holds. Encountered frequently as an Airbnb interview question, it tests your ability to balance read-heavy search patterns with strict transactional consistency for bookings. Access to the complete architectural blueprint and detailed mitigation strategies requires a subscription.
System Design for MLscalingschema-designconcurrencyIn-Memory SQL Database
4/5This open-ended Airbnb coding interview requires you to design and implement a simplified relational database from scratch, supporting table creation, data insertion, and conditional querying. The prompt deliberately leaves room for ambiguity, testing your ability to clarify requirements, establish a solid minimum viable product, and handle stretch goals like indexing or filtering. Architectural vision and clean code organization are paramount for success. The full problem and model solution require a subscription.
Coding & Leetcode-style Questionsobject-designin-memory-databaseschema-designLinked-List Intersection With Cycles
3/5This reported Airbnb interview question evaluates your ability to analyze complex pointer structures involving potential loops. You must figure out whether two separate sequences intersect, handling cases where nodes might loop back onto themselves. The challenge tests your mastery of cycle detection algorithms and pointer manipulation techniques under tricky structural conditions. Access to the complete problem breakdown and the optimal reference solution requires a subscription.
Coding & Leetcode-style Questionslinked-listtwo-pointerhashmapTerrain Rendering + Water Drop Simulation
3/5This engaging coding challenge, reported from an Airbnb interview, tests your ability to handle two-dimensional grid simulations and text-based rendering. The first part requires generating a visual text representation of elevation profiles based on numerical input. The second part introduces fluid dynamics where you must calculate how liquid disperses, flows downward, and accumulates in depressions. Candidates must carefully manage boundary conditions and matrix manipulation. To explore the complete problem statement, optimal algorithms, and verified code solutions, a paid subscription is required.
Coding & Leetcode-style QuestionsarraysimulationgridMulti-Stream Round-Robin Iterator
3/5Building a custom sequence aggregator that cycles evenly through multiple underlying data sources is tested in this Airbnb interview question. The task requires you to construct a specialized iterator adhering to a strict class layout, fetching elements in an alternating sequence while gracefully bypassing depleted channels. This exercise assesses your command over state management, object-oriented design patterns, and sequential data structures. To view the full problem specification and the verified model solution, a subscription is required.
Coding & Leetcode-style Questionsiteratorobject-designURL Query-String Parser
2/5Reported as a practical coding challenge during Airbnb interviews, this task focuses on string parsing and data extraction. Candidates are asked to decode a standard web address parameter string into an organized key-value mapping while properly handling special characters and duplicate keys. This tests your attention to detail and robust string manipulation skills. To unlock the complete problem guidelines and the optimal model solution, a subscription is required.
Coding & Leetcode-style QuestionsstringparsinghashmapConnect-4-Style Board Game
2/5Step into this Airbnb interview question where you will program the classic drop-disc strategy game on a grid of configurable dimensions. The task requires managing player turns, simulating gravity so game pieces settle in the lowest available slots, and determining victory conditions across horizontal, vertical, and diagonal alignments. This exercise assesses your object-oriented design skills, matrix manipulation, and state machine logic. Unlock the complete problem breakdown and the clean model solution with a paid subscription.
Coding & Leetcode-style Questionsobject-designoop-designgridMenu — Minimum Cost to Cover Wanted Items
3/5This Airbnb interview question explores combinatorial optimization and subset selection strategies to solve a budget-minimization puzzle. Given a catalog of overlapping product bundles with individual price tags, your objective is to select the most cost-effective combination of packages that entirely satisfies a specified collection of desired items. The challenge tests your proficiency with dynamic programming or search algorithms under constrained input sizes. Reviewing the complete problem context, constraints, and algorithmic solution demands an active subscription.
Coding & Leetcode-style Questionsbitmaskstate-compression-dpdpBoard Score — Connected Areas × Crowns
3/5This Airbnb coding interview question requires calculating an aggregate score for a grid containing multi-attribute tiles encoding category types and value weights. Candidates must identify maximal connected components of identical terrain types, aggregate internal point distributions, and compute a final metric based on region size and cumulative values. Reviewing the complete problem details, graph traversal strategies, and the verified model solution requires an active platform subscription.
Coding & Leetcode-style QuestionsgridbfsdfsBanking — Deposit / Withdraw / Transaction / Balance
2/5This reported Airbnb interview problem challenges you to design a robust financial account ledger supporting deposits, withdrawals, balance lookups, and historical range queries. You will need to implement efficient data structures to handle chronological operations quickly while preventing overdrafts. This exercise evaluates your ability to manage state and optimize temporal range lookups under strict constraints. Access the complete problem description and expert model solution with a subscription.
Coding & Leetcode-style Questionsobject-designdata-structurebinary-searchKey Store With Sum-Dependency Cascades
3/5This Airbnb interview question requires you to build a dynamic key-value storage system capable of handling base assignments alongside dependent variables whose values automatically recalculate whenever their referenced keys change. It tests your graph traversal skills, dependency resolution mechanics, and memoization or propagation strategies for reactive data flows. Gain access to the full problem requirements, architectural patterns, and production-grade solution through our subscription.
Coding & Leetcode-style Questionshashmapgraphdependency-resolutionWaitlist System Design
3/5Building scalable backend subsystems requires careful handling of massive concurrency, priority queues, and efficient messaging patterns. In this reported Airbnb system design interview question, you are tasked with architecting a robust waitlist platform that manages user subscriptions, evaluates criteria dynamically, and handles notification fan-out at scale. The exercise tests your database schema design, API boundaries, and idempotency guarantees under heavy traffic. Gain access to the full architectural blueprint and expert solution by subscribing now.
System Design for MLscalingschema-designnotificationDistributed Key-Value Store Design
3/5Featured in Airbnb system design discussions, this challenge focuses on architecting a horizontally expandable distributed data store with support for time-to-live expiration and rapid retrieval speeds. You will need to address core architectural concerns including consistency, partitioning, and replication strategies. Review the complete system requirements and architectural blueprint by securing a subscription.
System Design for MLstoragein-memory-databasedistributed-systemsChain Booking — Max Cascading Reservations
3/5This Airbnb interview question presents a fascinating cascading reservation puzzle where selecting a single starting point triggers a chain reaction of bookings based on spatial radii. Candidates must model the listings as a graph and determine the optimal initial choice that maximizes the total number of activated nodes through recursive propagation. The challenge assesses advanced graph traversal, connectivity, and optimization skills. Unlock the complete problem requirements and the optimal algorithmic solution by subscribing.
Coding & Leetcode-style QuestionsgraphdfssimulationReview — Token Tagging / Replacement
3/5This Airbnb interview question tests your ability to scan a text block for specific multi-word tokens and wrap them with designated labels while performing case-insensitive matching and preserving original capitalization. It is an excellent test of string parsing, pattern identification, and text transformation techniques. To view the complete prompt, formatting rules, and an optimal solution, a subscription is required.
Coding & Leetcode-style Questionsstringtriestring-processingAccount Merge / User Deduplication
3/5This identity consolidation problem was featured in an Airbnb coding interview, focusing on duplicate detection across multi-attribute user records. You need to design an algorithm that processes registration streams sequentially, linking profiles that share common identifiers while preserving the original owner. The exercise evaluates graph connectivity concepts and state tracking proficiency. Unlock the full problem details and efficient reference solution by subscribing.
Coding & Leetcode-style Questionsgraphunion-findhashmapCode Review — Multi-PR Walkthrough
3/5In this interactive Airbnb interview round, candidates are placed in the role of a reviewer examining multiple pull requests of escalating complexity and architectural depth. You are expected to proactively lead the review, spot subtle logic bugs, highlight maintainability concerns, and suggest missing test coverage without relying on interviewer prompts. This evaluation measures your code craftsmanship, communication clarity, and software design intuition. Read the full walkthrough guide and expert evaluation criteria by securing a paid subscription.
Coding & Leetcode-style Questionscode-readingrefactoringpythonRefund Waterfall Across Payment Methods
3/5Simulate complex financial transaction logic with this Airbnb interview puzzle regarding refund distributions. Candidates must allocate refund amounts across historical payment records by prioritizing specific funding methods and chronological recency rules. This exercise evaluates custom sorting criteria and precise state management. Unlock the complete problem walkthrough and optimal code solution by subscribing.
Coding & Leetcode-style QuestionsarraysimulationgreedyNotification System (Event + Batch)
3/5Explore a real-world system architecture challenge modeled after communication platform designs used at Airbnb. This exercise tests your capability to architect a dual-pipeline messaging infrastructure capable of handling both instant, event-driven transactional alerts and scheduled, high-throughput bulk campaigns across multiple communication channels like SMS and email. You will need to address scalability, rate limiting, and reliable message delivery. The full problem and model solution require a subscription.
System Design for MLnotificationpush-notificationmessagingGroup Chat / Messaging System Design
3/5Master the architectural patterns behind building a scalable communication platform in this system design exercise frequently featured in Airbnb technical interviews. Learn how to architect real-time message dispatching, handle offline message retention, manage read statuses, and optimize fan-out distribution strategies for large participant groups. You will explore database storage schemas and traffic scaling bottlenecks. Access to the comprehensive architectural walkthrough and expert-crafted reference solution requires a subscription.
System Design for MLchatmessagingwebsocketBoxes, Keys & Candies (OOD)
3/5This Airbnb object-oriented design and traversal puzzle simulates navigating through a nested hierarchy of containers, keys, and rewards. You are tasked with modeling a flexible class architecture while determining the maximum collection possible under lock-and-key constraints. The challenge emphasizes clean domain modeling, recursive graph exploration, and state management in an interview setting. To examine the full problem requirements, architectural guidelines, and complete object-oriented solution, a paid subscription is required.
Coding & Leetcode-style Questionsbfsobject-designsimulationProperty Combination for Group Size
3/5As a classic onsite interview question from Airbnb, this challenge asks you to select an optimal subset of lodging options that meets a collective visitor capacity requirement. The objective centers on minimizing over-provisioning space while favoring selections composed of fewer individual units when resource totals tie. This task assesses advanced combinatorial search techniques, optimization heuristics, and custom sorting logic. Review the complete scenario and comprehensive model implementation by subscribing to our platform.
Coding & Leetcode-style QuestionsbacktrackingoptimizationText Justification — Print as Table
3/5This Airbnb interview challenge focuses on string formatting and layout arrangement, where candidates must transform a collection of text blocks into uniform, bordered table rows with strict boundary limits. The exercise evaluates text parsing abilities, handling word wrap constraints, avoiding orphaned punctuation, and formatting output cleanly. Programmers need to carefully manage spacing and constraints without splitting individual words across boundaries. Unlocking the complete exercise instructions along with an expert code solution requires a paid subscription.
Coding & Leetcode-style Questionsstringstring-processingsimulationSupport Ticket Routing & Claiming System
3/5Tackle a realistic system design challenge inspired by Airbnb where you must engineer an internal support platform capable of ingesting tickets from multiple channels, routing them dynamically to qualified agents without race conditions, and aggregating performance metrics over rolling timeframes. This problem tests your ability to design cohesive domain models and scalable analytics pipelines under concurrency constraints. Discover the complete system architecture and expert solution by subscribing.
System Design for MLservice-designschema-designmetricsHost Listings Page — Aggregation Optimization
3/5This Airbnb system design interview question focuses on diagnosing and resolving performance bottlenecks in a host dashboard application. When rendering aggregated reservation and pricing metrics across numerous listings for a specific date range, naive data joining causes unacceptable latency. You will learn how to optimize database schemas, leverage caching or pre-aggregation, and achieve sub-second response times. Access to the comprehensive architectural analysis and recommended design pattern requires a subscription.
System Design for MLscalingcachingquery-optimizationSmallest Permutation ≥ Lower Bound
3/5Combinatorial generation and boundary constraints form the core of this intriguing algorithmic challenge, which has been featured in technical interviews at Airbnb. The objective is to construct the smallest possible integer string or numerical value using a specified multiset of digits, potentially constrained by a given threshold. This puzzle tests your proficiency with backtracking, permutations, greedy digit selection, and handling edge cases with leading zeros. Access to the complete problem description and optimized model solution requires a subscription.
Coding & Leetcode-style QuestionsmathbacktrackinggreedyImplement Retryer
3/5Designing robust fault-tolerant mechanisms is a crucial object-oriented programming task often evaluated during technical interviews at Airbnb. This challenge focuses on building a customizable execution wrapper that gracefully handles transient failures by applying configurable delay policies and exception filters. You will explore architectural patterns that allow for pluggable waiting strategies, such as linear or exponential intervals, while maintaining clean separation of concerns. Access to the full problem requirements, design patterns, and complete model solution requires a paid subscription.
Coding & Leetcode-style Questionsobject-designoop-designidempotency
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Airbnb interview FAQ
- How many Airbnb interview questions are available?
- 38 reported Airbnb questions, the largest group being Coding & Leetcode-style Questions (23).
- How hard is the Airbnb interview?
- Across the questions we track, Airbnb averages 2.9 out of 5: 5 at 2/5, 31 at 3/5, 2 at 4/5.
- What topics does Airbnb ask about?
- Most often scaling, simulation, hashmap, schema-design, object-design.