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21 questions in the library. A source association does not guarantee a future interview question.
Behavioral and leadership · Coding · Machine learning · System design
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Contention on scarce inventory: seat holds with TTL, locking/optimistic concurrency, payments, flash-sale traffic and virtual queues.
Companies: SoFi, Agoda, Airwallex, Amazon +15
concurrency · idempotency · load-shedding · locking
Last reported May 2026
Partition the string into the maximum number of contiguous parts such that each letter appears in at most one part, and return the sizes of…
Companies: SoFi
Last reported May 2026
Design a high-availability, low-latency stock trading service that allows users to buy/sell stocks, view live prices, manage portfolios, and access historical data.
Companies: SoFi, Amazon, Bloomberg, Wise
Last reported Apr 2026
Design a payment system that processes transactions through an external payment service for approval/denial, holds approved amounts, and batches all transactions daily for…
Companies: SoFi, Adyen, Agoda, Amazon +5
Last reported Mar 2026
Design a scalable test automation infrastructure for a multi-tenant platform that processes inputs from a single queue (supporting pre-MR, MR, and pipeline ingress types) and…
Companies: SoFi
Last reported Mar 2026
Companies: SoFi, Amazon
Last reported Mar 2026
Companies: SoFi, Bloomberg, Confluent, eBay +5
Last reported Mar 2026
Large file transfers with small metadata transactions: resumable uploads, offline conflicts, reliable change feeds, and shared subtrees whose permissions change as files move.
Companies: SoFi, Amazon, Apple, Autodesk +17
access-control · change-data-capture · conflict-resolution · data-versioning
Last reported Mar 2026
Implement an LRUCache that supports O(1) average-time get(key) returning the value or -1 and put(key, value) which inserts or updates a key and, if capacity…
Companies: SoFi, Adobe, Amazon, Anthropic +29
Data Structure Design · Design · Doubly-Linked List · Hash Table
Last reported Mar 2026
Companies: SoFi, Amazon, Apple, Bloomberg +11
Last reported Mar 2026
Given a Person class and a FamilyTree class, implement the getAncestors method on Person and the areRelated and commonAncestors methods on FamilyTree.
Companies: SoFi, Microsoft
Last reported Feb 2026
Find the length of the shortest transformation sequence from beginWord to endWord where each step changes exactly one letter and every intermediate word must be…
Companies: SoFi, Amazon, Apple, Fan +5
Bidirectional Search · Breadth-First Search · Hash Table · String
Last reported Jul 2025
Companies: SoFi, Amazon, Anthropic, Google +6
Last reported Jun 2025
Design a recommendation system that analyzes user preferences and behavior to suggest relevant content, products, or services with personalized rankings and filtering capabilities.
Companies: SoFi, Disney, Goldman Sachs, LinkedIn +1
Last reported Jun 2025
Companies: SoFi, Airbnb, Amazon, Anthropic +14
Last reported Jun 2025
Given an array that strictly increases then strictly decreases (a mountain array), find the index of the peak (maximum) element in O(log n) time by…
Companies: SoFi
Last reported Jun 2025
Given an integer array and k, return the k most frequent elements — the core challenge is to count element frequencies and extract the top-k…
Companies: SoFi, Amazon, Bloomberg, Google +9
Array · Bucket Sort · Counting · Divide and Conquer
Last reported Jun 2025
Companies: SoFi, Adyen, Amazon, Anthropic +37
Last reported Jun 2025
Design a distributed system with a client and server that tracks and monitors the connectivity status of all pods, allowing users to query and observe…
Companies: SoFi
Last reported May 2025
Companies: SoFi
Communication & Stakeholders