Katkat

practice a little every day, paws crossed ♡

Software Engineer Interview Questions

Practice 9403 coding, system design and machine learning questions from 546 companies, sorted by role, topic and interview round. Every question has step-by-step hints, a code runner that supports 8 languages and an AI mentor; members also get the full solution walkthrough.

9403
Questions
546
Companies
11
Topics
8
Languages

Showing 391–420 of 5874 results

  • AmazonHardSoftware Engineer
    Explain Aurora-style internals: WAL, MVCC, replication, recovery

    This question tests your conceptual understanding of how log-structured storage engines, like Amazon Aurora, decouple the database log from the data pages to achieve low-latency replication and fast recovery.

    Software Engineering FundamentalsTechnical ScreenDistributed SystemsDatabase InternalsStorage Engines
  • AmazonMediumSoftware Engineer
    Explain Customer-Focused Technical Work and AI Verification

    This question assesses a candidate's ability to balance rapid AI adoption with rigorous engineering standards, focusing on ownership and customer impact.

    Behavioral & LeadershipTechnical ScreenBehavioralAISystem Design
  • AmazonMediumSoftware Engineer
    Explain Decoder-Only LLM Architecture and How vLLM Serves It Efficiently

    A two-part conversational question for AI infrastructure roles: explain how a decoder-only transformer turns a prompt into next-token probabilities, then explain how vLLM serves such models efficiently. It tests transformer internals, KV cache sizing, prefill versus decode bottlenecks, paged KV memory and continuous batching.

    Machine LearningOnsite
  • AmazonMediumSoftware Engineer
    Explain What You Want in Your Next Role

    Explain next-role motivation by connecting personal goals and evidence-backed strengths to verified team needs, while acknowledging open questions and tradeoffs.

    Behavioral & LeadershipOnsite
  • AmazonMediumSoftware Engineer
    Explain Why You Are Considering a Job Change

    This question assesses your ability to articulate a professional narrative that balances growth aspirations with current career satisfaction, ensuring that the motivation for leaving is proactive rather than reactive.

    Behavioral & LeadershipOnsiteBehavioralCareer GrowthCommunication
  • AmazonMediumSoftware Engineer
    Explain Your Interest in an Organization and Role

    Explain your interest in an organization and engineering role using specific reasons, relevant project experience, and a realistic contribution.

    Behavioral & LeadershipTechnical Screen
  • AmazonMediumSoftware Engineer
    Explain a GenAI Use Case and Learn from a Failure

    Tests your ability to critically analyze a production Generative AI architecture, dissect a technical failure or performance degradation, and demonstrate rigorous root-cause analysis alongside validated engineering remediations.

    Software Engineering FundamentalsOnsiteGenerative AISystem DesignRCA
  • AmazonMediumSoftware Engineer
    Explain a Project That Could Not Meet a Tight Deadline

    Explain a missed or renegotiated deadline with early risk signals, personal accountability, explicit scope trade-offs, and a concrete planning improvement.

    Behavioral & LeadershipTechnical Screen
  • AmazonMediumSoftware Engineer
    Explain an AI-Agent Project and Its Adoption

    Tests your ability to communicate end-to-end technical leadership for an AI agent system, covering technical architecture, stakeholder collaboration, and concrete user-adoption metrics.

    Behavioral & LeadershipTechnical ScreenBehavioralAI AgentsSystem Design
  • AmazonMediumSoftware Engineer
    Explain conflict, ownership, and AI use

    An Amazon-style behavioral interview prep set for early-career software engineers, spanning multiple conflict-resolution stories, deep root-cause investigation, ownership beyond your formal role, and responsible use of generative AI. It teaches a STAR-plus-reflection framework, what each prompt is really evaluating, and how to stay consistent under heavy follow-up questioning.

    Behavioral & LeadershipOnline Assessment
  • AmazonMediumSoftware Engineer
    Explain deadlines, going beyond, and persuasion

    Explain deadlines, going beyond, and persuasion evaluates behavioral evidence, ownership, communication, trade-offs, and measurable outcomes in a realistic interview setting. A strong answer states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.

    Behavioral & LeadershipTechnical Screen
  • AmazonMediumSoftware Engineer
    Explain how you use AI tools to learn and code, and defend a past AI project

    A hiring-manager discussion for an entry-level software engineer about working with AI tools. It asks how the candidate uses AI to learn and to code, then probes a past AI project: whether AI was truly needed, how its output is verified, and how it would scale in a very large organization.

    Behavioral & LeadershipOnsite
  • AmazonMediumSoftware Engineer
    Explain overfitting, regularization, and LLM techniques

    This question tests the conceptual understanding of model generalization trade-offs, the mathematical mechanics of regularization, and the practical application of modern LLM architectures.

    Machine LearningTechnical ScreenRegularizationLLMRAG
  • AmazonHardSoftware Engineer
    Explain the Most Complex Problem You Solved

    This question tests your ability to structure a high-stakes technical narrative using the STAR (Situation, Task, Action, Result) method while demonstrating depth of engineering judgment.

    Behavioral & LeadershipHR ScreenBehavioralLeadershipSystem Design
  • AmazonMediumSoftware Engineer
    Explain work-simulation approach under ambiguity

    This question evaluates a software engineer's ability to prioritize tasks, manage multiple stakeholders' requests, document assumptions and decisions, and deliver incremental value within a time-boxed, ambiguous assignment.

    Behavioral & LeadershipTechnical Screen
  • AmazonHardSoftware Engineer
    Fewest Severity Inversions When Interleaving Two Patch Queues

    Merge two severity-labeled patch queues into one install order that keeps each queue's internal order, and return the minimum number of severity inversions over every valid merge. Tests DP over two sequences and efficient counting with letters as priorities.

    Coding & AlgorithmsOnline Assessmentdynamic-programmingstringsinversions
  • AmazonHardSoftware Engineer
    Find Longest Activatable Server Streak

    This problem tests your ability to use the sliding window technique to find the longest contiguous subarray that satisfies a specific count-based constraint.

    Coding & AlgorithmsOnline AssessmentSliding WindowTwo PointersArray
  • AmazonHardSoftware Engineer
    Find Two-Word Compound Words

    This problem tests string manipulation, hash set lookups, and the ability to efficiently identify compound words formed by the concatenation of exactly two distinct words from a provided collection.

    Coding & AlgorithmsTechnical ScreenStringsHash SetAlgorithms
  • AmazonHardSoftware Engineer
    Find a Maximum-Sum Window in a Sparse Array

    This problem tests the ability to optimize sliding window calculations for extremely large arrays by leveraging compressed data structures (run-length encoding) rather than materializing the full array.

    Coding & AlgorithmsOnline AssessmentSliding WindowArraysOptimization
  • AmazonHardSoftware Engineer
    Find a Valid Course Order

    This problem tests your ability to detect cycles in a directed graph and perform a topological sort to resolve dependencies.

    Coding & AlgorithmsOnsiteGraphsTopological SortKahn's Algorithm
  • AmazonMediumSoftware Engineer
    Find a valid dependency order

    This question evaluates understanding of directed graphs, dependency resolution and cycle detection, and the ability to reason about valid ordering constraints within a graph representation.

    Coding & AlgorithmsOnline Assessment
  • AmazonEasySoftware Engineer
    Find all cells reachable by downhill flow

    This question evaluates graph traversal and reachability reasoning on a 2D elevation grid, testing algorithmic problem-solving, complexity analysis, and handling of monotonic flow constraints.

    Coding & AlgorithmsTechnical Screen
  • AmazonMediumSoftware Engineer
    Find concatenated words in list

    This question evaluates proficiency in string manipulation, efficient lookup structures (e.g., hashing/trie) and dynamic programming or recursion for word segmentation, testing algorithmic efficiency and data-structure selection within the Coding & Algorithms domain.

    Coding & AlgorithmsTechnical Screen
  • AmazonMediumSoftware Engineer
    Find first unique character

    Find first unique character evaluates algorithm design, data structures, correctness, complexity, edge cases, and implementation details in a realistic interview setting. A strong answer states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.

    Coding & AlgorithmsTechnical Screen
  • AmazonMediumSoftware Engineer
    Find longest common contiguous subarray

    This question evaluates a candidate's proficiency in array and substring algorithm design, including concepts such as dynamic programming, hashing, and efficient search techniques.

    Coding & AlgorithmsOnsite
  • AmazonMediumSoftware Engineer
    Find longest segment with dominant ends

    This question evaluates algorithmic problem-solving with arrays and complexity-aware design, testing skills in efficient subarray identification, boundary reasoning, and performance analysis within the Coding & Algorithms domain.

    Coding & AlgorithmsOnline Assessment
  • AmazonMediumSoftware Engineer
    Find longest segment with endpoints > interior

    This question evaluates algorithmic design and array-processing skills, specifically reasoning about subarray endpoint vs interior relationships, range comparisons, and designing solutions with subquadratic time and space complexity.

    Coding & AlgorithmsOnline Assessment
  • AmazonMediumSoftware Engineer
    Find max equal-frequency block count for each prefix

    This problem tests your ability to efficiently manage character frequency tracking while processing string prefixes, using hash maps or frequency arrays to validate partitioning conditions.

    Coding & AlgorithmsTechnical ScreenStringsDynamic ProgrammingHash Map
  • AmazonMediumSoftware Engineer
    Find minimum days to deliver all orders

    This question evaluates algorithm design and combinatorial optimization skills, focusing on scheduling and load-balancing under per-center capacity constraints and frequency-based counting.

    Coding & AlgorithmsOnline Assessment
  • AmazonMediumSoftware Engineer
    Find minimum time for irrecoverable password

    This question evaluates string-processing skills, combinatorial counting of substrings, simulation of time-based state changes, and algorithmic complexity analysis.

    Coding & AlgorithmsOnline Assessment