Microsoft Interview Questions

Microsoft Interview Questions

Practice 213 real Microsoft interview questions for 2026. Covers all top categories — Coding & Algorithms, Behavioral & Leadership, System Design, Machine Learning, ML System Design — across Software Engineer, Data Scientist, Machine Learning Engineer, Product Manager, Technical Program Manager roles. Real questions from actual interviews with detailed solutions. Microsoft interview questions on this page focus heavily on coding and design: expect algorithmic problems, implementation correctness and complexity tradeoffs, and end-to-end system thinking during on-site loops. Interview preparation should combine timed coding drills, low-level and distributed design sketches, and polished STAR narratives that show impact and collaboration. For Software Engineers you’ll see recurring themes like versioned key-value stores, secure Copilot APIs, RAG ranking and retrieval pipelines, CSV/query engines, calendar and meeting-optimizer systems, URL shorteners, and memory/Java/Python management. Data Scientist questions concentrate on SQL aggregation/top-earner queries, classifier design and evaluation, estimating impact without A/B tests, SHAP and precision–recall analysis. Machine Learning Engineers face top-K/top-elements, LLM data quality checks, model selection, caching/merge interval problems, and RAG systems with agentic tools. Product roles emphasize customer obsession, cross-team influence, enterprise process tooling, metrics, and ML pipeline stability.

213 Questions 1 Company08.03.2026
Showing 13 results
Role
Microsoft logo
Microsoft
Medium
Software Engineer

Merge multiple sorted arrays using min-heap

Problem You are given k sorted arrays of integers: - arrays[0], arrays[1], ..., arrays[k-1] - Each arrays[i] is sorted in non-decreasing order. - The ...

Coding & Algorithms
4
0
51 people solved
Oct 28, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Build a time-based key-value store

Problem Design a data structure that stores multiple values for the same key at different timestamps, and can retrieve the most recent value as of a g...

Coding & Algorithms
6
0
69 people solved
Oct 14, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Implement a Tic-Tac-Toe game class

Problem Implement a class that supports playing an n × n Tic-Tac-Toe game. Requirements Create a class TicTacToe(n) with: - move(row, col, player) -> ...

Coding & Algorithms
6
0
67 people solved
Oct 14, 2025
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Microsoft
Medium
Data Scientist

Solve two-pointer, sliding-window, and string tasks

Solve the following three coding tasks: 1) Two-pointer in-place de-duplication: Given a non-decreasing integer array nums and an integer k >= 1, modif...

Coding & Algorithms
6
0
45 people solved
Oct 13, 2025
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Microsoft
Medium
Data Scientist

Implement rotated array binary search with duplicates

Given an integer array nums that is a non-decreasing array rotated an unknown number of times. Duplicates may exist. Implement a function that returns...

Coding & Algorithms
5
0
66 people solved
Oct 13, 2025
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Microsoft
Easy
Data Scientist

Reverse a list in-place

Coding Task: Reverse a List In-Place (Python) Context You're implementing a utility function during a technical screen. The function must reverse a Py...

Coding & Algorithms
11
0
94 people solved
Oct 13, 2025
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Microsoft
Medium
Software Engineer

Solve load balancing and perfect pairs

1) Contiguous load balancing: You have n identical resources (servers) and m ordered tasks with processing times burstTime[0..m-1]. Each server must b...

Coding & Algorithms
10
0
72 people solved
Sep 6, 2025
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Microsoft
Medium
Software Engineer

Compute most popular location with weights

You are given a dataset of voting records for concert locations. Each record includes voter_id, location_text, and an optional numeric weight (default...

Data Manipulation (SQL/Python)
0
0
7 people solved
Sep 6, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Count k for consecutive-sum generator

An array generator service produces a consecutive-integers array starting at a positive integer k: [k, k+1, ..., k+m−1] for some m ≥ 1. The service re...

Coding & Algorithms
13
0
93 people solved
Sep 6, 2025
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Microsoft
Medium
Software Engineer

Count non-decreasing arrays by digit sums

You are given an array required_sums of length n. Count how many non-decreasing arrays result[1..n] of integers satisfy all of the following: ( 1) for...

Coding & Algorithms
5
0
60 people solved
Sep 6, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Maximize profit with bounded sell window

Given an array prices[0..n-1] of daily stock prices and an integer D ≥ 1, you may perform at most one transaction (buy then sell). The sell day j must...

Coding & Algorithms
9
0
64 people solved
Aug 14, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Solve binary-search knapsack & graph shortest path

Question Given a sorted list of items, design an efficient solution (using binary search) to achieve the target objective instead of a dynamic-program...

Coding & Algorithms
5
0
59 people solved
Aug 4, 2025
Microsoft logo
Microsoft
Medium
Software Engineer

Compute sum of longest positive subarray

Compute sum of longest positive subarray Given an integer array that may contain positive and negative numbers, find the sum of the longest contiguous...

Coding & Algorithms
5
0
46 people solved
Jul 16, 2025

Frequently Asked Questions

How hard are Microsoft interview questions for the roles covered on this page?
Microsoft interview questions are rigorous and vary by role and level: expect strong emphasis on coding and algorithmic problem solving for Software Engineer roles, systems and scalability thinking for senior engineers, and a mix of coding, statistics and experimental design for Data Scientist and Machine Learning Engineer roles. Product and program roles focus more on product judgment, execution and cross‑team influence. Difficulty scales with seniority and team scope, and many interviews test production readiness, tradeoff reasoning and measurable impact rather than only theoretical knowledge.
What does the typical Microsoft interview process look like and where do these question types appear?
The common flow starts with a recruiter screen, a technical phone/video screen, then a virtual or onsite loop of four to five interviews and sometimes a final 'As Appropriate' leadership review. Coding & Algorithms rounds predominately assess Software Engineers, System Design appears more for mid/senior levels, Machine Learning and ML System Design rounds target MLEs and Data Scientists, and Behavioral & Leadership evaluations run in every loop. Interview timelines typically span several weeks; the exact mix depends on role, level and the specific team’s product priorities.
How long should I prepare before interviewing at Microsoft and how should I structure that time?
Plan preparation by role: engineers often need six to twelve weeks of focused work, while Data Scientists and MLEs can be ready in four to eight weeks if they balance coding, statistics and model evaluation practice. Product and TPM candidates usually need two to six weeks to assemble clear case studies and practice stakeholder narratives. Start with fundamentals and timed problem practice, add system design and production-readiness review mid-plan, then run full mock loops in the final weeks. Include deliberate practice on explaining tradeoffs, telemetry and impact throughout your preparation.
What are the key technical themes to prioritize for Microsoft interviews by position?
Software Engineers: recurring themes include distributed storage and versioned key-value design, graph algorithms and 'tour' style problems, parser/tokenizer and CSV/query-engine implementation, memory/efficiency considerations and practical services like URL shorteners and calendaring. Data Scientists: focus on metric selection under asymmetric costs, SHAP/feature‑attribution, precision–recall analysis, experiment alternatives to A/B and SQL-style data extraction and aggregation. Machine Learning Engineers: expect LLM/RAG system design, quality checks for labeled/LLM data, precision/recall computation from flaky APIs, caching/merge-interval patterns and rigorous ablation and regularization analysis. Product roles: enterprise process flows, ML pipeline stability and clear north-star metrics.
What standout tips and common pitfalls should I know when preparing for Microsoft interviews?
Standout tips: write production-quality code with clear edge-case handling and complexity justification, explain monitoring, rollout and rollback plans for designs, quantify business impact and use telemetry when describing ML work, and practice crisp STAR stories that show ownership and collaboration. Common pitfalls: solving only the toy version of a problem, ignoring performance or reliability tradeoffs, failing to ask clarifying questions, giving vague evaluation metrics or disregarding data bias and safety in ML discussions, and not tying technical choices back to customer or business outcomes.

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