The Interview Loop
Recruiter Screen (30 min)
Standard fit check, behavioral questions, and resume overview.
Technical Loop (3-4 Rounds)
Deep dive into domain knowledge, coding, and system design.
Interview Question Bank
Full Stack Engineer
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Behavioral
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medium
Describe a time when you had a conflict with a client or a stakeholder regarding a technical decision. How did you resolve it?
#Conflict Resolution
#Client Management
#Communication
Full Stack Engineer
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Behavioral
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medium
Tell me about a time you had to deliver a critical module under a very tight deadline.
#Time Management
#Pressure
#Delivery
Full Stack Engineer
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Behavioral
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medium
How do you handle a situation where the requirements from the client are ambiguous or constantly changing?
#Agile
#Adaptability
#Stakeholder Management
Full Stack Engineer
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Behavioral
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medium
Explain a complex technical concept or a recent architectural change you implemented to a non-technical stakeholder.
#Communication
#Mentorship
#Business Acumen
Full Stack Engineer
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Coding
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medium
Perform a level order traversal of a binary tree and return the node values level by level.
#Trees
#Breadth-First Search
#Queue
Full Stack Engineer
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Coding
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easy
Given an array of integers nums and an integer target, return indices of the two numbers such that they add up to target.
#Arrays
#Hash Table
Full Stack Engineer
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Coding
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medium
Reverse a string without affecting the position of special characters.
#Strings
#Two Pointers
Full Stack Engineer
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Coding
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easy
Find the first non-repeating character in a string and return its index. If it does not exist, return -1.
#Strings
#Hash Table
#Counting
Full Stack Engineer
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Coding
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medium
Merge two sorted arrays into a single sorted array without using extra space (O(1) space complexity).
#Arrays
#Two Pointers
#Sorting
Full Stack Engineer
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Coding
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easy
Detect if a linked list has a cycle in it.
#Linked List
#Two Pointers
Full Stack Engineer
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Coding
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medium
Find the length of the longest substring without repeating characters.
#Strings
#Sliding Window
#Hash Table
Full Stack Engineer
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Coding
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easy
Given a string containing just the characters '(', ')', '{', '}', '[' and ']', determine if the input string is valid.
#Strings
#Stack
Full Stack Engineer
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Coding
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easy
Write a SQL query to find the second highest salary of an employee from an Employee table.
#Database
#Queries
#Aggregations
Full Stack Engineer
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System Design
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medium
Design a URL shortening service like Bitly. Focus on the database schema and the encoding algorithm.
#Scalability
#Hashing
#Database Design
Full Stack Engineer
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System Design
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hard
Design an e-commerce checkout system that can handle high traffic during a flash sale.
#High Availability
#Message Queues
#Concurrency
Full Stack Engineer
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System Design
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medium
How would you design a scalable notification system (Email, SMS, Push) for a large enterprise client?
#Microservices
#Asynchronous Processing
#Third-party Integration
Full Stack Engineer
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Technical
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medium
Explain the Event Loop in JavaScript. How do Microtasks and Macrotasks differ?
#Asynchronous JS
#Event Loop
#Promises
Full Stack Engineer
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Technical
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easy
What is the difference between call(), apply(), and bind() in JavaScript? Provide a use case for each.
#Functions
#Context
#this keyword
Full Stack Engineer
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Technical
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medium
How do closures work in JavaScript? Can you provide a real-world scenario where you would use one?
#Closures
#Scope
#Lexical Environment
Full Stack Engineer
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Technical
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medium
Explain the Virtual DOM and how React's reconciliation algorithm (Fiber) works.
#React
#Virtual DOM
#Performance
Full Stack Engineer
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Technical
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medium
How do you manage global state in a React application? Compare Context API vs Redux.
#React
#State Management
#Redux
Full Stack Engineer
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Technical
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medium
Explain the useEffect dependency array. How do you prevent infinite loops when fetching data inside useEffect?
#React
#Hooks
#Lifecycle
Full Stack Engineer
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Technical
•
medium
What are Angular Directives? Explain the difference between structural and attribute directives.
#Angular
#Directives
#DOM Manipulation
Full Stack Engineer
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Technical
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hard
How do you optimize the performance of a Single Page Application (SPA)?
#Performance
#Web Vitals
#Optimization
Full Stack Engineer
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Technical
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medium
Explain the internal working of HashMap in Java. What changes were introduced in Java 8?
#Java
#Data Structures
#Collections
Full Stack Engineer
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Technical
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easy
What are the key features introduced in Java 8? Write a snippet using Streams to filter a list of employees by age.
#Java
#Streams
#Lambdas
Full Stack Engineer
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Technical
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medium
How does Spring Boot auto-configuration work under the hood?
#Spring Boot
#Architecture
#Annotations
Full Stack Engineer
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Technical
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easy
Explain the difference between @RestController and @Controller in Spring.
#Spring Boot
#REST
#MVC
Full Stack Engineer
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Technical
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medium
How do you handle exceptions globally in a Spring Boot REST API?
#Spring Boot
#Exception Handling
#REST
Full Stack Engineer
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Technical
•
medium
How does Node.js handle concurrency despite being single-threaded?
#Node.js
#Concurrency
#Architecture
Full Stack Engineer
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Technical
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hard
Explain the Saga design pattern. How do you manage distributed transactions across microservices?
#Microservices
#Distributed Systems
#Design Patterns
Full Stack Engineer
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Technical
•
medium
How do you implement JWT authentication in a full-stack application? Where should you store the token on the client side?
#Authentication
#JWT
#Web Security
Full Stack Engineer
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Technical
•
medium
Explain the difference between clustered and non-clustered indexes in a relational database.
#SQL
#Indexing
#Performance
Full Stack Engineer
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Technical
•
medium
Compare ACID properties with BASE properties. When would you choose a NoSQL database over a SQL database?
#SQL
#NoSQL
#System Design
Full Stack Engineer
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Technical
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hard
You have a slow-running SQL query in production. What steps would you take to optimize it?
#Performance Tuning
#SQL
#Execution Plan
Difficulty Radar
Based on recent AI-sourced data.
Meet Your Interviewers
The "Standard" Interviewer
Senior EngineerFocuses on core competencies, system constraints, and clear communication.
SimulateUnwritten Rules
Think Out Loud
Always explain your thought process before writing code or drawing architecture.