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  1. Interview Prep
  2. Web Dev Interview Questions

FULL-STACK DEVELOPER INTERVIEW QUESTIONS AND ANSWERS

PreviousWeb Dev Interview QuestionsNextInterview Questions.

Last updated 3 years ago

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Programming Languages/Frameworks/Platforms

Android

AngularJS

Angular

BackboneJS

C++

C

C#

.NET

Clojure

CSS

Cucumber

Django

Docker

Elastic

EmberJS

Erlang

Golang

GraphQl

HTML

Ionic

iOS

Java

JavaScript

jQuery

Front-end build tools

KnockoutJS

Less

Lisp

NodeJS

Objective-C

PHP

Python

Ruby on Rails

ReactJS

Ruby

Rust

Sass

Scala

SharePoint

Shell

Spark

Swift

Vue.js

WordPress

TypeScript

Database technologies

Cassandra

Microsoft Access

MongoDB

MySQL

Neo4j

Oracle

Postgres

SQL

SQLite

Caching technologies

Memcached

Redis

OS

Linux

Windows

DevOps

Algorithms

Blockchain

Coding exercises

Comprehensive lists

Design Patterns

Data structures

Networks

Security

Data Science

FULL-STACK DEVELOPER INTERVIEW QUESTIONS AND ANSWERS

Rule
Description

A module should be responsible to one, and only one, actor.

A software artifact should be open for extension but closed for modification.

It should be possible to substitute base class with derived class.

Many client-specific interfaces are better than one general-purpose interface.

Depend upon Abstractions but not on concretions. This means that each module should be separated from other using an abstract layer which binds them together. Source code dependency points in the opposite direction compared to the flow of control.

    • Pros of microservices (The services are easy to replace, Services can be implemented using different programming languages, databases, hardware and software environment, depending on what fits best)

  • Design patterns.

  • 3-layer architecture (DAO (Repository), Business (Service) layer, Controller)

  • Nullipotent operation (GET method is a safe method (or nullipotent), meaning that calling it produces no side-effects)

  • Why do you need web server (tomcat, jetty)?

  • Advantages of using modules. (reuse, decoupling, namespace)

    • Adding new features will take an order of magnitude longer

    • Impossible to optimize

    • Extremely difficult to test

    • Fixing and debugging can be a nightmare (fixing something in one place can lead to something else breaking that seems completely unrelated).

  • What is the difference between thread and process? (Threads (of the same process) run in a shared memory space, while processes run in separate memory spaces)

  • What is a

    algorithm?

  • Synchonization aids in Java

    • CountDownLatch

    • CyclicBarrier

    • Phaser

    • ReentrantLock

    • Exchanger

    • Semaphore

    • LinkedTransferQueue

    • A program is correctly synchronized if and only if all sequentially consistent executions are free of data races

    • Correctly synchronized programs have sequentially consistent semantics. If a program is correctly synchronized, then all executions of the program will appear to be sequentially consistent

  • What is monitor in Java? (Each object in Java is associated with a monitor, which a thread can lock or unlock)

  • What is safe publication?

  • What is wait/notify?

  • How to correctly stop a thread? (Thread.interrupt())

  • What is Spring? (Spring Framework is an application container for Java that supplies many useful features, such as Inversion of Control, Dependency Injection, abstract data access, transaction management, and more)

    • Spring is a framework for dependency injection: a design pattern that allows the developer to build very decoupled systems by injecting dependencies into classes.

    • It elegantly wraps Java libraries and makes then much easier to use in your application.

    • Included in the framework are implementations of commonly used patterns such as REST and MVC web framework which are predominately use by in web applications.

  • What is Spring-Boot?

  • What is Hibernate and JPA (Caches, lazy-loading)?

  • Garbage collection. (G1, Young/Old generation collectors combination examples: PS Scavenge/PS MarkSweep, Copy/MarkSweepCompact)

  • What are Java 9 modularity?

  • What is OSGI? (Specification describes a modular system and a service platform for the Java programming language that implements a complete and dynamic component model. Each bundle has its own classpath. Dependency hell avoidance. META-INF/MANIFEST. MF contains OSGI-info)

  • Serializable / Externalizable

  • What is a servlet (versions of servlet api, Servlet 4.0)?

  • What is a servlet filter? How to implement GZipFilter? (ResponseWrapper)

  • What is generics and PECS (producer extends and consumer super)?

  • Major specs: JAX-RS, JAX-WS, JMS, JAXB, XSLT, XPATH, JNDI, JMX, JDBC, XML(SAX, DOM, StAX)

  • CSRF prevention (CSRF-token)

  • Browser-server communication methods: WebSocket, EventSource, Comet(Polling, Long-Polling, Streaming)

  • SQL join types (inner join, left/right outer join, full outer join, cross join)

  • SQL normal forms

    1. The domain of each attribute contains only atomic values, and the value of each attribute contains only a single value from that domain

    2. No non-prime attribute in the table is functionally dependent on a proper subset of any candidate key

    3. Every non-prime attribute is non-transitively dependent on every candidate key in the table. BCNF.Every non-trivial functional dependency in the table is a dependency on a superkey.)

  • Isolation levels and Anomalies

Isolation_level\Anomaly
Lost_update (because of rollback)
Dirty_read
Non_repeatable_reads second_lost_update
Phantoms
Write_skew

Read Uncommitted

-

may occur

may occur

may occur

may occur

Read Committed

-

-

may occur

may occur

may occur

Repeatable Read

-

-

-

may occur

may occur

Snapshot

-

-

-

-

may occur

Serializable

-

-

-

-

-

  • Types of NoSQL databases?

    • Document Stores (MongoDB, Couchbase)

    • Key-Value Stores (Redis, Volgemort)

    • Column Stores (Cassandra)

    • Graph Stores (Neo4j, Giraph)

  • Horizontal and vertical scaling.

  • How to scale database? (Data partitioning, sharding(vertical/horizontal), replication(master-slave, master-master)).

  • Denormalization.

  • What is synchronous multimaster replication? (Each server can accept write requests, and modified data is transmitted from the original server to every other server before each transaction commits)

  • What is asynchronous multimaster replication? (Each server works independently, and periodically communicates with the other servers to identify conflicting transactions. The conflicts can be resolved by users or conflict resolution rules)

  • When to use messaging queue?

  • MongoDB, Redis.

  • Hadoop basics.

  • sticky/non-sticky sessions

  • Sticky sessions vs storing sessions in Redis.

  • What is map-reduce? (Word count example)

  • Sharding counters.

  • Distributed software:

    • Distributed streaming platforms: kafka

    • Distributed key-value store: zookeeper, etcd, Consul

    • Map-reduce: hadoop, spark

    • Distributed file system: hbase

    • Cluster management: kubernetes, docker-swarm, mesos

1 Read-write registers
2 Test-and-set, swap, fetch-and-add, queue, stack
โ‹ฎ โ‹ฎ
โˆž Augmented queue, compare-and-swap, sticky byte
  • Consensus number. Maximum number of threads for which objects of the class can solve consensus problem.

  • What is write-through and write-behind caching? (write-through (synchronous), write-behind (asynchronous))

  • HTTP cache options?

  • OSI model (Physical, Data link, Network, Transport, Session, Presentation, Application)

  • Multithreading vs select

  • TCP back-pressure

  • Interprocess communication methods. (Pipes, Events, Mailboxes/Ports (can be implemented by using shared memory and semaphores), Direct Message Passing).

  • Process scheduler.

  • Data race. When an evaluation of an expression writes to a memory location and another evaluation reads or modifies the same memory location, the expressions are said to conflict. A program that has two conflicting evaluations has a data race unless

    • both evaluations execute on the same thread or in the same signal handler, or

    • both conflicting evaluations are atomic operations (see std::atomic), or

    • one of the conflicting evaluations happens-before another (see std::memory_order)

    If a data race occurs, the behavior of the program is undefined.

  • this keyword

  • How prototypes work?

  • inheritance

  • closures

  • recursion

  • What is MVC, MVP, MVVM?

  • What is promise?

  • What is event bubbling and capturing? (target.addEventListener(type, listener[, useCapture]))

  • What is AMD(Asynchronous Module Design) and CommonJS?

  • What is jQuery?

  • Implement binary search

int binarySearch(int[] a, int fromInclusive, int toExclusive, int key) {
    int low = fromInclusive;
    int high = toExclusive - 1;
    while (low <= high) {
        int mid = (low + high) >>> 1;
        int midVal = a[mid];
        if (midVal < key)
            low = mid + 1;
        else if (midVal > key)
            high = mid - 1;
        else
            return mid; // key found
    }
    return -(low + 1); // key not found
}
  • Implement quick sort

void qSort(int[] a, int fromInclusive, int toInclusive) {
    int i = fromInclusive;
    int j = toInclusive;
    if (i >= j) return;
    int separator = a[i + random.nextInt(j - i + 1)];
    do {
        while (a[i] < separator) ++i;
        while (a[j] > separator) --j;
        if (i > j) break;
        int t = a[i];
        a[i] = a[j];
        a[j] = t;
        ++i;
        --j;
    } while (i <= j);
    qSort(a, fromInclusive, j);
    qSort(a, i, toInclusive);
}
  • Git workflow? (Master: production-ready state; Develop: latest delivered development changes for the next release; Feature Branches; Release Branches; Hotfixes)

  • What is a rebase?

  • What is Docker?

  • What is unit test? (A test that purely tests a single unit of functionality)

  • What is component test?

  • What is integration test? (Examine several parts of a system to make sure that when integrated, these parts behave as expected)

  • What is user acceptance test? BDD?

  • Unit tests advantages?

  • Types of tests: acceptance testing, functional testing, smoke testing, regression testing, unit testing, integration testing, stress testing, (Load, Performance, Sanity, Stability, Security, Feature, Progression, Installation, Business).

  • Differences between stub and mock? (A stub is a test double with preprogrammed behavior. Mocks are stubs with preprogrammed expectations)

  • Selenium tests and webdriver.

  • How to test multithreading code?

    • Individuals and interactions over Processes and tools

    • Working software over Comprehensive documentation

    • Customer collaboration over Contract negotiation

    • Responding to change over Following a plan

  • What is Scrum? (Roles: product owner, development team, scrum master. Events: sprint)

  • What is XP? ()

  • What is Kanban?

  • What is Lean development?

  • What ฮŸ(n), ฮฉ(n), ฮ˜(n)?

  • What is NP, NP-completeness, NP-hardness with examples?

  • How to find memory leak. (Memory snapshot diff).

  • Profiling: sampling and instrumentation.

  • Regular expressions. (Examples)

  • What are your goals to work in our company? (3 categories: professional, financial, social)

  • What is virtualization?

  • What is total/partial order?

select 2 primes: p,q
n = p*q
phi(n) = (p-1)*(q-1)
select 1<e<phi(n), gcd(e,phi(n))=1
d=e^-1 mod phi(n)
(e,n) - public key
(d,n) - private key
c = m^e mod n
m = c^d mod n = m^(e*d) mod n = m^(e*d mod phi(n)) mod n = m
  • What is OpenID and OAuth2.0 and OpenID Connect?

  • Four main actors in an OAuth system (clients, resource owners, authorization servers, and protected resources)

  • What is access_token, refresh_token, SAML token, JWT token?

  • Sticky session vs Session Replication.

  • What is Federated Authentication ?

  • What is CSP and SRI hash ?

  • What is Clickjacking and Cursorjacking ? How to prevent it ?

C++ programming

Java programming

Algorithms

Concurrent programming

Statistics

Machine Learning

Digital Signal Processing

Digital Image Processing

Other

** **

Design principles. (, , , , , , , , boy scout rule, , , , , )

are a style of software architecture that involves delivering systems as a set of very small, granular, independent collaborating services.

Creational: , , , , , ,

Structural: , , , , , ,

Behavioral: , , , , , , , , , ,

, .

(Presentation tier, Application tier, Data tier)

(Representational state transfer),

(The PUT and DELETE methods are referred to as idempotent, meaning that the operation will produce the same result no matter how many times it is repeated)

, .

vs (Inheritance - is-a relationship, whether clients will want to use the subclass type as a superclass type. Composition - has-a or part-of relationship).

Drawbacks of not using

What is ? (client code should not be affected by a decision to implement an attribute as a field or method)

(organizations which design systems ... are constrained to produce designs which are copies of the communication structures of these organizations)

** **

What is , ? (Deadlock is a situation in which two or more competing actions are each waiting for the other to finish, and thus neither ever does. A livelock is similar to a deadlock, except that the states of the processes involved in the livelock constantly change with regard to one another, none progressing.)

. (prevention, detection, avoidance (Mutex hierarchy), and recovery)

What is ? (a problem encountered in concurrent computing where a process is perpetually denied necessary resources to process its work)

What is ? (Behavior of software system where the output is dependent on the sequence or timing of other uncontrollable events)

What is relation?

What is ? (Contention is simply when two threads try to access either the same resource or related resources in such a way that at least one of the contending threads runs more slowly than it would if the other thread(s) were not running). Contention occurs when multiple threads try to acquire a lock at the same time

What is a function? (Can be safely invoked by multiple threads at the same time)

pattern

What is ? (Growing phase, shrinking phase. Guarantees serializablity for transactions, doesn't prevent deadlock).

What is , , cache miss, , , ?

- if all other threads are paused, then any given thread will complete its operation in a bounded number of steps

- if multiple threads are operating on a data structure, then after a bounded number of steps one of them will complete its operation

- every thread operating on a data structure will complete its operation in a bounded number of steps, even if other threads are also operating on the data structure

What is ? (The result of any execution is the same as if the operations of all the processors were executed in some sequential order, and the operations of each individual processor appear in this sequence in the order specified by its program).

What is a ? (A memory barrier, also known as a membar, memory fence or fence instruction, is a type of barrier instruction that causes a CPU or compiler to enforce an ordering constraint on memory operations issued before and after the barrier instruction)

What is data race? (When a program contains two conflicting accesses that are not ordered by a relationship, it is said to contain a data race. Two accesses to (reads of or writes to) the same variable are said to be conflicting if at least one of the accesses is a write. But see )

Java

Causality requirement for incorrectly synchronized programs:

? (Speedup = 1 / (1 - p + p / n))

(Resource hierarchy (first take lower-indexed fork), arbitrator, communication (dirty/clean forks)).

problem.

problem.

** **

, , , finalize(), ReferenceQueue.

How to write benchmarks? ()

What is the difference between <?>, <Object>, <? extends Object> and no generic type?

Explain method signature for , , ,

Why are arrays covariant but generics are invariant?

** **

(Variable of type Shape could refer to an object of type Square, Circle... Ability of a function to handle objects of many types)

(Packing of data and functions into a single component)

(Overridable function)

(Actual method implementation invoked is determined at run time based on the class of the object, not the type of the variable or expression)

How does work? (Mark and sweep: mark: traverse object graph starting from root objects, sweep: garbage collect unmarked objects. Optimizations: young/old generations, incremental mark and sweep)

(A tail call is a subroutine call performed as the final action of a procedure)

** **

WEB security vulnerabilities (, , , , , )

What is , ? (A communication technique used in JavaScript programs running in web browsers to request data from a server in a different domain, something prohibited by typical web browsers because of the same-origin policy)

negotiation steps.

What is HTTP Strict Transport Security ()? (Prevents Man in the Middle attacks)

What is and ?

What is session and persistent cookies, sessionStorage and ?

How to implement remember-me? ()

Authentication using cookies, (JSON Web Tokens).

** **

)

** **

** **

What is pessimistic / locking?

** **

** **

** **

What is ? (Cloud computing platform is a fully automated server platform that allows users to purchase, remotely create, dynamically scale, and administer system)

** **

()

What is ? . (It is impossible for a distributed computer system to simultaneously provide all three of the following guarantees: consistency, availability, partition tolerance). . ).

CAP theorem

. Every shared object can be assigned a consensus number, which is the maximum number of processes for which the object can solve wait-free consensus in an asynchronous system.

:

** **

** **

, ,

** **

What is file and its benefits?

organization.

** **

** **

[PImpl]

** **

differences between == and === ()

** **

** **

** **

** **

What is ?

** **

(responsive, resilient, elastic, message driven)

What is asynchronous and non-blocking?

** **

Git workflow

** **

What is Blue-green Deployment, Canary release, A/B testing?

** **

What is Consumer Driven Contract?

** **

What is Agile? ()

What are the differences between Scrum and Waterfall? ( )

** **

** **

How to work with legacy code? ()

** **

:

![equation]( \fn_cs&space; P(A|B)&space; =&space; \dfrac{P(B|A)\times&space; P(A)}{P(B)}, P(B)&space; =&space; \sum\limits_{i}{P(Ai)\times&space; P(B|Ai)})

, , , ,

** **

** **

** **

** **

What is hash ?

** **

** **

๐Ÿ–‹๏ธ
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Table of Contents
Architecture
Concurrency
Java
General Questions
WEB
SQL
NoSQL
Transactions
Scalability
Load balancing
Cloud computing
Distributed
Cache
Networking
Operating system
Compilers
C++
Javascript
Python
Go
Code writing
Functional programming
Reactive programming
Git
DevOps
QA
Agile, Scrum, XP
Algorithms
UML
Other
Machine learning
Big Data
Image processing
Cryptography
Security
Android
Books
[โฌ†]
Architecture:
DRY
KISS
YAGNI
Occam's razor
Worse is better
convention over configuration
separation of concerns
Law of Demeter (principle of least knowledge)
single source of truth
single version of truth
principle of least astonishment
let it crash principle
inversion of control
SOLID
The Clean Architecture
Clean Code Cheat Sheet
One key abstraction
Aspect-oriented programming
The Twelve-Factor App
Domain-driven design
Microservices
Builder
Object Pool
Factory Method
Singleton
Multiton
Prototype
Abstract Factory
Adapter
Bridge
Composite
Decorator
Facade
Flyweight
Proxy
Chain of Responsibility
Command
Interpreter
Iterator
Mediator
Memento
Observer
State
Strategy
Template Method
Visitor
Enterprise integration patterns
SOA patterns
3-tier architecture
REST
RPC
Idempotent operation
Naked objects
Restful objects
Inheritance
Composition
Multiple inheritance (diamond) problem
separation of concerns
uniform access principle
Conway's law
GRASP
[โฌ†]
Concurrency:
deadlock
livelock
Deadlock avoidance
starvation
race condition
happens-before
thread contention
thread-safe
Publish/Subscribe
2-phase locking
false sharing
cache pollution
thread affinity
ABA-problem
speculative execution
obstruction-free
lock-free
wait-free
sequential consistency
memory barrier
happens-before
this
memory model
link
Amdahl's law
Dining philosophers problem
Produces/consumer
Readers/writers
Transactional memory
Coroutine
[โฌ†]
Java:
PhantomReference
WeakReference
SoftReference
jmh
link1
link2
Collections.max(...)
Collections.fill(...)
Collections.copy(...)
Collections.sort(...)
link
Performance Diagnostic Methodology
[โฌ†]
General Questions:
Polymorphism
Encapsulation
Virtual function
Virtual method table
Dynamic binding
garbage collector
Tail recursion
Semantic versioning
[โฌ†]
WEB:
XSS
CSRF
session fixation
SQL injection
man-in-the-middle
buffer overflow
JSONP
CORS
HTTPS
HSTS
Character encoding
role-based access control
access control list
localStorage
http://jaspan.com/improved_persistent_login_cookie_best_practice
JWT
[โฌ†]
SQL:
[โฌ†]
NoSQL:
[โฌ†]
Transactions:
ACID
2-phase commit protocol
3-phase commit protocol
optimistic
[โฌ†]
Scalability:
[โฌ†]
Load balancing:
[โฌ†]
Cloud computing:
cloud computing
Amazon web services
Google Cloud Platform
Microsoft Azure
[โฌ†]
Distributed:
Consensus
Raft
In Search of an Understandable Consensus Algorithm
Paxos
CAP theorem
Illustrated proof
CAP-FAQ
Gilbert and Lynch's paper
"Please stop calling databases CP or AP"
Herlihy's consensus hierarchy
Consistency models
Sequential consistency
Causal consistency
Eventual consistency
Monotonic Read Consistency
Monotonic Write Consistency
Read-your-writes Consistency
Writes-follows-reads Consistency
Logical clock
Vector clock
[โฌ†]
Cache:
[โฌ†]
Networking:
Switch
hub
router
TCP congestion
[โฌ†]
Operating system:
memory mapped
Virtual memory
[โฌ†]
Compilers:
Recursive descent parser
LL parser
LR parser
Context-free grammar
Chomsky hierarchy
[โฌ†]
C++:
C++ standard
Memory model
SFINAE
1
https://en.cppreference.com/w/cpp/language/pimpl
[โฌ†]
Javascript:
http://dorey.github.io/JavaScript-Equality-Table/
[โฌ†]
Python:
Slice notation
[โฌ†]
Go:
Language Specification
Memory Model
[โฌ†]
Codewriting:
[โฌ†]
Functional programming:
Referential transparency
Monad
[โฌ†]
Reactive programming:
The Reactive Manifesto
Reactive extensions
link
[โฌ†]
Git:
http://nvie.com/posts/a-successful-git-branching-model/
[โฌ†]
DevOps:
link
[โฌ†]
QA:
link
Types of tests
[โฌ†]
Agile:
http://agilemanifesto.org/principles.html
http://www.leanagiletraining.com/agile/waterfall-versus-scrum-how-do-they-compare/
[โฌ†]
Algorithms:
[โฌ†]
Other:
http://programmers.stackexchange.com/a/122024
[โฌ†]
Machine learning:
Bayes' theorem
http://latex.codecogs.com/svg.latex?\inline&space;
Confidence interval
p-value
Overfitting
Biasโ€“variance tradeoff
Backpropagation
Reinforcement learning
Curse of dimensionality
Cross-validation
Bag-of-words
Stop words
n-gram
tfโ€“idf
Latent semantic analysis
Linear regression
Logistic regression
Naive Bayes classifier
Support vector machine
Principal component analysis
Deep learning
[โฌ†]
Big Data:
Lambda architecture
HyperLogLog
Event sourcing
[โฌ†]
Image processing:
[โฌ†]
Cryptography:
Public-key cryptography
Public key certificate
Blockchain
Proof-of-work system
Secret sharing
RSA
[โฌ†]
Security:
salt
[โฌ†]
Android:
[โฌ†]
Books:
The C++ Programming Language, 4th Edition
Effective Modern C++: 42 Specific Ways to Improve Your Use of C++11 and C++14
Effective Java (3rd Edition)
Introduction to Algorithms, 3rd Edition
The Art of Computer Programming
Network Flows: Theory, Algorithms, and Applications
Computational Geometry: Algorithms and Applications
Algorithms on Strings, Trees, and Sequences
Compilers: Principles, Techniques, and Tools
How to Solve It: Modern Heuristics
Scheduling Algorithms
Java Concurrency in Practice
C++ Concurrency in Action, 2nd Edition
The Art of Multiprocessor Programming
Introductory Statistics
All of Statistics: A Concise Course in Statistical Inference
Applied Machine Learning
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems 2nd Edition
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
Machine Learning: a Concise Introduction
Learning From Data
Digital Signal Processing: A Practical Approach, 2nd Edition
Digital Image Processing, 4th Edition
The Image Processing Handbook, 7th Edition
Reactive Programming with RxJava
Design Patterns: Elements of Reusable Object-Oriented Software
Big Data: Principles and best practices of scalable realtime data systems
Designing Data-Intensive Applications
Kafka: The Definitive Guide
Cassandra: The Definitive Guide
The Linux Programming Interface
Hibernate in Action
The Garbage Collection Handbook
Pro Git
Learning JavaScript
Clean Code: A Handbook of Agile Software Craftsmanship
Release It!: Design and Deploy Production-Ready Software
Gรถdel, Escher, Bach: An Eternal Golden Braid
Single responsibility principle
Open/closed principle
Liskov substitution principle
Interface segregation principle
Dependency inversion principle
Join types