system-design-primer

system-design-primer

系统设计入门与进阶指南

该项目是一个系统设计学习资源,涵盖大规模系统的关键概念和面试题。内容包括学习指南、设计原则、示例解答,以及Anki抽认卡等。主题涉及性能与可扩展性、一致性模式等,旨在提升工程师的系统设计能力。

系统设计大规模系统技术面试架构设计可扩展性Github开源项目

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The System Design Primer

<p align="center"> <img src="images/jj3A5N8.png"> <br/> </p>

Motivation

Learn how to design large-scale systems.

Prep for the system design interview.

Learn how to design large-scale systems

Learning how to design scalable systems will help you become a better engineer.

System design is a broad topic. There is a vast amount of resources scattered throughout the web on system design principles.

This repo is an organized collection of resources to help you learn how to build systems at scale.

Learn from the open source community

This is a continually updated, open source project.

Contributions are welcome!

Prep for the system design interview

In addition to coding interviews, system design is a required component of the technical interview process at many tech companies.

Practice common system design interview questions and compare your results with sample solutions: discussions, code, and diagrams.

Additional topics for interview prep:

Anki flashcards

<p align="center"> <img src="images/zdCAkB3.png"> <br/> </p>

The provided Anki flashcard decks use spaced repetition to help you retain key system design concepts.

Great for use while on-the-go.

Coding Resource: Interactive Coding Challenges

Looking for resources to help you prep for the Coding Interview?

<p align="center"> <img src="images/b4YtAEN.png"> <br/> </p>

Check out the sister repo Interactive Coding Challenges, which contains an additional Anki deck:

Contributing

Learn from the community.

Feel free to submit pull requests to help:

  • Fix errors
  • Improve sections
  • Add new sections
  • Translate

Content that needs some polishing is placed under development.

Review the Contributing Guidelines.

Index of system design topics

Summaries of various system design topics, including pros and cons. Everything is a trade-off.

Each section contains links to more in-depth resources.

<p align="center"> <img src="images/jrUBAF7.png"> <br/> </p>

Study guide

Suggested topics to review based on your interview timeline (short, medium, long).

Imgur

Q: For interviews, do I need to know everything here?

A: No, you don't need to know everything here to prepare for the interview.

What you are asked in an interview depends on variables such as:

  • How much experience you have
  • What your technical background is
  • What positions you are interviewing for
  • Which companies you are interviewing with
  • Luck

More experienced candidates are generally expected to know more about system design. Architects or team leads might be expected to know more than individual contributors. Top tech companies are likely to have one or more design interview rounds.

Start broad and go deeper in a few areas. It helps to know a little about various key system design topics. Adjust the following guide based on your timeline, experience, what positions you are interviewing for, and which companies you are interviewing with.

  • Short timeline - Aim for breadth with system design topics. Practice by solving some interview questions.
  • Medium timeline - Aim for breadth and some depth with system design topics. Practice by solving many interview questions.
  • Long timeline - Aim for breadth and more depth with system design topics. Practice by solving most interview questions.
ShortMediumLong
Read through the System design topics to get a broad understanding of how systems work:+1::+1::+1:
Read through a few articles in the Company engineering blogs for the companies you are interviewing with:+1::+1::+1:
Read through a few Real world architectures:+1::+1::+1:
Review How to approach a system design interview question:+1::+1::+1:
Work through System design interview questions with solutionsSomeManyMost
Work through Object-oriented design interview questions with solutionsSomeManyMost
Review Additional system design interview questionsSomeManyMost

How to approach a system design interview question

How to tackle a system design interview question.

The system design interview is an open-ended conversation. You are expected to lead it.

You can use the following steps to guide the discussion. To help solidify this process, work through the System design interview questions with solutions section using the following steps.

Step 1: Outline use cases, constraints, and assumptions

Gather requirements and scope the problem. Ask questions to clarify use cases and constraints. Discuss assumptions.

  • Who is going to use it?
  • How are they going to use it?
  • How many users are there?
  • What does the system do?
  • What are the inputs and outputs of the system?
  • How much data do we expect to handle?
  • How many requests per second do we expect?
  • What is the expected read to write ratio?

Step 2: Create a high level design

Outline a high level design with all important components.

  • Sketch the main components and connections
  • Justify your ideas

Step 3: Design core components

Dive into details for each core component. For example, if you were asked to design a url shortening service, discuss:

  • Generating and storing a hash of the full url
    • MD5 and Base62
    • Hash collisions
    • SQL or NoSQL
    • Database schema
  • Translating a hashed url to the full url
    • Database lookup
  • API and object-oriented design

Step 4: Scale the design

Identify and address bottlenecks, given the constraints. For example, do you need the following to address scalability issues?

  • Load balancer
  • Horizontal scaling
  • Caching
  • Database sharding

Discuss potential solutions and trade-offs. Everything is a trade-off. Address bottlenecks using principles of scalable system design.

Back-of-the-envelope calculations

You might be asked to do some estimates by hand. Refer to the Appendix for the following resources:

Source(s) and further reading

Check out the following links to get a better idea of what to expect:

System design interview questions with solutions

Common system design interview questions with sample discussions, code, and diagrams.

Solutions linked to content in the solutions/ folder.

Question
Design Pastebin.com (or Bit.ly)Solution
Design the Twitter timeline and search (or Facebook feed and search)Solution
Design a web crawlerSolution
Design Mint.comSolution
Design the data structures for a social networkSolution
Design a key-value store for a search engineSolution
Design Amazon's sales ranking by category featureSolution
Design a system that scales to millions of users on AWSSolution
Add a system design questionContribute

Design Pastebin.com (or Bit.ly)

View exercise and solution

Imgur

Design the Twitter timeline and search (or Facebook feed and search)

View exercise and solution

Imgur

Design a web crawler

View exercise and solution

Imgur

Design Mint.com

View exercise and solution

Imgur

Design the data structures for a social network

[View exercise and

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