How to Answer System Design Interview Questions (Complete Guide)

Exponent
15 May 202307:10

Summary

TLDRThis video script offers a structured approach to tackling system design interviews for technical roles. It outlines a five-step framework: defining the problem, high-level system design, detailed component analysis, identifying scaling opportunities, and review. The emphasis is on understanding requirements, communicating effectively, and presenting balanced design options with their trade-offs, all within a time-constrained setting.

Takeaways

  • πŸ“ The system design interview assesses your ability to design and analyze a complex system architecture in a real-world setting.
  • 🎯 The goal is not to find a perfect solution but to demonstrate the ability to discuss multiple solutions and weigh their pros and cons effectively.
  • πŸ—“οΈ Use a framework to organize thoughts and answer systematically within the typical 45-minute interview time frame.
  • πŸ€” Step one involves defining the problem space and scope, asking questions to narrow the problem and clarify functional and non-functional requirements.
  • πŸ“‰ In step one, state your assumptions and decisions, and consider the system's constraints and business or user experience objectives.
  • πŸ”’ Estimate data amounts for storage size or bandwidth requirements to inform component choices and scaling considerations.
  • 🌐 Step two is designing the system at a high level, focusing on APIs as contracts for client-system interaction without delving into details.
  • πŸ“ˆ Create a high-level design diagram to illustrate data and control flow, serving as a blueprint for the system's architecture.
  • πŸ” In step three, delve deeper into system components, considering non-functional requirements and their impact on design choices.
  • πŸš€ Identify bottlenecks and scaling opportunities in step four, considering system robustness, data replication, and global service needs.
  • πŸ› οΈ Knowledge of concepts like horizontal sharding, CDN, caching, rate limiting, and different database types is crucial for scaling discussions.
  • πŸ”š Step five is reviewing and wrapping up, summarizing major decisions, justifications, and trade-offs, ensuring all requirements are met.

Q & A

  • What is the primary purpose of a system design interview?

    -The primary purpose of a system design interview is to evaluate a candidate's ability to design a system or architecture to solve a complex problem in a real-world setting, focusing on creating a blueprint of the architecture, analyzing the problem, discussing multiple solutions, and weighing the pros and cons to reach a workable solution.

  • Why is it important not to aim for a perfect solution in a system design interview?

    -It is important not to aim for a perfect solution because the interview assesses the candidate's ability to design a blueprint and analyze complex problems rather than creating a flawless end product. The focus is on the process and the candidate's thought process rather than the final outcome.

  • What is the significance of using a framework in a system design interview?

    -Using a framework in a system design interview is significant as it helps organize thoughts quickly, answers the question systematically, manages time effectively, communicates clearly, and builds towards a productive outcome logically.

  • What are the five steps involved in the system design framework mentioned in the script?

    -The five steps in the system design framework are: 1) Define the problem space, 2) Design the system at a high level, 3) Deep dive into the design, 4) Identify bottlenecks and scaling opportunities, and 5) Review and wrap up.

  • Why is it crucial to ask questions and clarify the scope during the problem definition step in system design?

    -It is crucial to ask questions and clarify the scope during the problem definition step to shrink the problem from broad and vague to narrow and specific, ensuring that the design is focused and relevant to the actual requirements and constraints of the system.

  • What does it mean to 'define the scope of the design' in a system design interview?

    -Defining the scope of the design involves understanding the problem, setting boundaries for what is included and excluded, and making assumptions that will guide the design process, ensuring that the design is tailored to meet specific functional and non-functional requirements.

  • Why is it necessary to consider both functional and non-functional requirements during system design?

    -Considering both functional and non-functional requirements is necessary because they influence the design choices and ensure that the system not only meets the desired functionality but also adheres to other critical aspects such as availability, consistency, speed, security, reliability, and cost.

  • What role do APIs play in the high-level system design?

    -APIs play the role of a contract in the high-level system design, defining how a client can access the system's resources. Each system requirement translates to one or more APIs, which form the foundation of the system's architecture.

  • How should a candidate approach the deep dive into the system design during the interview?

    -A candidate should approach the deep dive by examining system components and relationships in detail, discussing how non-functional requirements impact design choices, presenting different design options with their pros and cons, and explaining the preferred option based on the given circumstances.

  • What considerations are important when identifying bottlenecks and scaling opportunities in a system design?

    -Important considerations include identifying single points of failure, data replication needs, consistency requirements, global service support, handling edge cases like peak time usage, and planning for scaling to support increased user volumes or data.

  • What is the final step in the system design interview framework, and why is it important?

    -The final step is the review and wrap up, where the candidate summarizes major decisions with justifications, lists any trade-offs, and checks that the design satisfies all requirements. This step is important for ensuring clarity, reflecting on the design process, and identifying areas for further improvement.

Outlines

00:00

πŸ€” Understanding System Design Interviews

This paragraph introduces the purpose of system design interviews, which are crucial for technical roles like software engineers or technical program managers. It emphasizes that these interviews assess the ability to design a system architecture to solve complex real-world problems, rather than creating a perfect solution. The focus is on designing a blueprint, analyzing the problem, discussing multiple solutions, and weighing pros and cons to reach a practical solution. The paragraph also highlights the importance of using a framework to organize thoughts and answer systematically within a limited time frame.

05:02

πŸ› οΈ Framework for System Design Interview

The second paragraph outlines a five-step framework for approaching system design interview questions. It starts with defining the problem space and scope, asking questions to narrow down the problem, and clarifying functional and non-functional requirements. The framework then guides through designing the system at a high level, creating APIs, and illustrating the system's architecture with a diagram. The deep dive into the design involves examining components and relationships in detail, considering non-functional requirements, and presenting different design options with their pros and cons. The paragraph also discusses identifying bottlenecks and scaling opportunities, and concludes with a review and wrap-up of major decisions and trade-offs, ensuring the design meets all requirements.

Mindmap

Keywords

πŸ’‘System Design Interview

A System Design Interview is a technical evaluation process where candidates demonstrate their ability to design a system or architecture to solve complex problems. It is a key part of the hiring process for roles such as software engineers or technical program managers. The script emphasizes that the interview is not about finding a perfect solution but rather assessing the candidate's ability to design a blueprint, analyze the problem, and weigh different solutions.

πŸ’‘Framework

In the context of the video, a framework refers to a structured approach or set of guidelines that helps candidates organize their thoughts and answer system design questions systematically. The script mentions that using a framework is helpful for managing time, communicating clearly, and building towards a logical and productive outcome in a system design interview.

πŸ’‘Problem Space

Defining the problem space involves understanding and narrowing down the scope of the design problem. The script suggests asking questions to clarify both functional and non-functional requirements and to make explicit assumptions and decisions. This step is crucial as it sets the foundation for the rest of the design process.

πŸ’‘Functional and Non-Functional Requirements

Functional requirements specify the features that the system must perform, while non-functional requirements define the system's qualities such as performance, reliability, and usability. The script highlights the importance of identifying these requirements early in the design process to guide the architectural decisions.

πŸ’‘Assumptions

Assumptions are educated guesses or simplifications made to reduce the complexity of a problem. In the script, it is advised to state these assumptions clearly to the interviewer to ensure that both parties are aligned on the direction of the design solution.

πŸ’‘High-Level Design

A high-level design outlines the fundamental components of a system and how they interact to fulfill the desired functionality. The script describes this step as creating a blueprint that highlights the critical pieces without delving into the specifics of scalability or detailed implementation.

πŸ’‘APIs

APIs, or Application Programming Interfaces, are sets of rules and protocols for building software applications. The script mentions designing APIs as a key part of the system design process, emphasizing the importance of defining how clients can access the system's resources.

πŸ’‘Data Estimation

Estimating the amount of data is crucial for making informed decisions about storage, bandwidth, and scalability. The script suggests doing quick calculations to understand the scale of the system and to guide component selection and scaling strategies.

πŸ’‘Deep Dive

A deep dive into the design involves examining the system components and their relationships in detail. The script describes this step as an opportunity to discuss how non-functional requirements impact design choices and to present different options with their pros and cons.

πŸ’‘Bottlenecks and Scaling Opportunities

Identifying bottlenecks is about recognizing potential points of failure or performance issues within the system. The script discusses considering scaling opportunities to ensure the system can handle growth and various conditions, which is an essential part of the system design process.

πŸ’‘Review and Wrap Up

The final step in the system design interview process is to review and summarize the major decisions made during the interview, along with their justifications and trade-offs. The script advises checking that the design satisfies all requirements and identifying areas for further improvement.

Highlights

System design interviews assess the ability to design a system or architecture for complex real-world problems.

The interview does not aim for a perfect solution but evaluates the design blueprint and analysis of complex problems.

A framework is essential for organizing thoughts and answering system design questions systematically within a limited time.

Step one in the framework is to define the problem space and scope, clarifying functional and non-functional requirements.

Asking questions is crucial to narrow down the problem scope and understand system constraints.

Clarify assumptions and decisions to the interviewer to ensure they follow your thought process.

Consider the creation of the system from scratch or integration with existing systems.

Non-functional requirements such as availability, speed, and security are vital for system design.

Estimate data amounts for storage and bandwidth requirements to aid in component selection and scaling.

Design APIs as contracts defining how clients access system resources, considering the type of APIs and their parameters.

Create a high-level design diagram to illustrate the system's architecture and data/control flow.

Deep dive into the design to examine components and relationships, considering non-functional requirements.

Present different design options with their pros and cons to demonstrate decision-making skills.

Identify system bottlenecks and scaling opportunities to ensure robustness and growth potential.

Consider single points of failure, data replication, global service requirements, and performance under peak usage.

Knowledge of concepts like sharding, CDN, caching, and databases is crucial for scaling discussions.

Review and summarize major design decisions, justifications, and trade-offs at the end of the interview.

Ensure the design meets all requirements and identify areas for further improvement.

The interview process takes approximately 45 minutes, including introductions and questions.

Additional resources like interview prep content, coaching, and mock interviews are available on the website.

Transcripts

play00:00

let's talk about how to answer system

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design questions one of the interviews

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you'll likely need to prepare for if

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you're applying for a technical role

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like software engineer or technical

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program manager is a system design

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interview

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[Music]

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before we dive into how to answer a

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system design question let's talk about

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what its purpose actually is this

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interview evaluates your ability to

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design a system or architecture to solve

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a complex problem in a real world

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setting bear in mind that it doesn't

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really aim to test your ability to

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create a 100 perfect solution instead it

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assesses your ability to design the

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blueprint of the architecture analyze a

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complex problem discuss multiple

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Solutions and clearly weigh the pros and

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cons to reach a workable solution

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so now that we know what this interview

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is and what it's testing for let's talk

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about how to approach it now unlike a

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coding interview a system design

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interview usually involves open-ended

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design problems which means that it's

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really helpful to use a framework to

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organize your thoughts quickly and

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answer the question systematically pun

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intended after all you're being asked to

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solve a problem that would take a whole

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team of Engineers to solve in the real

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world and you need to do it in only 45

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minutes

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so a framework helps us to manage time

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communicate very clearly and build

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towards a productive outcome logically

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once you're familiar with the framework

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you can apply it every time you

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encounter a system design interview

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question so what's the framework there

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are five steps step one Define the

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problem space here we understand the

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problem and Define the scope of the

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design it it's your job to ask lots of

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questions in order to shrink the scope

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of the problem from Broad and vague to

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narrow and specific with system

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constraints you really want to avoid

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jumping into the design without doing

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this first then you want to clarify both

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functional and non-functional

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requirements what's in and out of scope

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remember to State your assumptions and

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decisions to your interviewer so that

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they know where you're at think of it

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like taking your interviewer on a guided

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tour make sure you're explicitly taking

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them with you and explaining every step

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of the journey also consider whether

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you're creating the system from scratch

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who are our clients or consumers do we

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need to talk to pieces of the existing

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system what are those existing pieces

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then think about the non-functional

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requirements of the system design these

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might be linked to business objectives

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or user experience for example

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availability consistency speed security

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reliability and even cost if you've

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identified a lot of design constraints

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and feel that some are more important

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than other and focus on the ones that

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are the most critical make sure to

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explain your reasoning to your

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interviewer and check in with them

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though or your interviewer may be

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interested in a particular aspect of the

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system so listen to their hints if they

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nudge you in One Direction

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don't get bogged down trying to nail

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every requirement you still need to move

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on to actually answering the question

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next you might need to estimate the

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amount of data that you're dealing with

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so you can do some quick calculations

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for example you can calculate storage

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size or bandwidth requirements this will

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help you choose components and give you

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an idea of what scaling might look like

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later

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you can also make some assumptions about

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user volume and typical user Behavior

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but as always check with your

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interviewer if these assumptions match

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their expectations alright step two

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design the system at a high level

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this is where we lay out the most

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fundamental pieces of the system and

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illustrate how they work together to

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achieve the desired functionality

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keeping in mind the constraints that you

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set in step one you don't really need to

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get into the nitty-gritty details at

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this stage you can start by designing

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apis which are like a contract that

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defines how a client can access your

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system's resources each system

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requirement should translate to one or

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more apis you can choose what type of

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apis you want to use for example rest

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soap graphql or RPC and explain why

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that's the important part you should

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also consider the request parameters and

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the response type these apis become the

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foundation of your system's architecture

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after the apis think about how the

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client and web server will communicate

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then using all these decisions create a

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high level design diagram a diagram

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should act as a blueprint of your design

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and highlight the most critical pieces

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to fulfill the functional requirements

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use this diagram to show the interviewer

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how the data and control flow look like

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in your system

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do not dive into the scalability of the

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system yet that's going to come later

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all right step three Deep dive into the

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design this is when you can examine

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system components and relationships in

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more detail the interviewer may also

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prompt you to focus on a particular area

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but don't rely on them to drive the

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conversation start by talking about how

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non-functional requirements impact Your

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Design choices for example if an online

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system requires fresh data think about

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how to speed up the data ingestion

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processing and query process or if the

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amount of data you need to store is

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large you might want to partition the

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database to balance storage on query

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traffic you might also need to consider

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some load balancer layers to distribute

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the read write traffic there's a lot to

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consider and no single correct answer

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the most critical thing is that you

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present different design options along

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with their pros and cons and explain why

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one is preferred over the other under

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the given circumstances that's one of

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the main skills that you're really being

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tested on alright step four

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identify bottlenecks and scaling

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opportunities after completing a deep

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dive into the system's components it's

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time to zoom out and consider whether

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the system can operate under various

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conditions and has room to support

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further growth here are some important

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questions to consider is there a single

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point of failure if so what can we do to

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improve the robustness and enhance the

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system's availability is the data

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valuable enough to require replication

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if we replicate our data how important

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is it to keep all the versions

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consistent do we support a global

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Service if so do we need to deploy

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multi-geo data centers to improve data

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locality are there any edge cases such

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as peak time usage or hot users that

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create a particular usage pattern that

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could deteriorate performance or even

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break the system how do we scale the

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system to support 10 times more users as

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we scale the system we might want to

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gradually upgrade each component or

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migrate to another architecture this is

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where knowledge of Concepts such as

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horizontal sharding CDN which is content

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delivery networks caching rate limiting

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and SQL nosql databases is especially

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useful check out our other content to

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learn more about those

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step 5 review and wrap up finally this

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is the last step it's time to summarize

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and list your major decisions with their

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justifications and any trade-offs in

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space time complexity

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Etc check that your design satisfies all

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the requirements although you really

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should be doing this periodically

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throughout the interview you could also

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identify directions for further

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Improvement in total this interview

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takes about 45 minutes with five of

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those usually reserved for introductions

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at the beginning and any questions you'd

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like to ask the interviewer at the end

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check out our website for additional

play06:56

interview prep content coaching and tons

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of mock interviews to help you put your

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best foot forward good luck

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[Music]

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