"I want to work at Meta because of its reputation as a company that consistently pushes the boundaries of technology, particularly in areas like AI, machine learning, and immersive technologies such as AR and VR. I admire Meta's mission to bring people closer together and create meaningful connections, as well as its focus on long-term innovation, such as the development of the metaverse.
As an AI engineer, I'm excited about the opportunity to work on cutting-edge projects that have a global impa"
Alan T. - "I want to work at Meta because of its reputation as a company that consistently pushes the boundaries of technology, particularly in areas like AI, machine learning, and immersive technologies such as AR and VR. I admire Meta's mission to bring people closer together and create meaningful connections, as well as its focus on long-term innovation, such as the development of the metaverse.
As an AI engineer, I'm excited about the opportunity to work on cutting-edge projects that have a global impa"See full answer
"5 reasons
Gmail search is real time
Gmail search needs to be 100% accurate
Does not have significant caching / hot searches
Less hardware used as user info cant be sprayed across machines
Gmail storage is different, as needs decryption on every"
Mohit G. - "5 reasons
Gmail search is real time
Gmail search needs to be 100% accurate
Does not have significant caching / hot searches
Less hardware used as user info cant be sprayed across machines
Gmail storage is different, as needs decryption on every"See full answer
"Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"
Ankit kumar S. - "Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"See full answer
"You're a PM for Uber Eats. Cart conversion has dropped by 10% in the last 3 months. How would you find the root cause?
Clarify-
1) What is conversion? Is it where they complete the order after adding it to cart?- Yes
2) Has this drop been sudden or over an extended period of time?- Its been over the past month
3) Is this localized to somewhere? Seems to be only in the US
Uber Eats is a business that delivers food and various goods to customers that buy them. Its a 3 sided marketplace wher"
Pratik H. - "You're a PM for Uber Eats. Cart conversion has dropped by 10% in the last 3 months. How would you find the root cause?
Clarify-
1) What is conversion? Is it where they complete the order after adding it to cart?- Yes
2) Has this drop been sudden or over an extended period of time?- Its been over the past month
3) Is this localized to somewhere? Seems to be only in the US
Uber Eats is a business that delivers food and various goods to customers that buy them. Its a 3 sided marketplace wher"See full answer
"I started asking some questions regarding the constrains of the system:
An antena is emitting a signal that says if the tagged device was out of the room where the interview was happening.
I was able to decide which would be the schema for the Antena's message.
The antena is sending the info of multiple users.
The system doesn't need to push notification to the users when the user left the device behind.
Upon reflection, this is what I recollected doing.
I propuse the json schema a"
Eduardo C. - "I started asking some questions regarding the constrains of the system:
An antena is emitting a signal that says if the tagged device was out of the room where the interview was happening.
I was able to decide which would be the schema for the Antena's message.
The antena is sending the info of multiple users.
The system doesn't need to push notification to the users when the user left the device behind.
Upon reflection, this is what I recollected doing.
I propuse the json schema a"See full answer
Software Engineer
System Design
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"
Ankit kumar S. - "To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"See full answer
"Clarify
10X -> usage or revenue
Approach
What is Msft Copilot & key capabilities
Understand the space in which Copilot operates :
Target segments & use-cases serve
Competitors (alternatives)
Leverage microsoft has :
Understand the stack (infra -> application layer) -> leverage
Understand Microsoft ecosystem & leverage we have
Define : 10X growth strategy (for whom -> & what? -> distribution (acquire & retain))
MSft Copilot & key capabilities
Cons"
Neeraj K. - "Clarify
10X -> usage or revenue
Approach
What is Msft Copilot & key capabilities
Understand the space in which Copilot operates :
Target segments & use-cases serve
Competitors (alternatives)
Leverage microsoft has :
Understand the stack (infra -> application layer) -> leverage
Understand Microsoft ecosystem & leverage we have
Define : 10X growth strategy (for whom -> & what? -> distribution (acquire & retain))
MSft Copilot & key capabilities
Cons"See full answer
"First i will collect relevant data,Actual problem,Necessary input and raw material then i will start design drawing,modeling,Callibration and finally handing over my work."
Mohammed H. - "First i will collect relevant data,Actual problem,Necessary input and raw material then i will start design drawing,modeling,Callibration and finally handing over my work."See full answer
"Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"
Sandy L. - "Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"See full answer
"Thanks for the question! This is one of my favourite topics because it’s at the core of what we do as PMs DAILY: making the complex simple to drive alignment. I’ve got a structured way to approach this, and I’ll use it to explain payment aggregators - like Plaid - and how they enable Open Banking, with a twist about a technical hiccup I’ve seen in practice. Let’s dive in.
I start by assessing the audience. Say I’m talking to a marketing manager at Transak - someone sharp but not techni"
Adarsh S. - "Thanks for the question! This is one of my favourite topics because it’s at the core of what we do as PMs DAILY: making the complex simple to drive alignment. I’ve got a structured way to approach this, and I’ll use it to explain payment aggregators - like Plaid - and how they enable Open Banking, with a twist about a technical hiccup I’ve seen in practice. Let’s dive in.
I start by assessing the audience. Say I’m talking to a marketing manager at Transak - someone sharp but not techni"See full answer
"we can use two pointer + set like maintain i,j and also insert jth character to set like while set size is equal to our window j-i+1 then maximize our answer and increase jth pointer till last index"
Kishor J. - "we can use two pointer + set like maintain i,j and also insert jth character to set like while set size is equal to our window j-i+1 then maximize our answer and increase jth pointer till last index"See full answer
"Start with OpenTable's goal: making reservations easier for customers. If user's are having bad experiences then that impacts the key metrics ( # of bookings), create a negative brand perception with the potential to lose customers.
Focus on ecosystem: customers making reservations & merchants/businesses each have different pain points. For the sake of time, focus on customer's experience.
Post Booking User Flow
User receives a post booking confirmation (date/time"
Danyal R. - "Start with OpenTable's goal: making reservations easier for customers. If user's are having bad experiences then that impacts the key metrics ( # of bookings), create a negative brand perception with the potential to lose customers.
Focus on ecosystem: customers making reservations & merchants/businesses each have different pain points. For the sake of time, focus on customer's experience.
Post Booking User Flow
User receives a post booking confirmation (date/time"See full answer
"Picked Turo, prioritized customer (renter) persona, listed a few paint points across three pillars - Tool, Car Owner, Car
Worst Case scenarios
Order did not go through, no order confirmation received
Notification issue with tool
Owner not replying
Owner did not deliver car as expected - delayed or no show
5 Issues with car - not clean, not as promised, dirty, engine isssues
Car breakdown after pickup
Payment issues
Fraud
I picked up no show as an issue which could b"
Saurabh G. - "Picked Turo, prioritized customer (renter) persona, listed a few paint points across three pillars - Tool, Car Owner, Car
Worst Case scenarios
Order did not go through, no order confirmation received
Notification issue with tool
Owner not replying
Owner did not deliver car as expected - delayed or no show
5 Issues with car - not clean, not as promised, dirty, engine isssues
Car breakdown after pickup
Payment issues
Fraud
I picked up no show as an issue which could b"See full answer
"Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"
Shiva S. - "Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"See full answer
"As a postgraduate student of computer science, one of my weaknesses might be that I sometimes focus too much on theoretical concepts, which can lead to delays in practical implementation. I also find that while I’m strong in certain areas like algorithms and data structures, I need to spend more time refining my skills in newer technologies or languages that aren't part of the core curriculum. Additionally, balancing research, coursework, and any side projects can be challenging, occasionally le"
Vipan K. - "As a postgraduate student of computer science, one of my weaknesses might be that I sometimes focus too much on theoretical concepts, which can lead to delays in practical implementation. I also find that while I’m strong in certain areas like algorithms and data structures, I need to spend more time refining my skills in newer technologies or languages that aren't part of the core curriculum. Additionally, balancing research, coursework, and any side projects can be challenging, occasionally le"See full answer
"
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"
Scott S. - "
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"See full answer