"Clarify:
I have some clarifying questions I would like to get answered
Is this a podcast app that uses Netflix actors/actresses/producers/etc?
Is this available to everyone or just Netflix subscribers?
How is this product presented? Is it apart of the Netflix app or its own separate app?
Goals:
First thing first is to understand Netflix. Netflix is a streaming platform that differentiates itself by being the first platform that creates its own original content. It is facing massi"
Rasheek N. - "Clarify:
I have some clarifying questions I would like to get answered
Is this a podcast app that uses Netflix actors/actresses/producers/etc?
Is this available to everyone or just Netflix subscribers?
How is this product presented? Is it apart of the Netflix app or its own separate app?
Goals:
First thing first is to understand Netflix. Netflix is a streaming platform that differentiates itself by being the first platform that creates its own original content. It is facing massi"See full answer
"Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: Just to clarify, we would like to improve WhatsApp and our goal is to earn revenue from it. Is that true?
Interviewer: Yes, that is true.
Candidate: Great, WhatsApp currently has 3 different plans.
1) Private WhatsApp
2) WhatsApp Business for small B2C businesses
3) WhatsApp Business API, for medium and large B2C businesses.
I know that the 3’rd category"
Jasmin R. - "Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: Just to clarify, we would like to improve WhatsApp and our goal is to earn revenue from it. Is that true?
Interviewer: Yes, that is true.
Candidate: Great, WhatsApp currently has 3 different plans.
1) Private WhatsApp
2) WhatsApp Business for small B2C businesses
3) WhatsApp Business API, for medium and large B2C businesses.
I know that the 3’rd category"See full answer
"1. Requirements Analysis
Functional Requirements
Video streaming with multiple quality levels
Content browsing and search
Continue watching functionality
Content recommendations
Non-Functional Requirements
Low latency video delivery (<2s startup time)
High availability (99.99% uptime)
Scalability to handle millions of concurrent streams
API response time < 100ms
2. Microservices Architecture
Core Microservices
Content Service
Content metadata mana"
Reno S. - "1. Requirements Analysis
Functional Requirements
Video streaming with multiple quality levels
Content browsing and search
Continue watching functionality
Content recommendations
Non-Functional Requirements
Low latency video delivery (<2s startup time)
High availability (99.99% uptime)
Scalability to handle millions of concurrent streams
API response time < 100ms
2. Microservices Architecture
Core Microservices
Content Service
Content metadata mana"See full answer
"Clarifying questions
When we say signals do you mean just features that are fed into the ML model that decide how the content should be ranked?
Is newsfeed the front page of fb app.
Can you expand what you mean by relevance?
User journey
User enters blue app.. Newsfeed is the first thing they see. User either continues on newsfeed ie scrolls through it or moves to a separate part of fb
As they are scrolling they may see contents from friends, creators and ads, or other pages that they have been"
Ketshi B. - "Clarifying questions
When we say signals do you mean just features that are fed into the ML model that decide how the content should be ranked?
Is newsfeed the front page of fb app.
Can you expand what you mean by relevance?
User journey
User enters blue app.. Newsfeed is the first thing they see. User either continues on newsfeed ie scrolls through it or moves to a separate part of fb
As they are scrolling they may see contents from friends, creators and ads, or other pages that they have been"See full answer
"Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"
Pankhuri T. - "Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"See full answer
"👇 Your feedback is very much appreciated 👇
👁️ Vision
Empower artists to earn a living through their art while connecting millions of fans to exceptional music experiences. A live streaming feature can humanize the digital experience, making the platform not only a place to stream recorded music but also a stage for real-time, authentic artist-fan interactions.
Enhance Spotify’s artist-first narrative by providing a unique way for artists to monetize their performances.
Leverage Spot"
Julien C. - "👇 Your feedback is very much appreciated 👇
👁️ Vision
Empower artists to earn a living through their art while connecting millions of fans to exceptional music experiences. A live streaming feature can humanize the digital experience, making the platform not only a place to stream recorded music but also a stage for real-time, authentic artist-fan interactions.
Enhance Spotify’s artist-first narrative by providing a unique way for artists to monetize their performances.
Leverage Spot"See full answer
"Why do we have FB dating? How does it fit within FB's mission of connecting people and building community?
Research shows that lonely people have worse health outcomes, get sick more easily, die faster, etc. There are many ways to solve for loneliness. FB already has Groups which connect people based on shared interests/hobbies. FB also has Messengers and other apps that help you connect with people you already know. Dating is an important way FB can help people form more intimate connections a"
Patrick B. - "Why do we have FB dating? How does it fit within FB's mission of connecting people and building community?
Research shows that lonely people have worse health outcomes, get sick more easily, die faster, etc. There are many ways to solve for loneliness. FB already has Groups which connect people based on shared interests/hobbies. FB also has Messengers and other apps that help you connect with people you already know. Dating is an important way FB can help people form more intimate connections a"See full answer
"100 people per floor x 100 floors = 10,000 people. Uses of the elevator per day per person: 4, so 40,000 rides per day. Average length of a ride = 50 floors, assuming each ride is to the lobby. Target time per ride: 1 minute. Assuming 80% of traffic occurs during four rush hours, then 32,000 rides must happen in that time, so 133 per minute. Assuming six people per ride then you get 22 elevators required to operate during peak times.
I reality you have to treat this as a Poisson arrival process"
Marcos P. - "100 people per floor x 100 floors = 10,000 people. Uses of the elevator per day per person: 4, so 40,000 rides per day. Average length of a ride = 50 floors, assuming each ride is to the lobby. Target time per ride: 1 minute. Assuming 80% of traffic occurs during four rush hours, then 32,000 rides must happen in that time, so 133 per minute. Assuming six people per ride then you get 22 elevators required to operate during peak times.
I reality you have to treat this as a Poisson arrival process"See full answer
"Please Review. Thanks In advance!
Situation: ABC Product Planners asked me to help them to migrate their one Excel-based Macro into the web application. After having a few rounds of interviews with Product Planners, I realized that the macro was not able to solve their current problem due to its limitation and business teams were convinced that it couldn't be resolved completely. The key challenges they had with their current macro-based solutions were:
It was able to compute all bui"
Books' B. - "Please Review. Thanks In advance!
Situation: ABC Product Planners asked me to help them to migrate their one Excel-based Macro into the web application. After having a few rounds of interviews with Product Planners, I realized that the macro was not able to solve their current problem due to its limitation and business teams were convinced that it couldn't be resolved completely. The key challenges they had with their current macro-based solutions were:
It was able to compute all bui"See full answer
"Clarify:
Feature for group messages and not individual messages
The feature will be primarily used for Whatsapp and not other Meta products - Instagram, FB
We are looking to improve engagement with this feature
User:
Pro users
Users with moderate usage
Users with no/little usage
Prioritize - Users with no/little usage - as this user base could be greatly impacted
Pain points:
Too many messages are sent to the group and important messages are lost.
Multiple message popp"
Sahil A. - "Clarify:
Feature for group messages and not individual messages
The feature will be primarily used for Whatsapp and not other Meta products - Instagram, FB
We are looking to improve engagement with this feature
User:
Pro users
Users with moderate usage
Users with no/little usage
Prioritize - Users with no/little usage - as this user base could be greatly impacted
Pain points:
Too many messages are sent to the group and important messages are lost.
Multiple message popp"See full answer
"Assumptions -
Multiple reader/writer threads issue set() [with transaction] and get() operations concurrently
All data can fit into memory.
Requirements -
Good performance (ex. less lock contention)
Optimize memory footprint (ex. don't store stale entries in memory)
Naive Approach -
Wrap a standard hashmap/dictionary with reader-writer lock. We can also shard the map to reduce lock contention (ex. 32 segments for 32 core cpu)
Allocate local buffer to a writer when a transacti"
Pushkar G. - "Assumptions -
Multiple reader/writer threads issue set() [with transaction] and get() operations concurrently
All data can fit into memory.
Requirements -
Good performance (ex. less lock contention)
Optimize memory footprint (ex. don't store stale entries in memory)
Naive Approach -
Wrap a standard hashmap/dictionary with reader-writer lock. We can also shard the map to reduce lock contention (ex. 32 segments for 32 core cpu)
Allocate local buffer to a writer when a transacti"See full answer
"Gotcha, so I understand that our goal is to improve Google Docs and identify key metrics.
Questions
Is the purpose of these metrics to quantify the performance specifically of the features we suggest? Or Docs as a broader product and its impact on the Google ecosystem? Let's assume the former.
Is there any goal we are trying to improve for Google Docs? Let's assume we want to increase usage, and have Docs also drive productivity suite subscriptions.
Are there any specific"
Daniel P. - "Gotcha, so I understand that our goal is to improve Google Docs and identify key metrics.
Questions
Is the purpose of these metrics to quantify the performance specifically of the features we suggest? Or Docs as a broader product and its impact on the Google ecosystem? Let's assume the former.
Is there any goal we are trying to improve for Google Docs? Let's assume we want to increase usage, and have Docs also drive productivity suite subscriptions.
Are there any specific"See full answer
"I was working for an Insurance company and I was the lead PM responsible for delivering HIPAA 5010 835 (statement of bill claims received vs paid) transactions to healthcare providers/hospitals For this initiative as a PM, I was responsible to create and prioritize features around file creation.
I collaborated with cross-functional teams, engineers, DevOps. First I conducted sessions with claims adjudication, SFTP file transfer, security, and privacy, clearinghouse, third-party vendors and ensu"
S P. - "I was working for an Insurance company and I was the lead PM responsible for delivering HIPAA 5010 835 (statement of bill claims received vs paid) transactions to healthcare providers/hospitals For this initiative as a PM, I was responsible to create and prioritize features around file creation.
I collaborated with cross-functional teams, engineers, DevOps. First I conducted sessions with claims adjudication, SFTP file transfer, security, and privacy, clearinghouse, third-party vendors and ensu"See full answer
"Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."
Shuly A. - "Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."See full answer
"Step 1: Clarifying the Problem Scope
Assumptions and basic system requirements:
Cashless payments: The machine supports cashless payment methods like credit cards, mobile wallets, or NFC-based payments (e.g., Apple Pay, Google Pay).
Multiple candy options: The machine offers different types of candy.
Inventory management: The system tracks the stock of candy in real-time.
User interface: A display screen for users to select the type of candy, make payments, an"
Ramendra S. - "Step 1: Clarifying the Problem Scope
Assumptions and basic system requirements:
Cashless payments: The machine supports cashless payment methods like credit cards, mobile wallets, or NFC-based payments (e.g., Apple Pay, Google Pay).
Multiple candy options: The machine offers different types of candy.
Inventory management: The system tracks the stock of candy in real-time.
User interface: A display screen for users to select the type of candy, make payments, an"See full answer
"Clarification Questions
What does it mean by Next Gen Elevator? → Next Gen Elevator means Elevator using new technologies.
Where is this Elevator situated? → Skyscrapers, Commercial Buildings, Residential Buildings or Elevators to Space? Assuming it’s Commercial Buildings.
What is the Goal of Making Next Gen Elevators? Is it improving Safety? User Experience? Assuming it’s User Experience
_Goal: To design an elevator using emerging technologies to improve user experience in a C"
Anonymous Muskox - "Clarification Questions
What does it mean by Next Gen Elevator? → Next Gen Elevator means Elevator using new technologies.
Where is this Elevator situated? → Skyscrapers, Commercial Buildings, Residential Buildings or Elevators to Space? Assuming it’s Commercial Buildings.
What is the Goal of Making Next Gen Elevators? Is it improving Safety? User Experience? Assuming it’s User Experience
_Goal: To design an elevator using emerging technologies to improve user experience in a C"See full answer
"Defining the product
Spotify is a music & podcast streaming application and by podcast, we are talking about the audio podcasts which creators upload on the app.
Clarifying Questions & respective assumptions
Context
Who are we improving the product for? Creators or Consumers?
What are the current features for consumers in brief?
Each podcast has episodes, about(audio trailer), more like this
Why are we doing this?
Where are we planning to l"
Shubh - "Defining the product
Spotify is a music & podcast streaming application and by podcast, we are talking about the audio podcasts which creators upload on the app.
Clarifying Questions & respective assumptions
Context
Who are we improving the product for? Creators or Consumers?
What are the current features for consumers in brief?
Each podcast has episodes, about(audio trailer), more like this
Why are we doing this?
Where are we planning to l"See full answer
"First
Clarify whether this is for FB general account or business account
Why is removing the profile pic being considered in the first place? Declining conversion rates? TTV(signup to post creation) is perceived as too high wrt competing apps? Meta is considering a single signup for all its apps(FB, Insta, WA) & is looking to optimize the same?
Do we have any supporting data for this? user feedback?
Next
Look at current FB signup flow(assuming these are the steps since its be"
Debajyoti B. - "First
Clarify whether this is for FB general account or business account
Why is removing the profile pic being considered in the first place? Declining conversion rates? TTV(signup to post creation) is perceived as too high wrt competing apps? Meta is considering a single signup for all its apps(FB, Insta, WA) & is looking to optimize the same?
Do we have any supporting data for this? user feedback?
Next
Look at current FB signup flow(assuming these are the steps since its be"See full answer