"Clarifying question: Why would google want to sunset Youtube? What would the business objective be?
Based on how the interviewer responds this could go down multiple paths:
If they said just because, then I would address the current state data for the YouTube business.
Material benefits:
XX Million active users
$$ in Annual revenue
$$ in subscription revenue
$$ monetization through influencers
Non-material benefits that align to google core values:
Democracy on the web works"
Aditi N. - "Clarifying question: Why would google want to sunset Youtube? What would the business objective be?
Based on how the interviewer responds this could go down multiple paths:
If they said just because, then I would address the current state data for the YouTube business.
Material benefits:
XX Million active users
$$ in Annual revenue
$$ in subscription revenue
$$ monetization through influencers
Non-material benefits that align to google core values:
Democracy on the web works"See full answer
"Went through scenarios where a user
Interviewer asked me to select a scenario, mostly outside of the control of the app.
The interviewer saw me rattled and suggested the need to get to a venue as an experience.
I designed a solution and suggested an MVP.
The goal was to select a scenario, design MVP and suggest user journey/cohort selection and demonstrate measurement."
Bharat D. - "Went through scenarios where a user
Interviewer asked me to select a scenario, mostly outside of the control of the app.
The interviewer saw me rattled and suggested the need to get to a venue as an experience.
I designed a solution and suggested an MVP.
The goal was to select a scenario, design MVP and suggest user journey/cohort selection and demonstrate measurement."See full answer
"I used array to append. np.array does not have append and every np.vstack recreates object again.
import numpy as np
class Centroid:
def init(self, location, vectors):
self.location = location # (D,)
self.vectors = vectors # (N_i, D)
class KMeans:
def init(self, n_features, k):
self.nfeatures = nfeatures
self.centroids = [
Centroid(
location=np.random.randn(n_features),
vectors=[] # I"
Dinar M. - "I used array to append. np.array does not have append and every np.vstack recreates object again.
import numpy as np
class Centroid:
def init(self, location, vectors):
self.location = location # (D,)
self.vectors = vectors # (N_i, D)
class KMeans:
def init(self, n_features, k):
self.nfeatures = nfeatures
self.centroids = [
Centroid(
location=np.random.randn(n_features),
vectors=[] # I"See full answer
"Step 1 - clarifying question:
Are we just focusing on the customer who rented a car or both who has given a car? (Assumed only a customer who rented a car)
Are we just focusing on the mobile or web apps? (Assumed only the mobile app)
Step 2 -Define users:
customer who rented a car.
Step 3 - pain points:
unclear communication between both parties.
lack of support if needed.
hassle-full car drop experience.
No survey or complaint channel about how the experienc"
Jatan P. - "Step 1 - clarifying question:
Are we just focusing on the customer who rented a car or both who has given a car? (Assumed only a customer who rented a car)
Are we just focusing on the mobile or web apps? (Assumed only the mobile app)
Step 2 -Define users:
customer who rented a car.
Step 3 - pain points:
unclear communication between both parties.
lack of support if needed.
hassle-full car drop experience.
No survey or complaint channel about how the experienc"See full answer
"I would like to ask a few clarifying questions
Lyft for kids: Does this mean we want to design a ride sharing app for kids? (Assuming yes)
Do we have any existing features catered to kids? (Assuming no)
Lyft has a lot of features. I am going to assume basic table stake features which Lyft already has as:
Ability to call for a ride
Ride tracking
Are there any goals that we would like to achieve with this feature?
If we look at current market conditions, Lyft has biggest threat f"
Unicorn 2. - "I would like to ask a few clarifying questions
Lyft for kids: Does this mean we want to design a ride sharing app for kids? (Assuming yes)
Do we have any existing features catered to kids? (Assuming no)
Lyft has a lot of features. I am going to assume basic table stake features which Lyft already has as:
Ability to call for a ride
Ride tracking
Are there any goals that we would like to achieve with this feature?
If we look at current market conditions, Lyft has biggest threat f"See full answer
Product Manager
Product Design
🧠Want an expert answer to a question? Saving questions lets us know what content to make next.
"While all branches should ideally be tested, some are more critical than others based on the following factors:
A. High-Risk or Business-Critical Logic
Branches that handle authentication & authorization
(e.g., login, role-based access control)
Financial transactions or payment processing logic
(e.g., tax calculations, refunds, invoice generation)
Security-related branches
(e.g., encryption/decryption, token verification)
B. Error Handling & Exception Paths
Branches that deal with error conditi"
Adesegun K. - "While all branches should ideally be tested, some are more critical than others based on the following factors:
A. High-Risk or Business-Critical Logic
Branches that handle authentication & authorization
(e.g., login, role-based access control)
Financial transactions or payment processing logic
(e.g., tax calculations, refunds, invoice generation)
Security-related branches
(e.g., encryption/decryption, token verification)
B. Error Handling & Exception Paths
Branches that deal with error conditi"See full answer
"I think AI such as ChatGPT seemed to spit out its answers fast and instinctively, hence proving its efficiency but in the recent versions it seems to have acquired reasoning skills which was revealed 'transparently' to users. This new, reasoning skills introduce a small delay in its response and explains what it does during the delay but I do not really think that it is "thinking" any differently than before, except that it is constrained by some purported rules when asked to summarise certain b"
Louisa C. - "I think AI such as ChatGPT seemed to spit out its answers fast and instinctively, hence proving its efficiency but in the recent versions it seems to have acquired reasoning skills which was revealed 'transparently' to users. This new, reasoning skills introduce a small delay in its response and explains what it does during the delay but I do not really think that it is "thinking" any differently than before, except that it is constrained by some purported rules when asked to summarise certain b"See full answer
"Great question!
Before communicating any major change, I would ensure I have a deep understanding of the strategic shift, its rationale, and its implications. This involves meeting with senior management to gather all necessary details and preparing to address any questions or concerns from the team.
To share a recent experience I had, so Last year, our senior management decided to shift our focus towards leveraging machine learning and advanced real-time analytics to enhance our trading stra"
Scott S. - "Great question!
Before communicating any major change, I would ensure I have a deep understanding of the strategic shift, its rationale, and its implications. This involves meeting with senior management to gather all necessary details and preparing to address any questions or concerns from the team.
To share a recent experience I had, so Last year, our senior management decided to shift our focus towards leveraging machine learning and advanced real-time analytics to enhance our trading stra"See full answer
"Time taken: 25 minutes
My approach:
I would start by listing the use cases, what could be the length of cable needed, quantifying each and weight average those.
The % make the assumption that it is what it represents the share in the total nb of iphone recharges. In fact total should be more than 100% because it not exclusive but for sake of simplicity let’s say it tops at 100%.
\# In details:
charging next to bed: 50%generally speaking there is a bedside table that is 80 cm high and the"
Adaneir W. - "Time taken: 25 minutes
My approach:
I would start by listing the use cases, what could be the length of cable needed, quantifying each and weight average those.
The % make the assumption that it is what it represents the share in the total nb of iphone recharges. In fact total should be more than 100% because it not exclusive but for sake of simplicity let’s say it tops at 100%.
\# In details:
charging next to bed: 50%generally speaking there is a bedside table that is 80 cm high and the"See full answer
"Before jumping in to answer, I want us to be on the same page regarding a few things:
I am the PM for Coinbase app; not for coinbase pro or wallet etc.
The very fact that a token will list on Coinbase increases the price / market activity around the token. We want to create a process which takes this into consideration.
Users trust coinbase. Therefore, the assets listed on coinbase need significant vetting before they can be put on the system.
Technology integrations - How much work"
Prateek S. - "Before jumping in to answer, I want us to be on the same page regarding a few things:
I am the PM for Coinbase app; not for coinbase pro or wallet etc.
The very fact that a token will list on Coinbase increases the price / market activity around the token. We want to create a process which takes this into consideration.
Users trust coinbase. Therefore, the assets listed on coinbase need significant vetting before they can be put on the system.
Technology integrations - How much work"See full answer
"Imagine a blockchain as a magical, unchangeable diary that keeps track of all the candies you share with your friends. Whenever you share a candy, you write it down in this special diary, and your friends also write it down in their diaries. But here's the cool part – all the diaries are connected and can talk to each other!
So, when you want to know who has borrowed your candy or if you borrowed candy from someone else, you just check this special diary. It shows you the history of all the can"
Maedu E. - "Imagine a blockchain as a magical, unchangeable diary that keeps track of all the candies you share with your friends. Whenever you share a candy, you write it down in this special diary, and your friends also write it down in their diaries. But here's the cool part – all the diaries are connected and can talk to each other!
So, when you want to know who has borrowed your candy or if you borrowed candy from someone else, you just check this special diary. It shows you the history of all the can"See full answer
"Food delivery apps : Food delivery apps are clear example of demand and supply functions, Both end need to monitored closely.
Ecosystem : Order placer, Restaurant and Food delivery Platform
Value :
Order placer find value when they can order food at home from their fav restaurants. Restaurant find value when they make sell via order coming in and probably good reviews which marks future growth.
Food delivery platform when orders are being placed.
North star metrics : # of order delivered
Bre"
Aeshvarya J. - "Food delivery apps : Food delivery apps are clear example of demand and supply functions, Both end need to monitored closely.
Ecosystem : Order placer, Restaurant and Food delivery Platform
Value :
Order placer find value when they can order food at home from their fav restaurants. Restaurant find value when they make sell via order coming in and probably good reviews which marks future growth.
Food delivery platform when orders are being placed.
North star metrics : # of order delivered
Bre"See full answer
"Firstly, congratulations to both the interviewer and interviewee. This was a great learning experience
However, being a Full Stack engineer and I was having the following suggestions around the Data Model -
Driver & Approval can be two different tables
Approval & Document - Approval can be a tuple of (userid,documentid) - comments against a rejection (marks the document which triggers rejection)In this way we can capture the entire history of approval workflow (initiate/pending/appr"
Nilanjan D. - "Firstly, congratulations to both the interviewer and interviewee. This was a great learning experience
However, being a Full Stack engineer and I was having the following suggestions around the Data Model -
Driver & Approval can be two different tables
Approval & Document - Approval can be a tuple of (userid,documentid) - comments against a rejection (marks the document which triggers rejection)In this way we can capture the entire history of approval workflow (initiate/pending/appr"See full answer
"Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"
Kartikeya N. - "Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"See full answer
"Goal/Vission of company
Understanding of Whatsapp -> Whatsapp platform for people where they can connect with people remotely, they can chat with them, they can do a video call, they can send pdf, location, contacts, etc. Basically, clarify your understanding of WhatsApp.
Whatsapp Goal -> connecting the people remotely in a hassle-free manner
Vission 3-4 years down the line -> More engagement and retention of the users.
For this vision what is the user's intended action
Define"
Anonymous Muskox - "Goal/Vission of company
Understanding of Whatsapp -> Whatsapp platform for people where they can connect with people remotely, they can chat with them, they can do a video call, they can send pdf, location, contacts, etc. Basically, clarify your understanding of WhatsApp.
Whatsapp Goal -> connecting the people remotely in a hassle-free manner
Vission 3-4 years down the line -> More engagement and retention of the users.
For this vision what is the user's intended action
Define"See full answer