"High Level Architect
Client
v
API Gateway
v
Object Storage
v
Message Queue
v
Worker
v
Database
Client should can document with a web site or directly with API services.
API Gateway should be used for upload document,get document info and state.
Object storage should be used for original document and send event to Message Queue for starting.
Message Queue is neccessary because there are millions of document should be process each time.
Worker can get text from document with OCR.
Database shoul"
Berk C. - "High Level Architect
Client
v
API Gateway
v
Object Storage
v
Message Queue
v
Worker
v
Database
Client should can document with a web site or directly with API services.
API Gateway should be used for upload document,get document info and state.
Object storage should be used for original document and send event to Message Queue for starting.
Message Queue is neccessary because there are millions of document should be process each time.
Worker can get text from document with OCR.
Database shoul"See full answer
"I would start with some clarifying questions like:
Is there a deadline when all these needs to be updated by?
Do we have upgrade scripts ready?
When do we have change freeze?
Once I have these few clarifying answers I would start planning:
I would meet with all the teams involved in the upgrades
Document any resources downtime during the upgrade
create a risk registry along with mitigation plan
Roll back plan
create a phased rollout plan based on deadline
Post upgrade get a"
Ekta M. - "I would start with some clarifying questions like:
Is there a deadline when all these needs to be updated by?
Do we have upgrade scripts ready?
When do we have change freeze?
Once I have these few clarifying answers I would start planning:
I would meet with all the teams involved in the upgrades
Document any resources downtime during the upgrade
create a risk registry along with mitigation plan
Roll back plan
create a phased rollout plan based on deadline
Post upgrade get a"See full answer
"Interesting question! Before we begin, I have a few clarifying questions:
Is this for Netflix the company, or a service from a startup or other company that caters towards kids with a netflix-like set of services? My assumption is this is a Netflix esque service, and not part of the broader Netflix product suite/company.
Why are we building this? Assumption is that we CEO identified opportunity for this product, and we want to acquire users and engage them.
By kids, do you mean"
William D. - "Interesting question! Before we begin, I have a few clarifying questions:
Is this for Netflix the company, or a service from a startup or other company that caters towards kids with a netflix-like set of services? My assumption is this is a Netflix esque service, and not part of the broader Netflix product suite/company.
Why are we building this? Assumption is that we CEO identified opportunity for this product, and we want to acquire users and engage them.
By kids, do you mean"See full answer
"Clarifying questions:
What type of contractors are we considering? Construction, repair, paint, electric etc. assuming there is no specificity here
Is it for professional or personal - eg. For enterprises to allocate contract or personal work. Though the end result might work for both but initial go live one assuming for personal work
Any specific demography
Is it part of any existing meta universe - Facebook marketplace?
Why this problem matters?
For users: this is one of the difficult"
Dewansh Z. - "Clarifying questions:
What type of contractors are we considering? Construction, repair, paint, electric etc. assuming there is no specificity here
Is it for professional or personal - eg. For enterprises to allocate contract or personal work. Though the end result might work for both but initial go live one assuming for personal work
Any specific demography
Is it part of any existing meta universe - Facebook marketplace?
Why this problem matters?
For users: this is one of the difficult"See full answer
"Clarifying question 1: Define Friend requests -- no. of friend requests sent in the platform through the "Add Friend" button
Clarifying question 2: Time period for comparison - 10% - WoW or DoD or MoM? -- WoW
Gathering context:
Is the decline progressive or a one-time event? --> progressive
Because the decline is progressive, ruling out technical glitches, downtime, or any other reason impacting the feature uptime.
Is this decline global or regional? --> global
Because the"
P K. - "Clarifying question 1: Define Friend requests -- no. of friend requests sent in the platform through the "Add Friend" button
Clarifying question 2: Time period for comparison - 10% - WoW or DoD or MoM? -- WoW
Gathering context:
Is the decline progressive or a one-time event? --> progressive
Because the decline is progressive, ruling out technical glitches, downtime, or any other reason impacting the feature uptime.
Is this decline global or regional? --> global
Because the"See full answer
Analytical
Execution
+1 more
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"We had a huge launch on September 1st of this year where we completely redesigned our application from the grounds up and also migrated to a new platform (React.JS). This project took us 8 months and the launch was a huge deal for the team.
Unfortunately the launch wasn't as smooth as we expected and despite doing multiple rounds of QA, some major issues cropped up in the core part of the app right after launch and our client was quite upset since it was disrupting their day-to-day workflow.
"
Aabid S. - "We had a huge launch on September 1st of this year where we completely redesigned our application from the grounds up and also migrated to a new platform (React.JS). This project took us 8 months and the launch was a huge deal for the team.
Unfortunately the launch wasn't as smooth as we expected and despite doing multiple rounds of QA, some major issues cropped up in the core part of the app right after launch and our client was quite upset since it was disrupting their day-to-day workflow.
"See full answer
"There are 2 main methods
Intrinsic Evaluation
i) Preplexity
ii) BLEU
Extrinsic Evaluation
i) Response consistency/ Correctness / Factual score/ Security
However, this question requires a follow-up question and clarification about where we are going to use the LLM models."
Mayank M. - "There are 2 main methods
Intrinsic Evaluation
i) Preplexity
ii) BLEU
Extrinsic Evaluation
i) Response consistency/ Correctness / Factual score/ Security
However, this question requires a follow-up question and clarification about where we are going to use the LLM models."See full answer
"Clarifying
Travellers in this context are people who are taking domestic or international flights. Answer: Correct.
Are we designing to integrate into an existing product line or completely standalone? Answer: Integrate into existing products.
Are we designing for a specific geography? Answer: Let’s try North America first; we can expand later.
Company Mission
Organize the world’s information and make it universally accessible and useful.
Company Strategy
"
Darpan D. - "Clarifying
Travellers in this context are people who are taking domestic or international flights. Answer: Correct.
Are we designing to integrate into an existing product line or completely standalone? Answer: Integrate into existing products.
Are we designing for a specific geography? Answer: Let’s try North America first; we can expand later.
Company Mission
Organize the world’s information and make it universally accessible and useful.
Company Strategy
"See full answer
"Clarify:
A new company that is coming up with a solution for garage door openers
The door opener will be installed in houses. Confirm if offices, service centers etc are in the scope
At this point, we are looking a specific demographic/market - India
Users:
People who own a car and a personal parking space. The distinction here :
They have hired a watchman for the house
They didnt hire a watch for the house
For this problem, I will focus on those people who didnt hire a watchman"
Sahil A. - "Clarify:
A new company that is coming up with a solution for garage door openers
The door opener will be installed in houses. Confirm if offices, service centers etc are in the scope
At this point, we are looking a specific demographic/market - India
Users:
People who own a car and a personal parking space. The distinction here :
They have hired a watchman for the house
They didnt hire a watch for the house
For this problem, I will focus on those people who didnt hire a watchman"See full answer
"Clarification
Define rush hour?
hours leading up to the work day 8-10am and after the work day 5-7pm
Are we focused on specific types of drivers?
American commuters. Private drivers going to and from work
What is Google's goal?
Increase engagement with google services
Roadmap for interviewer: User--> Pain Points-->Solution--> Vision-->Features-->Tradeoffs
User
American commuters. Private drivers going to and from work
Can't be too distracted even durin"
Kwabena B. - "Clarification
Define rush hour?
hours leading up to the work day 8-10am and after the work day 5-7pm
Are we focused on specific types of drivers?
American commuters. Private drivers going to and from work
What is Google's goal?
Increase engagement with google services
Roadmap for interviewer: User--> Pain Points-->Solution--> Vision-->Features-->Tradeoffs
User
American commuters. Private drivers going to and from work
Can't be too distracted even durin"See full answer
"To convince leadership at Google to build a wristwatch for the elderly, it's crucial to present a compelling argument that encompasses user needs, market potential, and Google's strategic alignment. Here's a detailed proposal:
1. Understanding the User Needs
Target Audience
Primary Users: Elderly individuals, especially those with health conditions requiring monitoring and those living independently.
Secondary Users: Family members and caregivers.
**Pain Points"
Gaurav M. - "To convince leadership at Google to build a wristwatch for the elderly, it's crucial to present a compelling argument that encompasses user needs, market potential, and Google's strategic alignment. Here's a detailed proposal:
1. Understanding the User Needs
Target Audience
Primary Users: Elderly individuals, especially those with health conditions requiring monitoring and those living independently.
Secondary Users: Family members and caregivers.
**Pain Points"See full answer
"Approach -
Check the product scope - social network, IG, Whatsapp, etc.
Check how the metric is measured and if there are shortcomings or changes in the approach
Eliminate obvious reasons like seasonality, external events, analytical pipeline changes, etc.
Look for internal product changes or issues
In case the hypothesis falls short, find ways to triangulate the issue
PS - A real interview may not need so many questions to be asked. I am just listing down questions to validate or rej"
Lavesh D. - "Approach -
Check the product scope - social network, IG, Whatsapp, etc.
Check how the metric is measured and if there are shortcomings or changes in the approach
Eliminate obvious reasons like seasonality, external events, analytical pipeline changes, etc.
Look for internal product changes or issues
In case the hypothesis falls short, find ways to triangulate the issue
PS - A real interview may not need so many questions to be asked. I am just listing down questions to validate or rej"See full answer
"A clarifying question: Is this question asking about when I met a tight deadline in a project or how did I manage a project that had a tight deadline?
The answer uploaded to this question is good, I would also add 'creating a critical path from overall project schedule and then making sure that none of the deliverables in the critical path are sacrificed in order to meet the tight deadline' as an action taken."
Ushita S. - "A clarifying question: Is this question asking about when I met a tight deadline in a project or how did I manage a project that had a tight deadline?
The answer uploaded to this question is good, I would also add 'creating a critical path from overall project schedule and then making sure that none of the deliverables in the critical path are sacrificed in order to meet the tight deadline' as an action taken."See full answer
"Company Mission: Make video communication frictionless
Product: Zoom is a telecommunications tool used by companies and individuals to interact with one another. It has a freemium business model i.e. it provides some basic features to its users for free and premium features for a subscription.
Features:
Video and audio interactions.
Built-in collaboration features.
End-to-end encryption for all meetings.
Recording and transcripts.
Streamlined calendaring.
User Base:
"
R A. - "Company Mission: Make video communication frictionless
Product: Zoom is a telecommunications tool used by companies and individuals to interact with one another. It has a freemium business model i.e. it provides some basic features to its users for free and premium features for a subscription.
Features:
Video and audio interactions.
Built-in collaboration features.
End-to-end encryption for all meetings.
Recording and transcripts.
Streamlined calendaring.
User Base:
"See full answer
"from collections import deque
from typing import List
def longestsubarraydifflessthan_n(nums: List[int], N: int) -> int:
"""
Find the length of the longest contiguous subarray such that the difference
between any two elements in the subarray is less than N.
Equivalent condition:
max(subarray) - min(subarray) < N
Approach (Optimal):
Sliding window with two monotonic deques:
max_d: decreasing deque of indices (front is index of current max"
Ramachandra N. - "from collections import deque
from typing import List
def longestsubarraydifflessthan_n(nums: List[int], N: int) -> int:
"""
Find the length of the longest contiguous subarray such that the difference
between any two elements in the subarray is less than N.
Equivalent condition:
max(subarray) - min(subarray) < N
Approach (Optimal):
Sliding window with two monotonic deques:
max_d: decreasing deque of indices (front is index of current max"See full answer
"Q:
What ad system do we have (to clarify the limitation of the ads systems and its scope)? -> need context of the advertisement.
What signals of ads do we have? pictures, texts, comments, video, etc.
What is daily active users on the system? (scalability)
Do we need taking actions after detecting it? (further process is needed?)
what device do we have ad system? PC, mobile, etc.
FR:
detect the weapon signals (classification)
alert after weapon is detected
identify the us"
Jaehyuk C. - "Q:
What ad system do we have (to clarify the limitation of the ads systems and its scope)? -> need context of the advertisement.
What signals of ads do we have? pictures, texts, comments, video, etc.
What is daily active users on the system? (scalability)
Do we need taking actions after detecting it? (further process is needed?)
what device do we have ad system? PC, mobile, etc.
FR:
detect the weapon signals (classification)
alert after weapon is detected
identify the us"See full answer
"Clarifying questions:
Will this be within the facebook blue app or will this interface/app sit separately?
Volunteering can be of a few types- say for social causes or volunteering in college fest/ music fest etc. Is there a specific type of volunteering we need to consider?
Let's start by revisiting company's mission statement and see if this gels with the mission-
Meta's mission- To give power to build community and bring the world closer together.
Volunteering is basically a way for hu"
Jagriti C. - "Clarifying questions:
Will this be within the facebook blue app or will this interface/app sit separately?
Volunteering can be of a few types- say for social causes or volunteering in college fest/ music fest etc. Is there a specific type of volunteering we need to consider?
Let's start by revisiting company's mission statement and see if this gels with the mission-
Meta's mission- To give power to build community and bring the world closer together.
Volunteering is basically a way for hu"See full answer
"select e.firstname as firstname,
m.salary as manager_salary
from employees e join employees m on e.manager_id = m.id
where e.salary > m.salary;
`"
Ravi K. - "select e.firstname as firstname,
m.salary as manager_salary
from employees e join employees m on e.manager_id = m.id
where e.salary > m.salary;
`"See full answer
"I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"
Dhruv M. - "I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"See full answer
"Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: What is the exact definition of a restaurant, are we counting coffee shops, bars, street food trolleys, homemade food shops that only has delivery to customers’ place and etc... kinds of a restaurant as well?
Interviewer: let’s assume that we only mean restaurants that people can go inside, order some food and eat. Let’s not consider bars and coffee shops and so"
Jasmin R. - "Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: What is the exact definition of a restaurant, are we counting coffee shops, bars, street food trolleys, homemade food shops that only has delivery to customers’ place and etc... kinds of a restaurant as well?
Interviewer: let’s assume that we only mean restaurants that people can go inside, order some food and eat. Let’s not consider bars and coffee shops and so"See full answer