Carefully curated, meticulously vetted and extremely thorough Interview Guides

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The most comprehensive set of interview resources available online.

Shopify DS guide by Prepfully

Shopify

Data Scientist

This guide covers the interview loop for Data Scientist candidates interviewing at Amazon. It incorporates comments from over 10 senior data scientists who’ve worked at Amazon, recent reports from Amazon DS candidates, and insight from 28 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last week.

Amazon

Data Scientist

Prepfully’s Amazon SDM experts helped build this guide with their experience conducting mocks on our platform and interviewing candidates for Amazon. This guide covers the full loop round by round and lists recently reported questions for each of them.

Amazon

Engineering Manager

This interview guide covers the loop for Data Scientist candidates interviewing at Meta for the Product Analytics division. It’s been written with the help of 4 Senior DSs, 2 Staff DSs, and 3 DS Managers who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy.

Meta

Data Scientist

pinterest data scientist interview guide

Pinterest

Data Scientist

Walmart Technical Program Manager

Interview Guide

Walmart

Technical Program Manager

This interview guide covers the loop for UX Designer candidates interviewing at Amazon. It’s been written with the help of 5 Senior Product Designers and a Principal User Experience Designer who have worked at Amazon. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last month. This guide covers the full loop and lists recently reported questions for each round that candidates have faced this year.

Amazon

UX Designer

This interview guide covers the loop for Product Designer candidates interviewing at Meta. It's been written with the help of 4 Product and UX Designers and a Senior Design Manager who have worked at Meta. This interview guide covers the full loop and we’ve ensured this guide references the official internal Product Design interview guide prepared by Meta which gets shared with candidates. Thanks to candidates who are interviewing there in real-time, we've managed to keep this up-to-date with questions asked in 2026.

Meta

Product Designer

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Microsoft. It incorporates comments from 7 senior TPMs who’ve worked at Microsoft, recent reports from Microsoft TPM candidates, and insight from 36 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Microsoft

Technical Program Manager

This guide covers the whole loop for candidates interviewing for the ServiceNow Product Manager role. It is built on input from 2 senior product managers, 1 staff product manager, 1 principal product manager, and 1 director of product. The guide also includes questions reported by ServiceNow Product Manager candidates in 2026.

ServiceNow

Product Manager

This guide covers the entire interview loop for the AWS Technical Account Manager interview. It has been compiled with input from 2 technical account managers and 1 senior technical account manager who have all worked at AWS. The guide also includes technical and non-technical questions reported by candidates in the 2026 interviews.

AWS

Technical Account Manager

This guide covers the whole interview loop for the Snap Machine Learning Engineer interview. It has been compiled with input from 2 Machine Learning Engineer coaches who have also worked at Snap. The guide includes information about the newly introduced AI-assisted coding round and questions reported by Snap Machine Learning Engineer candidates in 2026.

Snap

Machine Learning Engineer

This guide covers the interview loop for account manager candidates interviewing at Google. It covers the full loop and is built upon inputs from 3 account managers and 1 key account manager who have all worked at Google. This guide also includes questions reported by candidates in 2026 interviews.

Google

Account Manager

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Cisco. It incorporates comments from 2 senior TPMs who’ve worked at Cisco, recent reports from Cisco TPM candidates, and insight from 25 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Cisco

Technical Program Manager

Salesforce Technical Program Manager Interview Guide

Salesforce

Technical Program Manager

This guide covers the interview loop for Data Scientist candidates interviewing at Instacart. It incorporates comments from 2 senior data scientists who’ve worked at Instacart, recent reports from Instacart data scientist candidates, and insight from 34 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Instacart

Data Scientist

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at DoorDash. It incorporates comments from 4 senior TPMs, recent reports from DoorDash TPM candidates, and insight from 31 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

DoorDash

Technical Program Manager

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Capital One. It incorporates comments from a senior TPM who has worked at Capital One, recent reports from Capital One TPM candidates, and insight from 39 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Capital One

Technical Program Manager

Microsoft Product Manager Interview Guide

Microsoft

Product Manager

Microsoft Software Engineer

Interview Guide

Microsoft

Software Engineer

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Microsoft. It incorporates comments from 7 senior TPMs who’ve worked at Microsoft, recent reports from Microsoft TPM candidates, and insight from 36 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Microsoft

Technical Program Manager

Microsoft Engineering Manager

Interview Guide

Microsoft

Engineering Manager

This guide covers the interview loop for Forward Deployed Engineer (FDE) candidates interviewing at Databricks. It incorporates comments from 4 senior engineers who’ve worked at Databricks, recent reports from Databricks FDE candidates, and insight from 23 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Databricks

Forward Deployed Engineer

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Uber. It incorporates comments from 5 senior TPMs who have worked at Uber, recent reports from Uber TPM candidates, and insight from 39 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Uber

Technical Program Manager

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Amazon. It incorporates comments from 4 senior TPMs who’ve worked at Amazon, recent reports from Amazon TPM candidates, and insight from 31 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Amazon

Technical Program Manager

This interview guide has been written for people preparing for Google’s UXR interview loop; we break down what each round covers and what Google interviewers are looking for. Our writing has been informed and reviewed by senior UXRs working at Google.

Google

UX Researcher

This guide covers the interview loop for Product Manager (PM) candidates interviewing at Snowflake. It incorporates comments from 5 senior PMs who’ve worked at Snowflake, recent reports from Snowflake PM candidates, and insight from 33 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Snowflake

Product Manager

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Booking.com. It incorporates comments from 3 senior TPMs who’ve worked at Booking, recent reports from Booking.com TPM candidates, and insight from 39 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Booking.com

Technical Program Manager

Uber DS guide by Prepfully

Uber

Data Scientist

The one-stop guide for the Amazon Software Engineer interview

Amazon

Software Engineer

This interview guide covers the loop for Product Manager candidates interviewing at Uber. It's been written with the help of 6 Product Managers who have worked at Uber, including a Lead PM and 2 Senior PMs. Thanks to candidates who are interviewing there in real-time, we've managed to keep this up-to-date with questions asked as recently as last month. This guide covers the full loop and lists recently reported questions for each round asked in 2026.

Uber

Product Manager

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Intuit. It incorporates comments from 5 senior TPMs who’ve worked at Intuit, recent reports from Intuit TPM candidates, and insight from 28 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Intuit

Technical Program Manager

This guide covers the interview loop for Machine Learning Engineer (MLE) candidates interviewing at Microsoft. It incorporates comments from 3 senior MLEs who’ve worked at Microsoft, recent reports from Microsoft MLE candidates, and insight from 22 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Microsoft

Machine Learning Engineer

This guide covers the interview loop for Technical Program Manager (TPM) candidates interviewing at Coupang. It incorporates comments from a senior TPM who has worked at Coupang, recent reports from Coupang TPM candidates, and insight from 39 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Coupang

Technical Program Manager

This interview guide covers the full loop for Product Manager and Product Manager Technical (PM-T) candidates interviewing at Amazon. It's been written with the help of 12 Senior PMs, 5 Principal PMs and 5 Managers of Product Management who have worked at Amazon. Thanks to candidates who are interviewing there in real-time, we've managed to keep this up-to-date with questions asked as recently as last week.

Amazon

Product Manager

This guide covers the interview loop for Software Engineering candidates interviewing at Palantir. It incorporates comments from 3 SWEs who’ve worked at Palantir, recent reports from Palantir candidates, and insight from 37 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

Palantir

Software Engineer

This interview guide covers the loop for Data EM candidates interviewing at Meta. It’s been written with the help of Tom Perry (a Data Engineering Manager who worked at Meta), 2 other Data Engineering Managers and 1 ex-Meta Director of Data Engineering. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last month. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy.

Meta

Data Engineering Manager

This interview guide covers the loop for program management candidates interviewing at Amazon Web Services. It’s been written with the help of 2 Senior PMs and a Head of Program Management who have worked at AWS. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last month. This guide covers the full loop and lists recently reported questions for each round that candidates began to face in 2026.

Amazon

Program Manager

This interview guide covers the loop for SWE candidates interviewing at Meta. It’s been written with the help of 4 Senior SWEs, 2 Senior Staff Software Engineers and 1 Distinguished engineer who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy. This guide covers the full loop and lists recently reported questions for each round, including the AI-Enabled coding round Meta began piloting in 2026.

Meta

Software Engineer

This interview guide covers the loop for UX Research candidates interviewing at Amazon. It’s been written with the help of 5 Senior UXRs and a Staff UX Researcher who have worked at Amazon. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last month. This guide covers the full loop and lists recently reported questions for each round that candidates began to face in 2026.

Amazon

UX Researcher

This interview guide covers the loop for SWE candidates interviewing at Stripe. It’s been written with the help of 6 Senior SWEs and 4 Staff Software Engineers who have worked at Stripe. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. This guide covers the full loop and lists recently reported questions for each round, including the AI-Assisted coding round Stripe began piloting in 2026.

Stripe

Software Engineer

This is an interview guide for Meta MLE candidates, written with the help of 4 Senior MLEs, 2 Staff MLEs, and 2 ML Engineering Managers working at Meta. We’ve also incorporated inputs from 72 ML candidates who’ve interviewed at Meta in 2026, thanks to whom we’ve got questions reported as recently as last week. This interview guide covers the full loop, including the AI-Enabled coding round Meta began adding in October 2025, as well as the sub-domain focused ML Design rounds that replaced the generic ML Design rounds in 2026. Finally, we’ve ensured this guide references the official internal MLE interview guide prepared by Meta which gets shared with candidates.

Meta

Machine Learning Engineer

This is an interview guide for Meta UXR candidates, written with the help of 6 UXRs and 4 Senior UXRs working at Meta. We’ve also incorporated inputs from 42 UXR candidates who’ve interviewed at Meta in 2026, thanks to whom we’ve got questions reported as recently as last month. This interview guide covers the full loop and we’ve ensured this guide references the official internal UXR interview guide prepared by Meta which gets shared with candidates.

Meta

UX Researcher

This interview guide covers the loop for Frontend Engineering candidates interviewing at Meta. It’s been written with the help of 2 Senior and 2 Staff Front-end Engineers who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy. This guide covers the full loop and lists recently reported questions for each round that were asked in 2026.

Meta

Frontend Engineer

This interview guide covers the loop for Data Engineering candidates interviewing at Meta. It’s been written with the help of 4 Senior DEs, 2 Staff DEs, 2 Data EMs and 1 Director of Data Engineering who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy.

Meta

Data Engineer

This guide covers the interview loop for Design Verification Engineer (DVE) candidates interviewing at NVIDIA. It incorporates comments from 4 senior DVEs who’ve worked at NVIDIA, recent reports from NVIDIA DVE candidates, and insight from 31 transcripts (with approval from candidates and coaches, of course). We’ve covered the core structure for each round (including changes made to the loop in 2026), and made sure to include interview questions from as recently as last month.

NVIDIA

Design Verification Engineer

This interview guide covers the loop for TPM candidates interviewing at Meta. It’s been written with the help of 4 Senior TPMs, 1 Principal TPM and 2 TPM Leaders who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy.

Meta

Technical Program Manager

Interview guide written for PM candidates interviewing at Google. Covers the full loop and is built upon inputs from 13 PMs, 5 Product Leaders, 1 Group PM, alongside 216 candidate reports submitted over the last 2 years.

Google

Product Manager

This interview guide covers the loop for EM candidates interviewing at Meta. It’s been written with the help of 4 Senior EMs, 1 Senior Director of Engineering TPM and 7EMs who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy.

Meta

Engineering Manager

Netflix Product Manager

Interview Guide

Netflix

Product Manager

Interview guide written for SWE candidates interviewing at Google. Covers the full loop, including the new AI code comprehension round added in 2026. Built upon inputs from 13 Senior & Staff Engineers, 4 EMs, 2 Sr EMs, 1 Engineering Director, alongside 176 candidate reports submitted over the last 2 years

Google

Software Engineer

This interview guide covers the loop for PM candidates interviewing at Meta. It’s been written with the help of 4 Senior PMs, 1 Principal PM and 2 PM Leads who have worked at Meta. Thanks to candidates who are interviewing there in real-time, we’ve managed to keep this up-to-date with questions asked as recently as last week. We’ve also referenced the internal guidance from the recruiter packet Meta shares with candidates to ensure accuracy. This guide covers the full loop and lists recently reported questions for each round, including the AI Product Sense round Meta began piloting in 2026.

Meta

Product Manager

Meta

Data Scientist

Prepfully’s Palantir DS experts helped build this guide with their experience conducting mocks on our platform and interviewing candidates for Palantir. This guide covers the core sequence with questions for each round contributed by interviewers.

Palantir

Deployment Strategist

Detailed, specific guidance on the Google Technical Program Manager interview process - with a breakdown of different stages and interview questions asked at each stage

Google

Technical Program Manager

Meta Production Engineer

Interview Guide

Meta

Production Engineer

Detailed, specific guidance on the Meta DS Initial interview process

Meta

Data Scientist

Detailed, specific guidance on the Meta Data Analyst interview process - with a breakdown of different stages and interview questions asked at each stage

Meta

Data Analyst

Capital One Software Engineer Interview Guide by Prepfully

Capital One

Software Engineer

Interview Guide

Google

Capital One Product Manager Interview - Cover Image

Capital One

Product Manager

Netflix Software Engineer Interview Guide, Prepfully

Netflix

Software Engineer

American Express Data Scientist Interview Guide by Prepfully

American Express

Data Scientist

Walmart software engineer interview guide by Prepfully

Walmart

Data Scientist

Meta Data Scientist

Interview Guide

Meta

Data Scientist

Meta Data Scientist

Interview Guide

Meta

Data Scientist

Meta Data Scientist

Interview Guide

Meta

Data Scientist

Indeed Software Engineer Interview

Interview Guide

Indeed

Software Engineer Interview

Frontend Engineer

Interview Guide

Frontend Engineer Interview Guide

Lyft Software Engineer

Interview Guide

Lyft

Software Engineer

Tesla Software Engineer

Interview Guide

Tesla

Software Engineer

Are you looking for data engineering roles in Apple? Here's a detailed guide including interview questions and tips to help you out!

Apple

Data Engineer

Netflix Product Sense round guide: what interviewers actually test, a full worked example (live events prompt), the failure modes that kill strong candidates, and how to prepare, built from mock interview debriefs on Prepfully

Netflix

Product Manager

Detailed, specific guidance on the Google Data Scientist interview process - with a breakdown of different stages and interview questions asked at each stage

Google

Data Scientist

Detailed, specific guidance on the Google Data Analyst interview process - with a breakdown of different stages and interview questions asked at each stage

Google

Data Analyst

Built on current candidate reports, Google's published hiring guidance, recent reporting on Google's 2026 interview changes, and Prepfully coaches who are current Google Software Engineers, including Staff Engineers. Updated May 2026. Part of the Prepfully Google Software Engineer Interview Guide series.

Google

Software Engineer

Built on current candidate reports, Google interviewer accounts, recent reporting on Google's 2026 interview changes, and Prepfully coaches who are current Google Software Engineers, including Staff Engineers.

Part of the Prepfully Google Software Engineer Interview Guide series

Google

Software Engineer

Built on current candidate reports, ex-Google interviewer accounts, real Prepfully mock interviews with Google and ex-Google engineers, and recent reporting on Google's 2026 interview changes. Part of the Prepfully Google Software Engineer Interview Guide series.

Google

Software Engineer

A complete breakdown of the Meta Data Engineering Manager initial leadership screen, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete breakdown of the Meta Data Engineering Manager initial technical screen, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete breakdown of the Meta Front-End Engineer initial screen, built on Meta's internal evaluation criteria and informed by Prepfully coaches and experts who are current Meta Front-End Engineers, including Staff Front-End Engineers, and have access to Meta's internal interviewer materials for this round

Meta

Frontend Engineer

A complete breakdown of the Meta Front-End Engineer onsite coding rounds, built on Meta's internal evaluation criteria and informed by Prepfully coaches and experts who are current Meta Front-End Engineers, including Staff Front-End Engineers, and have access to Meta's internal interviewer materials for this round

Meta

Frontend Engineer

A complete breakdown of the Meta Front-End Engineer UIE Architecture and Design round, built on Meta's internal evaluation criteria and informed by Prepfully coaches and experts who are current Meta Front-End Engineers, including Staff Front-End Engineers, and have access to Meta's internal interviewer materials for this round

Meta

Frontend Engineer

A complete breakdown of the Meta Data Engineering Manager Leadership People/XFN onsite round, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete breakdown of the Meta Data Engineering Manager Full Stack onsite round, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete breakdown of the Meta Data Engineering Manager Technical Vision onsite round, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete breakdown of the Meta Data Engineering Manager Leadership Org/Product Vision onsite round, built on Meta's internal evaluation criteria and informed by current Data Engineering leaders at Meta, including a Director of Data Engineering

Meta

Data Engineering Manager

A complete deep dive into the Meta Product Manager Analytical Thinking round, drawing directly from Meta's official interview guides, verified candidate reports, and Prepfully coaches who are currently working as Product Managers and Senior PMs at Meta.

Meta

Product Manager

Uber Engineering Manager

Interview Guide

Uber

Engineering Manager

A guide brings together preparation resources, Uber Jam questions asked by interview panels, and advice from current Uber Product Managers and Product Leads

Uber

Product Managaer

Oracle TPM Interview guide by Prepfully

Oracle

Technical Program Manager

Flipkart

Product Manager

Intuit Software Engineer

Interview Guide

Intuit

Software Engineer

Cruise Technical Program Manager

Interview Guide

Cruise

Technical Program Manager

Zomato Software Engineer interview process

Zomato

Software Engineer

Airbnb

Software Engineer

Reddit Machine Learning Engineer

Interview Guide

Reddit

Machine Learning Engineer

Reddit Software Engineer

Interview Guide

Reddit

Software Engineer

Coinbase Software Engineer

Interview Guide

Coinbase

Software Engineer

Based directly on Meta’s interview questions for the Coding Interview of the Software Engineering role, evaluation criteria, guidance from experts, and recent candidates who cleared the loop

Meta

Software Engineer