PMInterviewLab

All Product Design Metrics Strategy Estimation Pricing Behavioral

All levels APM PM Senior PM Staff PM Director VP CPO

Define success metrics for YouTube's homepage feed

Facebook DAUs dropped 10% overnight — what do you do?

How would you track whether Amazon's Alexa is creating long-term habit formation?

Nataliya Savchenko

How do you measure new users satisfaction for Airbnb's long-term stays without a survey?

Luka Gabrichidze

TikTok's signup numbers are up but activation is flat. What's your hypothesis?

Uber's app store rating dropped from 4.5 to 3.8 in two weeks. What do you do?

Natasha Ivanova

How would you measure LinkedIn's LinkedIn Learning performance across different pricing tiers?

linkedinMetrics

Netflix is seeing a spike in conversion rate. Is this good or bad? How do you diagnose it?

Walk me through how you'd measure the success of Google's Search referral program.

How would you track whether TikTok's TikTok Shop is creating long-term habit formation?

Andrew Thompson

How do you measure whether TikTok's TikTok Shop is cannibalizing another product line?

Walk me through how you'd report metrics to Salesforce's executive team in a weekly review.

salesforceMetrics

How would you measure whether Microsoft's Surface is building brand loyalty?

microsoftMetrics

Slack's activation rate increased 30% after a recent change. How do you validate it's real?

What's the right metric for Spotify's podcast platform to optimize for at its current stage of growth?

How would you measure the quality of Apple's sharing feature?

Natasha Ivanova

You're onboarding as the new PM for Stripe's Stripe Radar. What metrics do you look at first?

Shopify is seeing a spike in feature adoption rate. Is this good or bad? How do you diagnose it?

What metrics would you use to measure the success of Salesforce's Marketing Cloud launch?

Matthew Anderson

salesforceMetrics

Walk me through how you'd report metrics to Microsoft's executive team in a weekly review.

microsoftMetrics

What would you do if your time to value experiment showed conflicting results across Gen Z users?

Walk me through how you'd build a weekly metrics review for the TikTok TikTok LIVE team.

Design a dashboard for the TikTok TikTok Shop leadership team. What KPIs do you show?

Walk me through how you'd measure the success of Slack's Slack AI referral program.

Salome Khachidze

How do you distinguish signal from noise when analyzing TikTok's activation rate?

Design a dashboard for the Spotify Spotify for Artists leadership team. What KPIs do you show?

How would you set up an A/B test to improve virality coefficient for Apple's Vision Pro?

What guardrail metrics would you set when optimizing Amazon's time to value?

How would you track whether Twitter's Twitter Blue is creating long-term habit formation?

How would you measure the network effects of Salesforce's Sales Cloud?

salesforceMetrics

Walk me through how you'd report metrics to Amazon's executive team in a weekly review.

What does a healthy session length trend look like for Figma's FigJam during the holiday season?

How would you define the north star metric for Microsoft's GitHub?

Taras Kravchenko

microsoftMetrics

How would you measure virality and word-of-mouth for Stripe's Stripe Issuing?

Mikhail Sokolov

How would you design a leading indicator for Netflix's activation rate before it becomes a problem?

How would you measure whether Notion's Notion Calendar is building brand loyalty?

Design an alerting system for Uber's UberX that catches regressions early.

Design a metric to measure the quality of Spotify's payment experience over time.

How would you design a leading indicator for Google's conversion rate before it becomes a problem?

Uber just shipped a major redesign. How do you know if it was successful?

What would you do if Salesforce's session length was trending in opposite directions for international users?

salesforceMetrics

How would you measure the network effects of Twitter's Twitter Blue?

Design an alerting system for LinkedIn's LinkedIn Learning that catches regressions early.

linkedinMetrics

How would you define the north star metric for Amazon's Amazon Music?

How would you measure whether Salesforce's mobile app is being used as intended?

salesforceMetrics

What's the right metric for Apple's App Store to optimize for at its current stage of growth?

Nataliya Savchenko

Spotify's A/B test on audiobooks shows a 5% lift in activation rate but a 2% drop in retention. Ship it?

Salesforce just shipped a major redesign. How do you know if it was successful?

salesforceMetrics

How would you measure whether Airbnb's Airbnb Experiences is healthy?

How would you measure the impact of Shopify's Shopify Audiences on enterprise customers?

Walk me through how you'd report metrics to Notion's executive team in a weekly review.

Mikhail Sokolov

Design a dashboard for the Google Google Meet leadership team. What KPIs do you show?

What guardrail metrics would you set when optimizing Notion's lifetime value?

What would you do if your engagement rate experiment showed conflicting results across free tier users?

microsoftMetrics

How would you define the north star metric for Uber's Uber Eats?

How would you measure whether Netflix's collaboration tools is being used as intended?

How would you measure the network effects of Apple's AirPods?

Vitaliy Marchenko

What does a healthy engagement rate trend look like for Microsoft's LinkedIn during the holiday season?

Taras Kravchenko

microsoftMetrics

Design a dashboard for the Stripe Stripe Billing leadership team. What KPIs do you show?

What would you do if Shopify's virality coefficient was trending in opposite directions for churned users?

Irakli Mchedlishvili

How do you measure whether Shopify's Shopify Plus is cannibalizing another product line?

LinkedIn's customer acquisition cost looks great on web but terrible on mobile. What do you investigate?

Tamar Chikvanaia

linkedinMetrics

How would you measure trust and safety improvements in TikTok's TikTok Creator Fund?

Salesforce's A/B test on Einstein AI shows a 5% lift in retention rate but a 2% drop in retention. Ship it?

salesforceMetrics

Design a metric to measure the quality of Amazon's notifications system over time.

How would you set quarterly OKRs for Uber's Uber Eats team?

Luka Gabrichidze

You're onboarding as the new PM for Salesforce's Salesforce Flow. What metrics do you look at first?

salesforceMetrics

Netflix's lifetime value is flat for 3 months despite shipping 10 features. What do you investigate?

What does a healthy revenue per user trend look like for Uber's Uber Reserve during the holiday season?

Microsoft's revenue per user is flat for 3 months despite shipping 10 features. What do you investigate?

microsoftMetrics

How would you measure the ROI of a recommendation algorithm improvement for Microsoft?

microsoftMetrics

Airbnb's conversion rate dropped 20% week over week. Walk me through your investigation.

Nataliya Savchenko

Figma's revenue per user dropped 20% week over week. Walk me through your investigation.

Stripe's app store rating dropped from 4.5 to 3.8 in two weeks. What do you do?

Matthew Anderson

How would you set up an A/B test to improve revenue per user for Notion's Notion Databases?

Bohdan Petrenko

How do you handle seasonality when evaluating Spotify's revenue per user?

What's the right success metric for LinkedIn's LinkedIn Premium feature targeting international users?

linkedinMetrics

You're onboarding as the new PM for Spotify's Spotify for Artists. What metrics do you look at first?

You're onboarding as the new PM for Meta's Facebook. What metrics do you look at first?

Design an alerting system for Airbnb's Airbnb for Work that catches regressions early.

What's the right success metric for Shopify's Shopify Markets feature targeting free tier users?

How do you prioritize which metrics to improve first for Notion's Notion AI?

Design a metric to measure the quality of Slack's payment experience over time.

Salome Khachidze

Walk me through how you'd report metrics to Uber's executive team in a weekly review.

You're onboarding as the new PM for Netflix's Top 10 feature. What metrics do you look at first?

What metrics would you use to measure the success of Apple's iCloud launch?

How would you measure trust and safety improvements in Meta's Messenger?

How would you measure virality and word-of-mouth for Uber's UberX?

Crystal Collins

How would you approach measuring Shopify's Shopify Audiences adoption in a new geographic market?

How do you measure power users satisfaction for Stripe's Stripe Radar without a survey?

Walk me through a counterintuitive metric you'd use to evaluate Notion's Notion AI.

Natasha Ivanova

How would you measure virality and word-of-mouth for Netflix's Netflix Ads tier?

How would you measure whether Notion's API platform is being used as intended?

Kayla Hernandez