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Instacart·Product Manager·Onsite - Product Sense / Strategy·Senior

Senior
Apr 2026

Summary

PM interview at Instacart with a product metrics question about Google Flight Search. Short session, one question, left me second-guessing my framework the whole way home.

Questions Asked (1)

Q1

How would you define success metrics for Google Flight Search?

Product Analytics & MetricsProduct Sense & IdeationProduct Strategy
Author's notes

I jumped straight to booking conversion and kind of forgot that search itself has its own success story separate from whether someone actually buys a ticket.

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AI HintsAI Generated

Suggested Approach

Start by clarifying the product's goal and target users, then define success metrics across the full user journey—from awareness to booking. Structure your answer around a metrics framework like HEART or AARRR, and tie each metric to business outcomes like revenue and user retention.

Pro tip: Show maturity by distinguishing between leading and lagging indicators, and emphasize that metrics should drive decisions, not just measure them. Also, consider counter-metrics to avoid unintended consequences like sacrificing user experience for revenue.

1. Clarify Product Goals and Users

Define the primary purpose of Google Flight Search (e.g., help users find and book flights) and identify key user segments (leisure vs. business travelers).

2. Map the User Journey

Outline the stages: awareness, search, comparison, selection, booking, and post-booking. Identify key actions and potential drop-off points at each stage.

3. Select a Metrics Framework

Choose a framework like HEART (Happiness, Engagement, Adoption, Retention, Task Success) or AARRR (Acquisition, Activation, Retention, Referral, Revenue) to organize metrics.

4. Define Metrics per Stage

For each journey stage, propose specific metrics (e.g., search success rate, time to book, conversion rate) and explain how they link to business goals.

5. Prioritize and Set Targets

Identify the North Star metric (e.g., completed bookings) and a few key supporting metrics. Discuss how to set realistic targets and monitor them over time.

Key Points to Mention

  • North Star Metric: completed bookings or revenue
  • User engagement metrics: search frequency, session duration, number of searches per session
  • Conversion funnel metrics: search-to-click, click-to-book, booking completion rate
  • User satisfaction: NPS, CSAT, or task success rate
  • Business metrics: revenue per user, cost per acquisition, partner revenue
  • Counter-metrics: bounce rate, abandoned searches, customer support contacts

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.