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

Senior
May 2026

Summary

PM interview at Swiggy with a metrics question framed around launching in a new city. Pretty standard product sense round but the question had enough depth to trip you up if you weren't structured.

Questions Asked (1)

Q1

If you were a PM launching a food delivery platform in a new city, what metrics would you track to measure whether the launch is succeeding?

Product Analytics & MetricsProduct StrategyGo-to-Market (GTM)
Author's notes

I went straight to GMV and order volume and the interviewer just kind of waited, like they wanted more.

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AI HintsAI Generated

Suggested Approach

Start by framing the launch as a marketplace with three sides: customers, restaurants, and delivery partners. Then structure your metrics around the customer funnel (acquisition, activation, retention, referral) and supply-side health (restaurant onboarding, delivery partner availability), and finally tie them to unit economics and growth. Emphasize that early-stage launches should prioritize leading indicators like activation and repeat rate over lagging revenue.

Pro tip: Don't just list metrics—show how you'd prioritize them by phase: first 30 days focus on supply and activation, 60-90 days on retention and liquidity, and beyond on unit economics. This demonstrates strategic thinking and an understanding of marketplace dynamics.

1. Define launch goals and phases

Clarify what success means for the launch: is it achieving liquidity, reaching a certain order volume, or proving unit economics? Break the launch into phases (e.g., 0-30, 30-90, 90+ days) to prioritize metrics accordingly.

2. Map the customer funnel

Identify key metrics at each stage: acquisition (app installs, sign-ups), activation (first order), retention (repeat orders, cohort retention), and referral (NPS, invites). Focus on the conversion rates between stages.

3. Assess supply-side health

Track restaurant onboarding (number of active restaurants, menu coverage), delivery partner supply (active partners, acceptance rate, delivery time), and their impact on customer experience.

4. Monitor marketplace liquidity and match rate

Measure how well supply meets demand: order fulfillment rate, search-to-order conversion, and delivery time. High liquidity indicates a healthy marketplace.

5. Evaluate unit economics and growth

Track contribution margin per order, customer acquisition cost (CAC), lifetime value (LTV), and order frequency. Ensure the launch is on a path to profitability.

Key Points to Mention

  • Customer acquisition cost (CAC) and lifetime value (LTV) ratio
  • Activation rate (first order within X days of sign-up)
  • Repeat order rate and cohort retention curves
  • Restaurant and delivery partner onboarding and active supply
  • Order fulfillment rate and delivery time (liquidity metrics)
  • Contribution margin per order and path to profitability

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