Shopify Analytics & Experimentation Interview Questions
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Measure App Store success and debug funnel anomaly
Part A — Product case: measuring success for a new App Store Shopify is launching a Shopify App Store where merchants can browse/install apps built by...
How would you measure App Store launch success?
Prompt You are a Data Scientist at an e-commerce platform (e.g., Shopify) launching a new App Store (a two-sided marketplace connecting merchants who ...
Collect labels without existing data
Modeling Without Labels: End-to-End Plan You are tasked with shipping an ML model but have no labeled data. Outline a rigorous approach to: 1) Define ...
Analyze Causes of November and June Shopify Traffic Spikes
Analyzing Recurring and One-off Spikes in Weekly Shopify Sessions Scenario You have a three-year weekly time-series of Shopify shopping sessions. The ...
Design robust experiment for ambiguous core change
You must evaluate a core product change that likely has network effects (e.g., a matchmaking tweak in a large online game with 8M DAU). Define the pri...
Measure Shopify App Store Launch Success Effectively
Scenario Shopify is launching the Shopify App Store to help merchants discover, evaluate, and install third‑party apps that extend their stores. Task ...
Analyze Trends to Optimize Pirate-Theme Product Strategy
Product Analytics Recommendation Based on “Pirate Metrics” (AARRR) Scenario You have reviewed usage and revenue trends for a product (no tables/plots ...
Recommend Next Steps for Pirate Theme Optimization
Pirate Metrics (AARRR) Action Plan and Validation Context You have previously summarized performance across Pirate Metrics (AARRR: Acquisition → Activ...