Primary hiring signals

  • large-scale data intuition
  • experimentation
  • fast execution with product impact

Phone screen

  1. Recruiter screen usually covers role fit, level, and product/domain alignment.
  2. Technical screen often mixes SQL, coding, and recommendation/product metrics reasoning.

Full interview loop

  1. Recruiter and technical phone screen.
  2. Onsite may include SQL, coding, product/data case, and system design depending on level.
  3. Behavioral rounds focus on speed, ownership, and delivering impact in an intense environment.

How much prep time is required?

5-7 weeks if you need to sharpen product metrics and recommendation-style analytics.

How to prepare

  • Practice event-heavy SQL: sessions, retention, CTR, watch time, funnels, and cohort analysis.
  • Prepare system designs for high-scale logging, experimentation, and recommendation data flows.
  • Bring stories that show you can move quickly while still protecting correctness.

First 5 behavioral prompts to rehearse

  1. Tell me about a time you delivered under a very aggressive timeline.
  2. Describe how you handled changing priorities from leadership.
  3. Tell me about improving a key growth or engagement metric.
  4. Describe a time you had to simplify a solution to ship faster.
  5. Tell me about balancing speed and correctness in a product-facing system.

Pair this with the Behavioral track, then run two timed mock loops using these prompts + one SQL + one system-design round.

Also keep one primary technical track active: System Design or Coding. This avoids context-switching and keeps weekly prep focused.