Primary hiring signals

  • SQL depth
  • product sense
  • ownership under ambiguity

Phone screen

  1. Recruiter screen focused on role fit, timeline, and target level.
  2. Technical phone screen often mixes SQL, analytics framing, and some coding or data modeling.

Full interview loop

  1. Recruiter screen and/or hiring manager intro.
  2. Technical screen with SQL depth, coding fluency, and product/metrics reasoning.
  3. Onsite rounds usually include SQL or analytics case, data modeling/system design, coding, and behavioral/ownership.

How much prep time is required?

4-6 focused weeks if your SQL is already solid; 6-8 weeks if SQL/product analytics is a weak area.

How to prepare

  • Practice SQL live: joins, CTEs, windows, retention, funnels, and messy business prompts.
  • Prepare one metrics tree example and one experimentation/debugging example.
  • Rehearse ownership stories with fast execution and clear trade-off decisions.

First 5 behavioral prompts to rehearse

  1. Tell me about a time you drove impact without authority.
  2. Describe a project where you changed course based on data.
  3. Tell me about a hard stakeholder conflict and resolution.
  4. What is your highest-leverage project and why?
  5. Describe a time quality regressed and how you handled it.

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.