




I've sat on both sides of the table for six years. Interviewed hundreds of DS candidates, coached candidates through Meta, Google, Amazon, LinkedIn loops, and watched smart people lose product-sense rounds on the same procedural mistakes over and over.
This is the book I wish I'd had 3 years ago. Not soft skills, not vibes, not "be more strategic." The actual procedural moves: framing a vague prompt in 90 seconds, building a metric tree on the whiteboard, pairing every primary with a guardrail, landing the recommendation sentence at minute 38.
Twenty-something chapters, a 50-prompt question bank, prep plans tuned to whether you have two weeks or three months, and company-specific playbooks for Meta, Google, Amazon, Apple, Netflix, and the adjacent loops.
If your SQL is solid and your ML is fine but the product round is the wall, this is the guide that gets you over it.