Interview framework

AARRRPirate Metrics

Growth, funnel, and business-strategy questions

When to reach for it

Growth strategy, funnel diagnosis, launch planning.

4,231 questions of this shape, across 890 of the 1,964 companies in our interview bank.

What is the AARRR framework?

AARRR, also called Pirate Metrics, splits a product into five funnel stages: Acquisition, Activation, Retention, Referral, and Revenue. In an interview it is a diagnostic tool. When a growth number moves, you use the five stages to find which one broke before you propose a fix, which is what separates a growth answer from a guess.

Watch the AARRR breakdown

Three minutes: the same weak answer rewritten into a strong one, and the corpus numbers behind who actually gets asked this.

AARRR, also called Pirate Metrics, splits a product into five funnel stages: Acquisition, Activation, Retention, Referral, and Revenue. Ninety-seven percent of the AARRR-shaped questions in our bank go to marketers. Counted across 98,000+ real interview questions from 1,800+ companies, by question type. Measured, not surveyed. Source: the JobMentis interview corpus. Chapters: 0:00 A real AARRR interview question 0:18 Who actually gets asked this 0:44 Diagnosing growth with AARRR 1:17 A weak answer 1:36 The same answer, rewritten 2:29 What flattens an AARRR answer 2:44 Where this framework is actually asked 2:58 Get the full guide

The AARRR steps

Each step is one move, and the order is the point. Skipping ahead is what makes an answer feel unstructured even when the content is good.

  1. A

    Acquisition

    How users find you. Channels, CAC, top-of-funnel volume.

  2. A

    Activation

    First meaningful experience. Aha-moment rate.

  3. R

    Retention

    Do they come back? D1/D7/D30, cohort curves.

  4. R

    Referral

    Do they bring others? Viral coefficient, K-factor.

  5. R

    Revenue

    Are they willing to pay? ARPU, LTV, conversion.

A weak AARRR answer, rewritten

The acronym is on every interview blog. The graded contrast is not, so this is the part worth reading twice.

Question

“DAU dropped 10% last week. Where do you look first?”

Weak answer

I would check if there was a bug, then look at our marketing campaigns to see if we stopped any ads. If acquisition is down we should probably run a promo to bring users back and boost the numbers again.

Strong answer

I would split the 10% across the funnel before touching a lever. Acquisition: are new sign-ups down, and is it one channel or all of them? Activation: of the users who did sign up, is the aha-moment rate stable? Retention: pull the cohort curves, because a 10% DAU drop with flat sign-ups means last month’s cohort stopped returning, and that is a retention story wearing an acquisition costume. Referral and Revenue I would park, since neither moves DAU inside a week. My first look is the retention curve by cohort, because it is the only stage where a change last month surfaces as a drop this week.

Why the strong version wins: The strong answer diagnoses which stage broke before proposing anything, and rules out the stages that cannot explain the timing. The weak answer reaches for a promo, which is the classic AARRR failure: optimizing acquisition when retention is the leak.

What flattens a AARRR answer

The moves that turn a good framework into a forgettable answer.

  • Jumping to 'run a promo' before finding which stage is broken.

  • Optimizing acquisition when retention is the real leak.

Who actually gets asked AARRR questions

Counted across every question in our interview bank, not estimated. AARRR-shaped questions are not spread evenly, and these are the roles and industries whose loops lean on them hardest.

Roles

Industries

Practice AARRR out loud, not in your head

Try it on this prompt

“DAU dropped 10% last week. Where do you look first?”

Reading a framework builds false confidence. The voice simulator asks a AARRR-shaped question, listens to the whole answer, and scores the structure, the signal and the length, so you find out where your story drifts before an interviewer does.

Start a mock interview

Companies that ask AARRR questions

These companies ask AARRR-shaped questions in their loop. Each bank holds the real questions and the rubric we grade against.

AARRR: frequently asked questions

What does AARRR stand for?

AARRR stands for Acquisition, Activation, Retention, Referral, and Revenue. It is also called Pirate Metrics, after the sound of the acronym. Each letter is a funnel stage, and each has its own metrics: CAC for acquisition, aha-moment rate for activation, D1/D7/D30 cohorts for retention, K-factor for referral, and ARPU or LTV for revenue.

When should I use AARRR in an interview?

Use it whenever a growth, funnel or business number is the subject: a metric dropped, a launch needs a plan, or you are asked how to grow something. It is a diagnostic, so it works best before you propose a fix, not after.

What is the most common AARRR mistake?

Jumping to "run a promo" before finding which stage is broken. The close second is optimizing acquisition when retention is the real leak, which pours new users into a bucket with a hole in it and looks like progress for about a month.

Is AARRR only asked of product managers?

No. In our interview bank, AARRR-shaped questions land overwhelmingly on marketing candidates, well ahead of customer success and product management. If you are interviewing for growth, lifecycle or performance marketing, this is your framework more than it is a PM one.

The other six frameworks

AARRR is one of seven. If the question you are preparing for does not have this shape, one of these does.