Diagnose a drop in DAU

Last updated: January 11, 2026

Quick Overview

The activation rate dropped by 15% this week. Walk through your investigation process.

Grafana Labs
Product / Decision Making
Data Scientist
Grafana Labs
January 11, 2026
Data Scientist
Technical Screen
Product / Decision Making
Easy

0

6

156 solved


The activation rate dropped by 15% this week. Walk through your investigation process.

Product questions at Grafana Labs test your ability to think like a product leader. This Technical Screen question evaluates how you balance user needs, business goals, and technical constraints when making product decisions.

What the Interviewer Expects
  • Identify the target user and their core problem
  • Propose reasonable solutions with basic prioritization
  • Define 2-3 key success metrics
  • Consider basic trade-offs and risks
Key Topics to Cover
Platform and network effects
Prioritization frameworks (RICE, ICE)
Product strategy and vision
Growth loops and retention
Go-to-market strategy
How to Approach This
  1. Start with the user. Who are they, what problem do they have, and what is their current workaround?
  2. Use a prioritization framework: impact vs effort, RICE scoring, or ICE scoring.
  3. Define success metrics using the AARRR framework: Acquisition, Activation, Retention, Revenue, Referral.
  4. Consider second-order effects. A feature might boost short-term engagement but hurt long-term retention.
Possible Follow-up Questions
  • How would you decide to kill this feature if it's not working?
  • What competitive response would you expect and how would you prepare?
  • How would you handle pushback from engineering on feasibility?
  • How would you validate this idea before committing engineering resources?
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Sample Answer
Problem Framing

To scope the problem of the recent 15% drop in daily active users (DAU) for Grafana Labs, we must first analyze potential causes. This involves looking at changes in user behavior, product features, a...

User & Market Context

The primary users of Grafana are developers, data analysts, and IT operations teams who rely on real-time data visualization and monitoring. For these users, key factors include performance, ease of i...


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