
How would you A/B test a redesigned dashboard?
This tests your ability to translate a product goal into a technical plan. A good answer defines "engagement" with metrics, outlines the bucketing and instrumentation strategy, and discusses statistical significance.

What information do you need in a user story?
This tests your ability to connect engineering work to user value. A great answer covers the user persona (who), their motivation (why), and measurable success criteria (what), explaining how this context informs technical decisions.

How would you refactor an inverted test pyramid?
This tests your ability to create a pragmatic, multi-sprint strategy for tech debt. A good answer includes analyzing the suite, quarantining flaky tests, enforcing new coverage standards, and incrementally refactoring. A red flag is proposing a total rewrite.

Trunk-Based Development vs. GitFlow for High-Frequency Releases
This tests your grasp of modern CI/CD trade-offs. A great answer explains how TBD's frequent merges to main, decoupled from release by feature flags, enable velocity. Then, contrast this with GitFlow's complexity.

The Strangler Fig Pattern for Legacy System Refactoring
Tests your understanding of gradual legacy modernization and risk management. A great answer defines the pattern (new system grows over old), outlines the process (identify seams, build new, redirect traffic), and contrasts it with risky "big bang" rewrites.

Describe the stages of a CI/CD pipeline for a containerized app
This tests your practical knowledge of automated software delivery and risk management. A strong answer outlines CI, build, test, and deploy stages, including container-specific steps like image scanning and quality gates like automated testing and…

Explain the Test Pyramid and its strategic use
Tests your grasp of balanced testing trade-offs. A good answer defines the Unit, Service, and UI layers, explains the cost/speed rationale, and applies it to a feature strategy. A red flag is describing the pyramid but not its strategic 'why'.

How do you fix a team that consistently overcommits?
This tests diagnosing systemic process failures. A great answer investigates root causes like stakeholder pressure, then proposes using historical velocity, tracking actual capacity, and improving backlog refinement.

How do you break down an epic into user stories?
Tests translating business needs into incremental work. A great answer uses story mapping to define a vertical slice MVP, then creates sprint-ready stories with acceptance criteria. A red flag is just listing features without prioritizing user value.

How does a team handle strong technical disagreements?
This tests your ability to facilitate productive conflict. A great answer frames disagreement as healthy, then outlines structured techniques like timeboxing dialogue or multi-voting with reasoning.

How do you resolve team optimizations causing org-level friction?
Tests your ability to see beyond your team and facilitate org-level change. Gather data on the friction, facilitate cross-team discussions to align on shared goals, and propose structural solutions. A red flag is blaming others or only protecting your team.

How would you implement an Andon Cord for a software team?
Tests your understanding of CI, team ownership, and balancing speed with quality. Define a trigger (broken main build), an action (halt merges/deploys), and a team response (swarming to fix). Red flag: scheduling the fix or blaming an individual.

How would you identify and elevate your team's primary constraint?
This tests systems thinking over local optimization. A great answer outlines the 5 steps: identify the constraint (e.g., long queues), exploit it, subordinate other processes, elevate it, and repeat. A red flag is jumping straight to hiring or buying tools.

Objection Handling: Turning Customer 'No's into Trust
Objection handling turns customer feedback into trust, even when you say 'no.' Instead of just rejecting a feature request, you explain the 'why' behind your roadmap.

Influence Without Authority: Earn Your Influence Capital
Influence isn't rank; it's 'influence capital' you earn. Product managers use this to lead teams they don't manage by building expertise, strong relationships, and compelling data. The footgun is trying to make big asks before you've made these deposits.

Product Cannibalization: Eat Your Own Lunch
Product cannibalization means competing with yourself before someone else does. Apple famously did this with the iPhone, knowing it would kill the iPod. The footgun is accidentally shrinking your total market share instead of growing it with new offerings.

Repositioning: Changing Minds, Not Just Products
Repositioning changes how customers perceive your existing product. Netflix did this by moving from DVDs to streaming to meet new demand. Don't mistake it for rebranding—repositioning alters the core promise, not just the logo or colors.

Strategic Intent: Winning with Resourcefulness, Not Resources
Strategic Intent is a long-term goal that outstrips your current resources, forcing resourcefulness. Instead of matching resources to opportunities, you set an ambitious target like 'Beat Xerox' and rally the organization to close the gap.

The Golden Circle: Leading with Why
The Golden Circle is a framework for inspiring action by communicating from the inside out: starting with your purpose (Why), then your process (How), and finally your product (What). It's used to build loyalty by connecting on belief, not just features.

Principled Negotiation: Focus on Interests, Not Positions
Principled negotiation avoids a battle of wills by focusing on shared interests, not rigid positions. It's a method for finding mutually acceptable agreements in conflicts. Use it in business deals or team disagreements.