Top Interview Questions for Global Tech Companies

2025 Tech Interview Landscape: What’s Really Changed?

2025 has redefined the playbook for interviews at Google, Amazon, Meta and other tech giants. The core categories — coding, system/product design, and behavioral rounds — are still present, but the focus has shifted to deeper AI/ML reasoning, real-world production questions, and ethical thinking.

Key trends for 2025:

• AI/ML production skills and pipelines are now standard in technical interviews.
• Interviewers increasingly probe metrics, impact, and product trade-offs — not just code.
• Ethics, safety, and bias mitigation are hot behavioral topics, especially for roles touching LLMs or recommendations.
• Amazon is doubling down on Leadership Principles, while Google and Meta want evidence of collaboration, product sense, and ownership.

Prepare for high-throughput, metrics-rich, and scenario-based questions that go beyond textbook answers and reveal your real-world problem-solving mindset. Instant, actionable feedback from Huru.ai is your edge.

Inside the 2025 Interview: What Google, Amazon, and Meta Actually Ask

Here’s a breakdown of the representative interview questions and themes you can expect, directly reflecting the latest 2025 reports and candidate experiences:

• Google:
  • Design Google Search, or semantic search at YouTube scale
  • Classic algorithm problems (trees, graphs, dynamic programming)
  • ML/AI ethics: “How do you mitigate bias in ranking?”
• Amazon:
  • “Tell me about a time you made short-term sacrifices for long-term gains” (Leadership Principles)
  • Design a scalable order fulfillment system – measure trade-offs
  • Operational robustness in code; explain your debugging process
• Meta:
  • “Design Instagram Stories infrastructure” or “How would you scale Messenger?”
  • High-throughput coding: two LeetCode-hard problems in 40 minutes
  • Behavioral: How did you drive impact across teams?

For a deeper dive into soft skills, check out our guide to Behavioral Interview Questions For IT Professionals.

💡 Key Takeaway

In 2025, success in Google, Amazon, and Meta interviews means demonstrating not just technical mastery, but also an ability to reason through AI/ML production, ethical dilemmas, product impact, and real-world trade-offs — all under time pressure.

The 2025 Interview Formula: Coding, System Design, and AI/ML Ops

Coding questions remain the heart of every interview, but there’s a sharper focus on medium-to-hard algorithms (trees, graphs, DP, hashing) and real-time reasoning. Meta is fast-paced; Google prefers interactive problem-solving; Amazon checks for correctness and robustness.

System Design is non-negotiable. Expect prompts like “Design a URL shortener” or “Scale Instagram Stories,” but with added questions about metrics, observability, and failover strategies.

AI/ML Ops now features heavily: Questions about deploying ML models, detecting drift, A/B testing, bias mitigation, and integrating feature stores into real-time systems are standard.

Practice each category using Huru’s unlimited mock interview platform for customized, actionable feedback.

Behavioral & Leadership: Tech Giants Want to See the Whole You

In 2025, behavioral interviews are more than “culture fit.” Amazon’s Leadership Principles now underpin almost every technical question. Google and Meta want clear evidence you can collaborate, resolve ambiguity, and drive product outcomes.

Typical behavioral prompts include:

• “Tell me about a time you disagreed with a teammate. How did you resolve it?”
• “Describe a product decision that involved risk—what metrics did you use to guide your approach?”
• “How do you ensure unbiased recommendations from your model?”
• “When have you demonstrated ownership beyond your job description?”

Structure your responses with the STAR method (Situation, Task, Action, Result) and align stories to the company’s values. For Amazon, map every answer to a Leadership Principle.

Want more leadership tips? Explore Technical Program Manager Interview Questions Lead With Confidence for advanced behavioral guidance.

💡 Key Takeaway

Behavioral excellence is non-negotiable. Practice using real scenarios from your experience, and apply Huru’s instant AI feedback to refine your delivery and impact.

How to Master 2025’s Tech Interviews: The Essential Prep Plan

Here’s how to approach your interview prep strategically for 2025’s unique demands:

1. Balance Coding and System Design: Dedicate equal focus to both coding rounds and end-to-end system/product design. Use Huru’s unlimited practice to simulate real interview pace.
2. AI/ML Operations Readiness: Practice deploying, monitoring, and debugging ML models. Prepare to discuss tradeoffs (latency vs. accuracy), drift detection, and reliability.
3. Behavioral Storytelling: Build a personal story bank for Amazon Principles, Meta’s impact focus, and Google’s “Googleyness.” Use Huru’s AI feedback to sharpen your delivery.
4. Metrics, Product Thinking, and Ethics: Apply concrete metrics and ethically sound reasoning to every answer, technical or behavioral.
5. Simulate Stress & Ambiguity: Practice under realistic time pressure and ambiguous prompts — Huru’s platform lets you do this on demand!

For more industry-specific interview resources, see Healthcare IT Interview Questions Merge Technology And Patient Care and Penetration Tester Interview Questions Find Vulnerabilities Before Theyre Exploited.

Video: 2025’s Brutally Honest Guide to Big Tech Interviews

💡 Key Takeaway

2025 interviews test your ability to blend technical skill, product mindset, AI/ML depth, and leadership — start practicing today to stand out in the most competitive job market yet!

About the Author

Elias Oconnor is a content writer at Huru.ai, specializing in interview strategy and career tech. He’s passionate about empowering job seekers with actionable tools and insights to conquer their next big opportunity.