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About me

As an experienced technology leader in Google (Google Cloud, GCS AI\Ml) with over 16 years of industry expertise, I have an excellent track record of building, architecting, and delivering highly reliable and scalable software systems. I have managed technology teams of 30+ employees, including managing other managers. Presently working in capacity of India site lead for Managed Compute Runtime org and own the charter of Amazon's HEX (Hosted Execution) team, a deep-tech platform that helps developers build, manage, and monitor tier-1, multi-region containerized web services. HEX hosts over 5,000 containerized services (including 300+ tier-1 services) across various domains like Retail, Alexa, Transportation, and Rufus, supporting peak traffic of 622k+ transactions per second and saving over 1,000 years of undifferentiated efforts for developers across Amazon. In my managerial experience, I have handled multiple promotions, low performers and role conversions. Have taken 100+ interviews in 8 years at Amazon. Prior to Amazon, I have held roles as a developer, senior developer, and at organizations like Persistent Systems, Cisco, and Symantec (now Broadcom). I have experience in Docker Containers and Distributed Systems. Also have worked with wide range of technology stacks, including Amazon Web Services (AWS) services like Cognito, Step Functions, OpenSearch, EC2, SQS, and ECS Fargate, as well as Microsoft technologies such as C#, .NET, WPF, and WCF. I have also developed solutions in multiple programming languages, including Java, Python, Scala, C#, Tcl, and Perl. Additionally, I have had the opportunity to explore ML, and NLP.

Frequently asked questions

What is a system design interview?

A system design interview evaluates your ability to architect large-scale, distributed systems from an open-ended problem statement, such as designing a URL shortener, a chat app, or a food delivery platform. Instead of one right answer, interviewers assess how you gather requirements, estimate scale, choose components like databases, caches, queues, and load balancers, and justify trade-offs. It is a core round for senior engineer and engineering manager roles at MAANG companies.

How to prepare for an engineering manager interview?

Strong engineering manager interview preparation usually covers four pillars: system design, people management and behavioural scenarios (conflicts, underperformance, promotions), coding at a lighter depth than SDE rounds, and execution or strategy questions about delivering projects. Build a story bank from your own experience using the STAR format, revise core fundamentals, and validate your readiness through 1:1 mock interviews with someone who has sat on the other side of the table.

How to crack an engineering manager interview at Google?

The engineering manager interview at Google typically tests coding, system design (both product and infrastructure), and behavioural rounds focused on leadership and culture fit. To crack it, demonstrate both technical depth and people leadership: quantify your impact, show how you scaled systems and teams, and practise structuring ambiguous design problems out loud. Since hiring committees review detailed written feedback from every round, clear communication matters as much as the final solution.

What are engineering manager interviews like?

They differ from senior engineer interviews in that technical rounds are balanced against heavy leadership evaluation. Expect system design rounds where you are expected to drive the discussion, behavioural scenarios on handling low performers, team conflicts, and cross-team trade-offs, plus a lighter coding round. Interviewers want a manager who can still go deep technically while building and scaling teams, so answers showing ownership and judgment stand out.

What does the engineering manager interview process look like at top tech companies?

Most MAANG-style loops follow a similar engineering manager interview process: a recruiter screen, a hiring manager conversation, one or two coding rounds, one or two system design rounds (often split into product and infrastructure design for senior or staff EM roles), and a leadership and behavioural round. Some companies add a team-matching step after the loop. Timelines range from two weeks to over a month, so plan your notice period and preparation accordingly.

What are common engineering manager interview questions and answers?

FAANG interview questions for EM roles generally fall into four buckets: behavioural ("Tell me about a time you managed an underperformer"), system design ("Design a rate limiter or a scalable notification system"), medium-level coding, and strategy questions ("How would you reduce production incidents?"). Rather than memorising scripted answers, prepare 8–10 reusable STAR stories and a repeatable design framework, then adapt them to different variations of the question.

How to prepare for a system design interview?

Start with fundamentals such as scalability, latency vs throughput, CAP theorem, caching, sharding, and load balancing, then study standard problems like the URL shortener, rate limiter, chat system, and notification service. Practise 10–15 problems end-to-end with a timer while drawing diagrams and speaking your reasoning aloud, because communication is scored as heavily as the solution itself.

How to approach a system design interview?

Use a clear structure in the first few minutes: clarify functional and non-functional requirements, estimate scale (QPS, storage, bandwidth), sketch the high-level design, and then deep-dive into two or three components such as the data model, caching layer, or queueing system. Conclude with trade-offs, bottlenecks, and how the design would fail and recover. Interviewers reward candidates who treat the round as a collaborative design discussion rather than a monologue.

What are the most common system design interview questions?

Frequently asked problems include designing a URL shortener, a WhatsApp-style chat, a Twitter or Instagram feed, a YouTube-scale video platform, an Uber-style ride matching system, and a rate limiter. India-flavoured variants based on products like BookMyShow, Flipkart, or Swiggy/Zomato also come up often in interviews at Indian offices, so practise mapping the same frameworks to these problems.

Which is the best system design interview book?

There is no single perfect system design interview book, but the two-volume System Design Interview series by Alex Xu is the most widely recommended starting point, especially volume 2 for senior candidates. Complement it with Designing Data-Intensive Applications for depth on distributed systems, and with engineering blogs from large product companies for real-world architecture patterns.

What is Grokking the System Design Interview?

Grokking the System Design Interview is a popular online course that teaches a step-by-step framework for design rounds using curated problems like the URL shortener, WhatsApp, and Twitter feed. It is useful for building a repeatable structure quickly, though most hiring bars now expect deeper trade-off analysis, data modelling, and scale estimation than the course's template answers, so pair it with live practice under time pressure.

How long does FAANG interview preparation take?

For working professionals, structured FAANG interview preparation typically takes three to six months: four to eight weeks for a coding refresher, four to six weeks for system design, and continuous behavioural storytelling practice in parallel. Engineering manager candidates often need extra time on leadership rounds because their examples must show business impact, not just execution. Starting about six months before your target interview window keeps the schedule sustainable alongside a full-time job.

Do mock interviews really help in clearing system design and EM rounds?

Yes, because most candidates fail these rounds not on knowledge but on unstructured thinking and weak communication, which only realistic rehearsal exposes. A good mock interview replicates the pressure of an actual loop, surfaces blind spots such as missing scale estimates or rambling STAR stories, and gives specific feedback you can fix before the real attempt. Practising with interviewers who have actually hired at Google, Uber, or Amazon makes the feedback far more calibrated, and one structured mock every one or two weeks in the final two months is an effective cadence.

How do I get a referral for engineering manager roles at Google or Uber?

Referrals work best when your CV already matches the role's bar, so first get your resume evaluated against the job description and quantify impact, scale, and team size. Then reach out to employees through LinkedIn with the specific role ID, a short context note, and your updated CV attached. Keep in mind that a referral mainly helps you get shortlisted; the offer still depends on clearing the full interview loop.