Applying Engineering Thinking to Job Applications

📢 To everyone in the job market: You’re more than a resume. Searching for jobs is exhausting. The waiting, the rejections, the self-doubt… it can wear you down. But I want to remind you that your value is not measured by how many interviews you land. You bring experience, creativity, resilience, and a unique perspective that no job posting can fully capture. If you feel stuck in your job search, consider stepping outside the traditional apply-and-wait approach. Here are some out-of-the-box, creative ways to stand out: 🔷 Show, Don’t Just Tell  Instead of just listing skills, create something to showcase your expertise. A case study, a mock strategy, a personal website, or even a short video introduction can leave a lasting impression. Visual storytelling is powerful. 🔷 Engage, Don’t Just Apply  Comment on industry leaders’ posts, share insights on LinkedIn, or write about trends in your field. Thoughtful engagement can get you noticed before you apply. 🔷 Pitch Yourself Differently  Consider an interactive presentation, a short project proposal, or a creative storytelling approach that aligns with the company’s mission. Don’t just rely on a traditional cover letter. 🔷 Network Beyond the Obvious  Attend niche virtual meetups, contribute to industry online groups, or start your own professional roundtable discussions. Many opportunities arise from conversations, not job boards. 🔷 Reverse-Engineer Opportunities Identify companies you admire, research their challenges, and reach out with tailored ideas on how you can add value. Use design thinking and product management principles. Initiative speaks volumes, and you don’t have to wait for job postings. 🔷 Reverse Mentorship Offer to mentor someone within your target company, in an area where you have unique expertise. It builds relationships and positions you as a valuable contributor before you're even hired. 🔷 Personalized Impact Reports Instead of just a resume, create a short report outlining the impact you could have on a company based on your skills and research. Quantify your potential contributions. 🔷 Tell an Impactful Story You are not just looking for a job. You are looking for your next opportunity to create impact. Use the STAR method to tell your story about your great work and impact with a clear format about the Situation, Task, Action, and Result. Most importantly, keep going. With this intentional approach beyond what's on your resume, you're expanding your surface area of possibilities. New places, new people, an expanded network, a stronger brand about your work ethic and growth mindset... they all increase the likelihood of opportunities. And you’re more likely to find the right role where your skills, passions, and purpose align. What unique strategies have helped you stand out in your career journey? Share below and with someone in your network who is in the job market.

𝐒𝐞𝐧𝐝𝐢𝐧𝐠 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐥𝐢𝐤𝐞 𝐜𝐫𝐚𝐳𝐲 𝐛𝐮𝐭 𝐧𝐨 𝐢𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰 𝐢𝐧𝐯𝐢𝐭𝐞𝐬? 𝐘𝐨𝐮’𝐫𝐞 𝐧𝐨𝐭 𝐚𝐥𝐨𝐧𝐞. You’re doing the right thing—applying broadly—but if your inbox is crickets, try these tweaks to turn “sent” into “selected.” Optimize for ATS → Mirror keywords from the job description. → Use clear headings (“Work Experience,” “Technical Skills,” “Projects”). → Avoid images or unusual formatting—plain text wins. Target, Don’t Spray & Pray → Research 5–10 companies you really want. → Tailor your resume’s summary and bullet points to each role. → Show you understand their mission: reference a project or value they care about. Leverage Your Network → Ask connections for referrals—employee referrals get 3–5× more responses. → Engage on LinkedIn: comment thoughtfully on hiring managers’ posts. → Send a brief personalized note when you apply (“Loved your article on X…”). Show, Don’t Just Tell → Link to live demos, GitHub repos, or short videos of your work. → Quantify impact: “Reduced ETL runtime by 50%,” “Processed 1M+ records daily.” → Add a one-sentence “project spotlight” under your experience. Upskill & Showcase → Spot a repeating requirement (e.g., Airflow): complete a mini-project and blog it. → Add a “Learning” or “Certifications” section with recent badges. → Post weekly on LinkedIn about your learning journey—consistency builds authority. ✨ Quick Wins This Week: - Pick one dream company; tailor and send your resume. - Ask a colleague for a referral. - Update LinkedIn with a recent project demo. 𝐏𝐫𝐞𝐩𝐚𝐫𝐞 𝐟𝐨𝐫 𝐈𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰: https://lnkd.in/gUEVYCGy 𝐉𝐨𝐢𝐧 𝐦𝐞: https://lnkd.in/giE3e9yH #JobSearch #InterviewPrep #Networking #DataEngineering

Question: "𝗜'𝘃𝗲 𝘀𝗼𝗹𝘃𝗲𝗱 𝟰𝟬𝟬 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 𝗼𝗻 𝗟𝗲𝗲𝘁𝗖𝗼𝗱𝗲. 𝗔𝗺 𝗜 𝗿𝗲𝗮𝗱𝘆 𝗳𝗼𝗿 𝗚𝗼𝗼𝗴𝗹𝗲?" My honest answer: 𝗠𝗮𝘆𝗯𝗲 𝗻𝗼𝘁. Let me tell you a story I have seen multiple times. A candidate walks in, sharp and prepared. I give them a classic problem: "𝗙𝗶𝗻𝗱 𝘁𝗵𝗲 𝘁𝗼𝗽 𝟭𝟬 𝗺𝗼𝘀𝘁 𝗳𝗿𝗲𝗾𝘂𝗲𝗻𝘁 𝗾𝘂𝗲𝗿𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗺𝗶𝗹𝗹𝗶𝗼𝗻𝘀 𝗼𝗳 𝘀𝗲𝗮𝗿𝗰𝗵𝗲𝘀." They smile. "Top K Frequent Elements." They whiteboard a perfect O(N log K) solution using a hash map and a min-heap. A flawless competitive programming answer. Then, I change the game with one question: "𝗚𝗿𝗲𝗮𝘁. 𝗡𝗼𝘄 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮 𝗶𝘀 𝟱𝟬𝟬𝗚𝗕 𝗮𝗻𝗱 𝘄𝗼𝗻'𝘁 𝗳𝗶𝘁 𝗶𝗻 𝗺𝗲𝗺𝗼𝗿𝘆. 𝗛𝗼𝘄 𝗱𝗼 𝘆𝗼𝘂 𝘀𝗼𝗹𝘃𝗲 𝗶𝘁?" The silence that follows is the reason for my "maybe not." The candidate prepared to be a world-class Competitive Programmer—brilliant at solving self-contained puzzles. But we hire Software Engineers, who must first figure out the messy rules of reality before writing a line of code. Your competitive programming skills are your ticket to the game. But to win, you need to think like an engineer. Here's how: 1. 𝗔 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗖𝗹𝗮𝗿𝗶𝗳𝗶𝗲𝘀 𝗖𝗼𝗻𝘀𝘁𝗿𝗮𝗶𝗻𝘁𝘀 𝗙𝗶𝗿𝘀𝘁. Before thinking "hash map," they ask: "How large is the data? Does it fit in memory? What are the latency needs?" This isn't about finding clues; it's about demonstrating you build systems. 2. 𝗔 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗣𝗿𝗲𝘀𝗲𝗻𝘁𝘀 𝗧𝗿𝗮𝗱𝗲-𝗼𝗳𝗳𝘀, 𝗡𝗼𝘁 𝗢𝗻𝗲 "𝗕𝗲𝘀𝘁" 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻. They know "best" depends on the constraints. They might say, "Given the memory issue, we can't use a heap. Let's discuss an external sort. The trade-off is higher I/O, but it will work." This shows you're making deliberate engineering decisions. 3. 𝗔 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗗𝗲𝘀𝗶𝗴𝗻𝘀 𝗳𝗼𝗿 𝗙𝗮𝗶𝗹𝘂𝗿𝗲. A competitive programmer's code runs once. A software engineer's code must run reliably for years. They think about real-world failures: "We'll need to handle I/O errors from the large file" or "What's our retry strategy if a machine fails?" The number of problems you've solved proves your dedication. But showing you're a software engineer who can handle real-world constraints? That proves you're ready for Google. What helped you bridge the gap between these two mindsets? #Google #Interviewing #SoftwareEngineering #CareerGrowth #FAANG #CompetitiveProgramming #Tech

The resume was strong. The coding round went fine. Then the interviewer asked why, and everything slowed down. Because interviews aren’t just about what you built… They’re about whether you can explain, reason, decide, and think like an engineer when the pressure hits. Here’s how to prepare the right way - not just for answers, but for understanding: 1. Know the Role Clearly Understand responsibilities, required skills, and success metrics. 2. Study the Job Description Deeply Decode the real expectations behind every requirement. 3. Strengthen Core Technical Fundamentals Revisit core concepts that drive engineering decisions. 4. Choose One Primary Tech Stack Become strong in one stack before branching out. 5. Improve Structured Problem-Solving Work through problems step-by-step with clear reasoning. 6. Practice Coding Consistently Build speed, confidence, and familiarity with patterns. 7. Focus on Conceptual Understanding Know how things work, and why. 8. Build Practical Projects Show applied skills and independent thinking. 9. Explain Your Projects Confidently Discuss architecture, trade-offs, and what you’d improve. 10. Learn System Design Fundamentals Understand scalability, bottlenecks, and reliability basics. 11. Prepare Common Interview Questions Reduce cognitive load by practicing structured answers. 12. Do Mock Interviews Regularly Train under pressure before the real thing. 13. Communicate Your Thoughts Clearly Good communication shows clear thinking. 14. Prepare Behavioral Stories Use real experiences to demonstrate ownership and growth. 15. Learn From Every Rejection Refine your approach after each attempt. [Explore more in the post] The candidates who stand out aren’t the ones who memorize answers, they’re the ones who understand their choices. If you can explain why you solved something a certain way, the interview becomes a conversation, not a test.

I reviewed every senior engineer who got an offer this year. One pattern showed up in every single resume. The resumes that led to offers weren’t just lists of what they did. They showed WHY they did the work and WHAT happened because of it. Most of resumes read like this: ↳ “Led ML infrastructure improvements across multiple teams.” But the offer-winning resumes sounded more like this: ↳Brought together three independently built feature stores into a unified platform adopted by 12 teams, reducing feature engineering time by 60%.” One is a task. The other is a story: with intention, insight, and measurable impact. And as a recruiter? The second one makes me want to call you immediately. Here’s what the offer-winning resumes had in common: ↳They showed how they think, not just what they executed. ↳Their bullets followed a clear arc: problem → action → outcome. ↳They made it effortless to imagine them stepping into the role. And during interviews, that same clarity continued: ↳fast responses, thoughtful questions, real ownership of their impact. Here’s what most people miss: At the senior level, your technical skills are essential, but how you communicate them is what opens the door to interviews and offers. Turning your experience into a clear career story isn’t optional anymore. In a crowded, competitive market, it’s what makes you unforgettable. Quick test: Can someone read your resume and instantly understand the problems you solve? If not, that’s your biggest opportunity.

I’ve reviewed thousands of resumes during my career, and I’ve noticed a pattern that separates the "good" candidates from the "hired" ones. It’s the shift from Activity to Impact. Most candidates treat their experience section like a grocery list of responsibilities: - "Managed a team of 10." - "Responsible for the backend migration." - "Handled stakeholder communication." The problem? As a recruiter, these tell me what you did, but they don't tell me how well you did it or why it mattered to the business. In high-growth tech environments, we aren't looking for "doers"; we are looking for "problem solvers." The simple framework I always recommend (and used myself to transition from Engineer to Recruiter): Instead of "What I did," use: [Action Verb] + [Quantitative Result] + [Context/Method]. Instead of: "Optimized SQL queries." Try: "Reduced query latency by 30% for the main dashboard by redesigning the indexing strategy, impacting 5M+ daily active users." Why this works? 1. It shows you understand the Business Value of your work. 2. It gives the Interviewer a hook to ask deeper questions. 3. It speaks the language of Metrics—the universal language of Big Tech. If you’re applying for roles in the US or Europe, remember: Your resume isn't a history book. It's a marketing document. Focus on the delta you created, not just the hours you spent. #Recruitment #TechHiring #CareerGrowth #BigTech #EngineeringManager #JobSearchStrategy

When people ask why they weren't considered for a role, I often ask them whether they submitted a resume tailored specifically to the job in question. Unfortunately, a significant majority, about 90%, admit to using a generic template that they've employed for all their other applications. When a company is in search of talent, they seek an individual possessing the precise blend of skills, experience, and accomplishments that align with the demands of the role. Many organizations prefer to patiently wait for the right candidate, recognizing that making the wrong hire can be both detrimental and costly. Submitting templated resumes in every job application fails to address the unique requirements of each role. It results in a generic presentation of your credentials that may or may not resonate with the hiring manager. Such an approach risks including details the manager may not find relevant while overlooking crucial aspects they are eager to discover. Approach job applications with the same scrutiny you would apply when making a significant purchase. Just as you would assess the quality, utility, origin, fit, durability, and alternatives before buying something expensive, scrutinize your resume. Ensure its accuracy, alignment with the job requirements, demonstration of how your achievements address the role's challenges, elaboration on critical skills, presentation of evidence that your experience is pertinent, a compelling response to "why you," and a clear explanation of why there are no alternatives. The first and biggest blocker to successful job applications is a bad resume.

The engineering hiring process, given agentic coding, must change. For me this is about catching up with how I have always prioritized the skills needed to be successful. My focus is less on resume bullet points and coding challenges and more on how engineers think and solve. I normally start by saying "in this interview we are not going to list through every experience, and I want to have an in-depth discussion, I will interrupt you at times, is that ok?" getting that buy-in is critical to cut through interview monologues that suck time and leave you with no idea on how the candidate may work with you, or vice-versa. From there, I find a problem that we are both interested in, that has relevance to both their background and the position, this is usually the hardest part as it requires us both to find common ground, and in an interview that's hard and often not successful. I then challenge candidates to explain a solution in that problem space not just from an architectural standpoint, but with genuine empathy for the user. I actively push on their ideas, fostering collaboration to find better paths. I'm looking for strong viewpoints grounded in their real experience here, yet the flexibility to come up with novel solutions on the fly. Then I delve into edge cases to evaluate the practical trade-offs of resolving them, perfect systems are an anathema; it's always a pragmatic tradeoff in what should be built given cost and time and I am looking for that self awareness. We explore scalability, architectural implications, and how solutions can either integrate into a broader framework or be elegantly discarded later, I look here for not just a problem mindset but an ecosystem one, broader thinking around not just engineering technical intracacies but in pragmatic system thinking. The best candidates can bridge the technical with the collaborative and truly understand how and went to write code, and also when not to. These are the critical skills I've always prioritized. The ability to write code is merely in service to how we solve problems. I seek people who can navigate ambiguity, collaborate effectively, and ensure architectural integrity because engineering success today is profoundly more about human ingenuity than just machine execution.

You’re not hired yet? That’s fine. Start doing the job anyway. Write out your ideas for how the product should improve. Sketch the flows. Design the fix. Point out the bugs. Build a prototype. Show how you think. Most people apply like they’re waiting in line. The standout ones skip the line by showing up with work already done. Hiring isn’t some kind of test. It’s a search for proof. The moment you start thinking in public, you create that proof. If you want to stand out, don’t ask for a shot. Act like you’re already in. Because that’s who they’ll remember. And if they don’t? Someone else will.