I found a bug in Sentry's Node SDK, and it took me a while to understand why it was happening. We started noticing something weird in production: some error events had local variables attached, and others didn't. No obvious pattern at first. After digging in, I found the culprit. Sentry's local variables integration only captures variables from "in-app" frames, meaning frames that come from your own code. If an exception originates inside a node_modules dependency, those frames are marked as out-of-app, and the integration skips them entirely. The result? You'd get an exception with no local variable data, and no clear explanation why. The fix was restructuring the initialization logic to guarantee proper capture regardless of where in the call stack the exception originated, and adding tests to validate the async behavior so it doesn't regress silently. Three things I took away from this: 1. Production bugs that only appear "sometimes" are almost always a sequencing or scoping issue 2. Reading the source code of your dependencies is underrated, most devs never do it 3. Open source is the best portfolio you can build, it's code reviewers can actually read and judge If you're a NodeJS developer using Sentry, make sure your local variables integration is initialized correctly. You might be missing data and not know it. — — — I'm currently open to remote backend / full-stack roles. If you're building something with NodeJS, Go, or AWS, let's talk. #opensource #nodejs #javascript #softwareengineering #opentowork #engineer #webdev #developer #sentry
Fixing Sentry Node SDK Bug and Lessons Learned
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🚀 Just finished building FieldOps — a Field Service Management Platform A full-stack web app I built from scratch that allows businesses to manage their field technicians, assign jobs, and keep clients updated in real time. What it does: 🔐 Role-based auth — Admin, Technician, and Client each see only what they're supposed to 📋 Admin Dashboard — create jobs, assign technicians, manage all users, override job status anytime 👷 Technician Portal — view assigned jobs, update status, message clients directly 👤 Client Portal — track job progress, see real-time status updates, reply to technician messages 🔔 In-app Notifications — every important event triggers a notification for the right person automatically 💬 Messaging System — clients and technicians can communicate directly within each job Tech Stack: React.js + Tailwind CSS Node.js + Express.js MySQL JWT Authentication This project taught me a lot about designing role-based systems, thinking through real business logic, and building something that actually makes sense for end users — not just technically correct but practically useful. GitHub Repo Link: https://lnkd.in/duKm4WjN Live Link: https://lnkd.in/daSdHbNS Open to frontend and full-stack opportunities 👋 If you're hiring or know someone who is, feel free to reach out! #ReactJS #NodeJS #FullStack #WebDevelopment #JavaScript #MySQL #OpenToWork #Frontend #Backend #Programming
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Lessons from 3 Years of Building Backend Systems with Node.js (MERN) Over the past few years working with Node.js and Express, I’ve realized that building APIs is not just about CRUD — it’s about scalability, performance, and real-world problem solving. Here are a few practices I’ve applied while working on production-level applications: 🔹 Scalable API Design Designed modular and maintainable REST APIs handling structured data flow across multiple services. 🔹 Performance Optimization ✔️ Implemented pagination & lazy loading for large datasets ✔️ Reduced API response time by optimizing queries and middleware usage 🔹 Authentication & Security ✔️ JWT-based authentication ✔️ Password hashing with bcrypt ✔️ Input validation to prevent common vulnerabilities 🔹 Error Handling & Logging Created centralized error handling and logging mechanisms to improve debugging and monitoring. 🔹 Code Quality & Structure Focused on writing clean, reusable code with proper folder structure and separation of concerns. 🔹 Learning Mindset Currently exploring system design, caching strategies, and scaling Node.js applications. 🚀 Open to Full Stack / Backend opportunities where I can contribute to building impactful and scalable products. #NodeJS #MERNStack #BackendDeveloper #SoftwareEngineering #APIDesign #OpenToWork #TechCareers
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🧠 Brain of a Full Stack Developer A successful full stack developer isn’t just defined by technical expertise—but by the perfect balance between core (technical) skills and soft (interpersonal) skills. 🔹 Core Skills (Technical) From building responsive user interfaces with HTML, CSS, and JavaScript to managing backend systems, APIs, and databases (SQL/NoSQL), full stack developers bring ideas to life. They also work with version control tools like Git & GitHub, modern frameworks like React and Node.js, and excel at debugging and problem-solving. 🔹 Soft Skills (Interpersonal) Equally important are the human skills that drive collaboration and innovation—communication, creativity, adaptability, teamwork, and effective time management. 💡 The true strength of a full stack developer lies in combining logic with creativity, and code with collaboration. In today’s fast-paced tech world, mastering both sides is what sets great developers apart. 🚀 . . . . . #FullStackDeveloper #WebDevelopment #SoftwareEngineering #TechSkills #Programming #CodingLife #Developers #ReactJS #NodeJS #GitHub #ProblemSolving #CommunicationSkills #Teamwork #CareerGrowth #TechCareers
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💻 Full Stack Developer: Not Just a Role, It’s a Mindset. In today’s tech world, being a Full Stack Developer means more than knowing frontend and backend. It’s about understanding the complete picture — from user experience to server logic. 🚀 A true Full Stack Developer: 🔹 Designs intuitive user interfaces 🔹 Builds powerful backend systems 🔹 Connects everything seamlessly But here’s the real game changer 👇 💡 It’s not about mastering everything It’s about learning how to learn anything 🌱 Start with: ✔ HTML, CSS, JavaScript (Frontend basics) ✔ One backend language (Node.js / Python / Java) ✔ Databases (MySQL / MongoDB) ✔ Version control (Git & GitHub) 🔥 And most importantly: 👉 Build projects 👉 Make mistakes 👉 Improve daily Because companies don’t just hire developers… They hire problem solvers. The journey might feel overwhelming at first, but consistency turns beginners into professionals. #FullStackDeveloper #WebDevelopment #Coding #JavaScript #Backend #Frontend #TechCareers #Learning #Developer
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“We need one developer… who can replace an entire tech team.” That was the brief from a client. Not a joke. Not an exaggeration. But, an actual expectation. Because in their head, it sounded simple: → Backend in Java + Spring → Frontend in React + Angular → Real-time communication (WebRTC) → Docker deployment → Maybe a Chrome extension too All handled by one person. Most people would’ve said, “This isn’t realistic.” We didn’t. We just said, “Let’s see what actually needs to be built.” We broke everything down. Cut the unnecessary complexity. Focused only on what would move the product forward. And then we got to work. In the next 6 weeks: → Backend response time improved by 38% → Architecture scaled to handle 10K+ users → Seamless frontend built across React + Angular → WebRTC integrated without performance drops → Dockerized deployment for smoother releases Team size? Just 3 developers. No chaos. No overengineering. No missed timelines. Just clean, focused execution. And somewhere along the way, the same client who wanted “one developer to do it all” said: “This feels like we hired a full tech team.” Funny how that works. Because it’s never about how many people you hire. It’s about how clearly they think, how well they prioritize, and how seriously they take your product. Building something complex? You probably don’t need a bigger team. You need a better one! If you're serious about building it right the first time, you know what to do. #TechSolutions #ScalingUp
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🧠 The Mindset of a Modern Full Stack Engineer Being a Full Stack Developer is more than just writing code — it’s about building complete, scalable solutions that solve real-world problems. 🔹 Core Expertise (Technical) From designing dynamic frontends with React to developing robust backend systems using Node.js and PostgreSQL. It’s about crafting APIs, managing databases, ensuring security, and optimizing performance. Version control with Git and writing clean, maintainable code are part of the daily grind. 🔹 Growth Skills (Beyond Code) What makes a developer truly impactful: • Analytical thinking • Problem-solving mindset • Continuous learning • Communication & collaboration • Adaptability in fast-changing tech • Ownership & responsibility 💡 The real power lies in connecting logic with creativity — turning ideas into working products that people actually use. 🚀 Building, learning, and evolving — one project at a time. #FullStackDeveloper #SoftwareEngineering #MERNStack #BackendDevelopment #ReactJS #NodeJS #CareerGrowth #Developers
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If you are a good software engineer, answer these 35 questions, tell us in the comments. ✅ JavaScript and ReactJS (Front-End) - What is the difference between var, let, and const in JavaScript? - How does the JavaScript event loop work? - Explain closures in JavaScript with an example. - What are promises, and how do they differ from async/await? - What is the difference between shallow and deep copying in JavaScript? - Explain the difference between == and === in JavaScript. - What is the virtual DOM, and how does React use it? - Explain the purpose of React hooks. How does useEffect work? - What is the difference between controlled and uncontrolled components in React? - What is the significance of key props in React lists? ✅ NodeJS and Backend Development - What is event-driven architecture in NodeJS? - How does NodeJS handle asynchronous operations? - What are middleware functions in ExpressJS? - How does authentication work in NodeJS? Explain JWT vs. OAuth. - What are WebSockets, and when would you use them? - What is the difference between monolithic and microservices architectures? - How does NodeJS handle memory management? ✅ Databases and System Design - What is the difference between SQL and NoSQL databases? - How does indexing work in databases? - What are ACID properties in a database? - How would you scale an API to handle millions of requests per second? - Design elevator system - Design a parking lot - What is caching, and how does it improve performance? - Design a rate limiter - Design a logging system - Design a pastebin/ code sharing app ✅ DSA - Given an array, find the maximum sum of any contiguous subarray. - Find the first non-repeating character in a string. - Detect if a linked list contains a cycle. - Merge k sorted linked lists into one sorted list. - Given an array and a number k, return the max in every sliding window of size k. - Return the longest palindromic substring in a given string. - Place k cows in n stalls to maximize the minimum distance between any two cows. - Given course prerequisites, determine if all courses can be finished. #softwareengineer #FrontendDeveloper #Hiring #JobSearch #WebDevelopment #InterviewPrep #TechJobs #OpenToWork #Coding #LinkedInNetworking #CareerGrowth #jobs
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Full Stack Development Trying to become a Full Stack Developer but feeling stuck? The problem isn’t you. It’s the lack of guidance. We help you: ✔ Understand frontend + backend together ✔ Build real-world applications ✔ Learn frameworks like React & Node ✔ Prepare for developer roles From confusion → confidence → career. 📩 info@mentorforhire.com #FullStack #WebDevelopment #ReactJS #JavaScript #Coding #Developer #CareerGrowth
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The more detail-oriented you are, more better developer you become "100% true" it's the small details: • Handling edge cases • Writing clean, readable code • Proper error handling • Consistent UI spacing and responsiveness • Scalable folder structures • Performance considerations • Security awareness Anyone can make something work. But great developers make things reliable, scalable, and production-ready. Early in my journey, I focused mostly on making features run. Now, while building SaaS applications with React, Node.js, and modern architecture, I’ve realized: Attention to detail is what separates junior developers from senior developers. Senior developers don't just write code — They think about: → Users → Scalability → Maintainability → Long-term impact Small details create professional products. And professional products build trust. Average developers make things work. Great developers make things reliable and long lasting. #SoftwareEngineering #WebDevelopment #MERNStack #ReactJS #NodeJS #SaaS #Programming #Developers #CleanCode #SoftwareArchitecture #TechCareers
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A small frontend decision saved us hours of debugging. While working on a React application, we simplified our authentication flow by centralizing route protection instead of handling it across multiple components. What changed: • Introduced a single ProtectedRoute layer • Separated authentication from authorization • Removed repeated checks across components The impact: → Faster debugging → More predictable routing behavior → Easier scaling as the app grew Key takeaway: In frontend systems, structure often matters more than tools. Clean architecture reduces complexity more than adding new libraries. Tech: React, TypeScript, modern routing patterns Open to connecting with teams building scalable frontend systems. #Wellbeing #Leadership #WorkCulture #Support #MentalHealth #LifelongLearning #GrowthMindset #Innovation #SeniorSoftwareDeveloper #FrontendDeveloper #Angular #React #NodeJS #JavaScript #TypeScript #AWS #WebDevelopment #UIDeveloper #Hiring #JobSearch #OpenToWork #TechJobs #SoftwareEngineering #AI
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