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Pramod Kumar

Backend Engineer focused on Java, Spring Boot, and Microservices performance, scalability, and production architecture. Writing about real-world backend.

Location Bengaluru, India Joined Joined on 
Your SaaS Won’t Survive 100 Users — Here’s How to Fix It Before It Breaks
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Your SaaS Won’t Survive 100 Users — Here’s How to Fix It Before It Breaks

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Spring Boot Backend Mastery Playbook 2026
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Spring Boot Backend Mastery Playbook 2026

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I Stopped Coding for 30 Days. What Happened to My Brain Was Terrifying.
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I Stopped Coding for 30 Days. What Happened to My Brain Was Terrifying.

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Most Developers Fail Spring Boot Interviews for This Reason
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Most Developers Fail Spring Boot Interviews for This Reason

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Vibe Coding Is Over. Speed Was Never the Problem
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Vibe Coding Is Over. Speed Was Never the Problem

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Everyone Blames AI for Oracle Layoffs… But Here’s What Most People Are Missing
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Everyone Blames AI for Oracle Layoffs… But Here’s What Most People Are Missing

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🚀 I Replaced RestTemplate with RestClient — Here’s What Actually Changed
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🚀 I Replaced RestTemplate with RestClient — Here’s What Actually Changed

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I Added a Second API Gateway… and My System Still Failed (Here’s the Real Fix)
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I Added a Second API Gateway… and My System Still Failed (Here’s the Real Fix)

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Why Senior Engineers Are Quietly Moving Away from Microservices (And Back to Monoliths)
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Why Senior Engineers Are Quietly Moving Away from Microservices (And Back to Monoliths)

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2 min read
Why JSON Breaks in AI Pipelines — and the TOON Format I Built to Fix It
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Why JSON Breaks in AI Pipelines — and the TOON Format I Built to Fix It

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This One Spring Boot Change Made My API 10 Faster (It Wasn’t Caching)
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This One Spring Boot Change Made My API 10 Faster (It Wasn’t Caching)

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🚀 Building Production-Ready AI Systems with Spring Boot 4 + JDK 21 (Part 2)
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🚀 Building Production-Ready AI Systems with Spring Boot 4 + JDK 21 (Part 2)

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Java 26 Released 🚀: What’s New, What Matters & Why It’s Faster Than Ever
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Java 26 Released 🚀: What’s New, What Matters & Why It’s Faster Than Ever

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7 Java Stream Mistakes That Quietly Hurt Your Production Code ⚠️
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7 Java Stream Mistakes That Quietly Hurt Your Production Code ⚠️

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2 min read
Stop Using map() for Nested Collections In Java — Use flatMap() Instead
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Stop Using map() for Nested Collections In Java — Use flatMap() Instead

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Spring Boot 4.x — A Big Step Forward for Java Developers

Spring Boot 4.x — A Big Step Forward for Java Developers

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🚫 Stop Creating ObjectMapper Instances in Spring Boot — Let Spring Manage It
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🚫 Stop Creating ObjectMapper Instances in Spring Boot — Let Spring Manage It

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🚨 Why Your Spring Boot API Takes 3 Seconds to Respond (And How We Reduced It to 200 ms)
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🚨 Why Your Spring Boot API Takes 3 Seconds to Respond (And How We Reduced It to 200 ms)

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Hey

Hey

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