
5 Things Production Taught Me That No Tutorial Ever
I've been a Full Stack Engineer for 3+ years. I've built Spring Boot microservices handling 2M+ daily requests at 99.9% uptime. I've architected fintech platforms that reduced transaction processing time by 40%. And I can tell you with confidence: almost nothing I learned in tutorials prepared me for production. Don't get me wrong — tutorials are great for learning syntax and concepts. But production is a completely different animal. It's messy, unpredictable, and humbling. Here are 5 lessons that only production taught me. I hope they save you some 2 AM debugging sessions. Your Database Will Betray You First At Cognizant, we had a Spring Boot microservice that worked perfectly in development. Clean code, solid tests, everything green. Then we deployed to production with real traffic. Response times went from 50ms to 3 seconds. The code wasn't the problem. The queries were. Here's what happened: we had a query that performed a full table scan on a table with millions of rows. In dev, w
Continue reading on Dev.to Webdev
Opens in a new tab

![[Learning notes and hw] getting started with R-cnn: Manually implementing Intersection over Union (IoU)](/_next/image?url=https%3A%2F%2Fmedia2.dev.to%2Fdynamic%2Fimage%2Fwidth%3D800%252Cheight%3D%252Cfit%3Dscale-down%252Cgravity%3Dauto%252Cformat%3Dauto%2Fhttps%253A%252F%252Fdev-to-uploads.s3.amazonaws.com%252Fuploads%252Farticles%252Favit2emoxc0g68e5ltqj.jpg&w=1200&q=75)

