Back

Gigaversity

Gigaversity.in • 4m

How We Reduced Docker Image Size by 70% Using AI-Powered Tree Shaking The Problem: Our Next.js + FastAPI Docker images ballooned to 1.2GB, severely impacting CI/CD pipelines. Traditional fixes—like multi-stage builds and the Alpine base image—only scratched the surface The Breakthrough Solution: 1️⃣ Trained a Custom CNN Model: Analyzed dependency trees to predict which layers/files were redundant. 2️⃣ Integrated Google’s SlimToolkit: Automated AI-guided layer pruning without breaking runtime dependencies. 3️⃣ Static Analysis + Runtime Validation: Ensured pruned images retained critical binaries (e.g., OpenSSL). Result: Images shrank to 400MB (70% reduction) with zero runtime errors. Why This Is a Game-Changer: Beyond Manual Optimization: Unlike typical "use Alpine" advice, AI identified hidden bloat (e.g., unused locale files, dev dependencies). Precision Over Guesswork: Manual reviews miss subtle dependencies; our CNN model flagged low-usage packages with 98% accuracy. Scalable for Microservices: Applied across 50+ services, saving 400 GB+ in registry storage and slashing deployment times. Key Takeaway: AI-driven static analysis isn’t just hype—it’s the future of DevOps. By automating optimization, we achieved results 2-3x better than manual methods, with safer, reproducible outcomes. 💡 Think your Docker images are lean? What’s the smallest you’ve achieved, and how? Let’s Discuss this below! 👇 #Gigaversity #Codesimulations #FullStackDevelopment #DevOps #Docker #FastAPI #Nextjs #BackendDevelopment #AIinTech #AIDevOps #MachineLearning #CloudComputing #SoftwareEngineering #AITools #Microservices #CICD #DeveloperLife #CodingCommunity #PythonDevelopers #JavaScript #BuildInPublic

Reply
5

More like this

Recommendations from Medial

Image Description
Image Description

Abhishek Talole

DevOps Engineer @Dre... • 9m

Hii there, This is Abhishek I am a DevOps Engineer Looking for the opportunity.I have solid background in DevOps,AWS,Docker, Kubernetes, microservices and Python,I am also familiar with Gen AI Technologies.

2 Replies
1
2

Pratik Raundale

Cloud Devops Enginee... • 2m

Weekly DevOps Learning Recap This week has been super productive! Here's what I learned and practiced: Writing Dockerfiles from scratch for Node.js applications Creating and managing docker-compose.yml files Deploying databases like MongoDB and

See More
Reply
4
Image Description

Pratik Raundale

Cloud Devops Enginee... • 3m

This Week's Learning Journey - Cloud, DevOps, Node.js & Docker. This week has been packed with hands-on learning and growth. Cloud & DevOps Gained a solid understanding of AWS services like EC2, S3, and CloudFront. Deployed my first application on

See More
1 Reply
5

Account Deleted

Hey I am on Medial • 11m

🚀 Optimizing Docker builds goes beyond just speed; it’s a game-changer for reducing deployment costs, enhancing security, and ensuring consistency! 🛠️ Every layer and dependency counts—large images can slow down deployments and inflate costs. Don't

See More
Reply
5
Image Description
Image Description

Sravya Raj

A Graduate student • 6m

We're Hiring Full Stack Developers! 🚀 Looking for devs skilled in React.js / Node.js / Django / GraphQL to build a scalable AI-powered platform with real-time collaboration & microservices. ✅ Frontend: React.js, TypeScript, Tailwind ✅ Backend: Nod

See More
3 Replies
3
Image Description

Himanshu Singh

Help you to build yo... • 9m

As a backend engineer. You should learn: - System Design (scalability, microservices) -APIs (REST, GraphQL, gRPC) -Database Systems (SQL, NoSQL) -Distributed Systems (consistency, replication) -Caching (Redis, Memcached) -Security (OAuth2, JWT

See More
1 Reply
1
4
Image Description

Abhishek Talole

DevOps Engineer @Dre... • 9m

I am now accepting freelance projects in DevOps and Generative AI domains. With hands-on experience in cutting-edge technologies, here's what I bring to the table: DevOps Expertise Proficient in Docker and Kubernetes for containerization and orches

See More
2 Replies
4

Vansh Khandelwal

Full Stack Web Devel... • 3d

Technical debt—extra rework from quick fixes—accrues interest and blocks innovation; nearly 60% of IT leaders cite it as a major barrier. Architectural observability tools like SonarQube and vFunction help teams identify, quantify and reduce debt: So

See More
Reply
3
Image Description
Image Description

Anirudh Kamath

Cloud | DevOps | AI • 2m

Just launched 🚀 LabStack, a personal project I built to let developers spin up fully isolated, cloud-based dev environments right from the browser — in under 30 seconds ⚡ It’s powered by Docker 🐳 containers running on on-demand EC2 instances, orch

See More
1 Reply
1
6
1

Download the medial app to read full posts, comements and news.