惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
AWS News Blog
AWS News Blog
V
Vulnerabilities – Threatpost
D
Darknet – Hacking Tools, Hacker News & Cyber Security
量子位
博客园 - 叶小钗
AI
AI
T
Tor Project blog
Forbes - Security
Forbes - Security
W
WeLiveSecurity
博客园_首页
爱范儿
爱范儿
J
Java Code Geeks
B
Blog
G
GRAHAM CLULEY
aimingoo的专栏
aimingoo的专栏
Cloudbric
Cloudbric
C
CXSECURITY Database RSS Feed - CXSecurity.com
TaoSecurity Blog
TaoSecurity Blog
L
LINUX DO - 热门话题
阮一峰的网络日志
阮一峰的网络日志
有赞技术团队
有赞技术团队
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Simon Willison's Weblog
Simon Willison's Weblog
云风的 BLOG
云风的 BLOG
Google DeepMind News
Google DeepMind News
H
Help Net Security
博客园 - 三生石上(FineUI控件)
C
Cisco Blogs
C
Cybersecurity and Infrastructure Security Agency CISA
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
P
Palo Alto Networks Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Recent Commits to openclaw:main
Recent Commits to openclaw:main
博客园 - 司徒正美
The Last Watchdog
The Last Watchdog
Blog — PlanetScale
Blog — PlanetScale
T
The Blog of Author Tim Ferriss
S
Secure Thoughts
Spread Privacy
Spread Privacy
F
Fortinet All Blogs
月光博客
月光博客
大猫的无限游戏
大猫的无限游戏
S
SegmentFault 最新的问题
H
Hackread – Cybersecurity News, Data Breaches, AI and More
A
About on SuperTechFans
Security Latest
Security Latest
Webroot Blog
Webroot Blog
Scott Helme
Scott Helme
Hugging Face - Blog
Hugging Face - Blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Why Most IT Modernization Projects Fail
Lavkesh Dwivedi · 2026-06-20 · via DEV Community

Originally published on lavkesh.com


Every major company claims they're modernizing with new cloud strategies, microservices, and DevOps. But most projects get stuck or blow up. The difference between success and failure usually isn't technology - it's strategy.

Most efforts fail because teams get excited about new technology and want to modernize everything. But your business doesn't care about microservices. It cares about faster delivery, lower costs, better reliability, and adapting to market changes. Every modernization decision should ladder up to a business outcome.

Define what success looks before touching infrastructure. Does faster development matter more than cost reduction? Is reliability critical or can you tolerate outages? These answers vary by company. A financial institution and a startup have different priorities.

You can't modernize what you don't understand. Spend real time analyzing existing systems, not just creating glossy spreadsheets. What systems matter? Which are barely used? What's creating pain? Where's technical debt concentrated?

When we finally stopped staring at spreadsheets and started pulling telemetry from production, the picture changed dramatically. In a 2023 telecom project we wired Dynatrace and OpenTelemetry across 300 services, then fed the data into a ServiceNow dependency map. The map showed that 40 % of traffic still hit a legacy monolith that no one mentioned in design reviews. By isolating the top‑10 high‑volume APIs and refactoring only those, we cut the migration timeline from 18 months to 9 months and avoided a $4 M rework bill that would have surfaced later.

This isn't optional work. A company might think upgrading their database is the priority, but digging deeper reveals their real problem is poor deployment practices or inadequate monitoring. Fixing the wrong problem wastes years and millions.

Create an honest roadmap that acknowledges constraints like budget limits, team capacity, skills gaps, and dependencies. This roadmap becomes your single source of truth for decisions.

Technology modernization is a people problem. You can bring in the latest DevOps tools, but if teams still work in silos, you're just automating dysfunction. Cross-functional teams that own services end‑to‑end work better than teams split by function.

In a fintech that tried to centralize CI/CD with a legacy Jenkins farm, developers kept pushing code directly to production because the pipeline was too slow. Switching to a GitOps model with ArgoCD forced a single source of truth, but it also required three months of on‑call rotation training and a dedicated SRE sprint to rewrite alerting in Prometheus. The payoff was a 70 % reduction in mean time to recovery, but we paid the price in upfront staffing and a temporary dip in deployment velocity.

Training matters. Your ops team doesn't automatically know how to run Kubernetes. Your developers don't understand cloud billing. A serious modernization includes serious training investments, which shows up as one of the biggest cost components.

Cloud isn't automatic. Migrating to cloud without changing how you structure or deploy is called a 'lift and shift.' It saves some costs, but you don't get agility or scalability benefits. Real cloud benefits come from designing for cloud.

Security and compliance can't wait. Add them from day one. What compliance requirements do you have? What data protection does your system need? These constraints shape architecture decisions early.

Measure what matters. Define metrics upfront: deployment frequency, incident response time, time to market for new features, infrastructure costs. Track how they improve to prove modernization is working.

Expect disruption and plan for it. Modernization disrupts normal work. Teams are split between keeping lights on and building new systems. Budget for it and add team capacity.