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

K
Kaspersky official blog
V
Visual Studio Blog
宝玉的分享
宝玉的分享
月光博客
月光博客
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Y
Y Combinator Blog
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
大猫的无限游戏
大猫的无限游戏
H
Help Net Security
博客园_首页
Recent Announcements
Recent Announcements
小众软件
小众软件
MongoDB | Blog
MongoDB | Blog
Attack and Defense Labs
Attack and Defense Labs
The GitHub Blog
The GitHub Blog
Google DeepMind News
Google DeepMind News
Cisco Talos Blog
Cisco Talos Blog
L
LINUX DO - 最新话题
V2EX - 技术
V2EX - 技术
Simon Willison's Weblog
Simon Willison's Weblog
P
Palo Alto Networks Blog
PCI Perspectives
PCI Perspectives
T
Troy Hunt's Blog
Hacker News: Ask HN
Hacker News: Ask HN
S
Security Affairs
量子位
The Register - Security
The Register - Security
腾讯CDC
T
The Exploit Database - CXSecurity.com
P
Privacy & Cybersecurity Law Blog
V
Vulnerabilities – Threatpost
L
LINUX DO - 热门话题
N
News and Events Feed by Topic
Cloudbric
Cloudbric
Cyberwarzone
Cyberwarzone
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Recent Commits to openclaw:main
Recent Commits to openclaw:main
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
D
Darknet – Hacking Tools, Hacker News & Cyber Security
TaoSecurity Blog
TaoSecurity Blog
Scott Helme
Scott Helme
C
Cybersecurity and Infrastructure Security Agency CISA
The Last Watchdog
The Last Watchdog
W
WeLiveSecurity
H
Hacker News: Front Page
T
Tor Project blog
C
Cyber Attacks, Cyber Crime and Cyber Security
NISL@THU
NISL@THU
Know Your Adversary
Know Your Adversary
C
CXSECURITY Database RSS Feed - CXSecurity.com

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
ALGORITHM=INSTANT on Aurora: Which ALTER TABLE Operations Are Truly Zero-Downtime
pranith m · 2026-04-25 · via DEV Community

In a high-availability Aurora MySQL environment, minimizing downtime during schema changes is paramount. Traditional ALTER TABLE operations often require table locks, blocking reads and writes for the duration of the operation. This is unacceptable for applications with stringent uptime requirements. ALGORITHM=INSTANT was introduced to address this by performing certain ALTER TABLE operations without taking a metadata lock for the entire duration. Instead, it applies the change to the table's metadata and then performs the actual data modification in a background thread, allowing concurrent DML operations. This is a critical feature for SREs managing CI/CD pipelines and ensuring smooth deployments.

Aurora MySQL 8.0.x and MySQL 8.0.x leverage an online DDL engine that supports ALGORITHM=INSTANT. For supported operations, the process involves updating the table's internal metadata structures almost instantaneously. This initial step is quick and requires only a brief metadata lock. Following this, a background thread performs the actual data modification. For operations that modify the table's structure (like adding a column), this might involve creating a new table internally and then swapping it with the old one. For others (like adding a secondary index), it's a more direct background process. Crucially, during the background phase, the table remains accessible for reads and writes, avoiding the dreaded Error 1412 (Error code: 1412, SQLSTATE: 0A000, 'Cannot alter table ... when there are active users or the table is locked').

Imagine a scenario where your e-commerce platform experiences peak traffic during Black Friday. A critical bug fix requires adding a new column to the orders table. Performing a traditional ALTER TABLE with ALGORITHM=INPLACE or ALGORITHM=COPY would likely result in a significant downtime window, potentially costing thousands in lost revenue and customer dissatisfaction. Utilizing ALGORITHM=INSTANT for compatible operations, like adding a nullable column, allows this essential fix to be deployed with zero perceived downtime to users, ensuring business continuity and maintaining customer trust.

A common mistake is assuming all ALTER TABLE operations with ALGORITHM=INSTANT are truly zero-downtime. While the metadata lock is minimal, certain operations can still cause temporary blocking if not carefully managed. For example, adding a generated column or modifying a column's default value might still have implications. Another pitfall is not verifying that INSTANT was actually used. Relying solely on the ALGORITHM=INSTANT clause in the statement is insufficient; one must confirm the operation's outcome through system tables and logs. Overlooking table size and complexity can also lead to unexpected behavior, as INSTANT operations might still take time to complete in the background.

To maximize the benefits of ALGORITHM=INSTANT, ensure your Aurora MySQL versions are at least 8.0.12 or higher. Monitor information_schema.innodb_tables for instant_cols count, which indicates the number of columns added or modified using INSTANT DDL. For tables experiencing frequent INSTANT operations, consider the innodb_instant_alter_column_threshold parameter, which defaults to 1024 (bytes) and dictates when INSTANT is not used for column adds/drops due to potential row format implications. Setting this to 0 can force INSTANT for all column operations, but test thoroughly. Aurora's aurora_alter_table_wait_for_commit parameter (default 0) can also influence behavior during concurrent transactions.

`

Tip
Always verify that
ALGORITHM=INSTANTwas successful by checking theSHOW CREATE TABLEoutput before and after the operation, and by monitoringinformation_schema.innodb_tablesfor changes in theinstant_colscolumn, especially for column-related DDL.

`

mysql> SET SESSION transaction_isolation = REPEATABLE READ;
Query OK, 0 rows affected (0.00 sec)

mysql> BEGIN;
Query OK, 0 rows affected (0.00 sec)

mysql> SELECT id FROM users WHERE id = 1 FOR UPDATE;
+----+ 
| id | 
+----+ 
|  1 | 
+----+ 
1 row in set (0.00 sec)

Enter fullscreen mode Exit fullscreen mode

-- Now, in Session 2 (shown in code2), we'll run ALTER TABLE INSTANT. This session should NOT error out.

Warning
While `ALGORITHM=INSTANT` is powerful, it's not a silver bullet. If a table has a very large number of existing `INSTANT` columns (approaching internal limits), or if the `ALTER TABLE` operation requires significant data rewriting, the background phase can still consume substantial I/O and CPU resources, potentially impacting overall system performance. It's crucial to test these operations on staging environments that mirror production load.
mysql> ALTER TABLE users ADD COLUMN last_login DATETIME NULL DEFAULT NULL ALGORITHM=INSTANT, LOCK=NONE;
Query OK, 0 rows affected (0.15 sec)
Records: 0  Duplicates: 0  Warnings: 0

-- Session 1 can now COMMIT or ROLLBACK without error. 
-- If we had tried this with ALGORITHM=INPLACE or COPY, Session 1 would likely error out with 1412 or similar.

mysql> COMMIT;
Query OK, 0 rows affected (0.01 sec)

Enter fullscreen mode Exit fullscreen mode