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

Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
T
Threat Research - Cisco Blogs
C
CERT Recently Published Vulnerability Notes
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
L
Lohrmann on Cybersecurity
D
Darknet – Hacking Tools, Hacker News & Cyber Security
K
Kaspersky official blog
C
Cybersecurity and Infrastructure Security Agency CISA
C
Cisco Blogs
V
Vulnerabilities – Threatpost
L
LINUX DO - 热门话题
G
GRAHAM CLULEY
The GitHub Blog
The GitHub Blog
NISL@THU
NISL@THU
AWS News Blog
AWS News Blog
博客园 - 【当耐特】
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
阮一峰的网络日志
阮一峰的网络日志
Cyberwarzone
Cyberwarzone
V
V2EX
Know Your Adversary
Know Your Adversary
P
Palo Alto Networks Blog
月光博客
月光博客
MongoDB | Blog
MongoDB | Blog
Scott Helme
Scott Helme
A
Arctic Wolf
美团技术团队
S
Schneier on Security
P
Proofpoint News Feed
G
Google Developers Blog
The Hacker News
The Hacker News
S
Securelist
Microsoft Security Blog
Microsoft Security Blog
Project Zero
Project Zero
T
The Exploit Database - CXSecurity.com
量子位
T
Threatpost
Spread Privacy
Spread Privacy
Help Net Security
Help Net Security
B
Blog
WordPress大学
WordPress大学
B
Blog RSS Feed
J
Java Code Geeks
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Blog — PlanetScale
Blog — PlanetScale
Simon Willison's Weblog
Simon Willison's Weblog
Y
Y Combinator Blog
Cloudbric
Cloudbric

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
Tarotas by Inithouse: How We Handle 5 Languages on One Domain Without Hreflang Disasters
Jakub · 2026-06-23 · via DEV Community

We ship products at Inithouse, a studio running a growing portfolio of tools and apps in parallel. One of them is Tarotas, a tarot card app with 78 cards and interpretations across five languages: Czech, English, Polish, Slovak, and German. All on a single domain.

When we started building the multilingual version, we had a decision to make. Subdomains, subdirectories, or separate country-code TLDs? We went with subdirectories. Here is what we learned, what broke, and what we would do differently.

The three options (and why most advice is wrong)

Every SEO guide gives you the same comparison table. Subdomains like cs.example.com, subdirectories like example.com/cs/, or country-code TLDs like example.cz. They list pros and cons and leave you to decide. The problem is that the decision depends heavily on your stack, team size, and how you deploy.

Country-code TLDs give the strongest geo-targeting signal. Google treats tarotas.cz as inherently Czech. But you end up managing multiple domains, multiple SSL certificates, multiple DNS records, and (often) multiple deployments. We actually run this setup for another product in our portfolio, Ziva Fotka, which has separate domains for Czech, Slovak, Polish, and German markets. It works, but the operational overhead is real. Every DNS change, every certificate renewal, every deployment happens N times.

Subdomains like cs.tarotas.com are a middle ground. One root domain, separate subdomains per language. Google treats subdomains as semi-independent sites, so you still get some geo-targeting benefit. But link equity splits across subdomains, and you need separate Google Search Console properties for each one.

Subdirectories like tarotas.com/cs/ keep everything under one domain. One deployment, one SSL cert, one Search Console property, one domain authority pool. The tradeoff is weaker geo-targeting signals, but for a product like Tarotas where language matters more than geography, that tradeoff made sense.

Why we picked subdirectories for Tarotas

Three reasons pushed us toward the subdirectory approach.

First, Tarotas is built on Lovable (React SPA). Adding subdomains would mean configuring wildcard DNS, handling subdomain routing at the edge, and dealing with Lovable's deployment pipeline for each subdomain separately. Subdirectories are just routes. The React router handles /cs/, /en/, /pl/ natively.

Second, we wanted all link equity in one bucket. Tarotas is an early-stage product. Splitting authority across five subdomains when we barely have any authority to begin with felt wasteful. Every backlink, every BIP post linking to tarotas.com benefits all language versions.

Third, content management. Tarotas has 78 card interpretations in each language. That is 390 pages of content. Managing that across five separate deployments (or five subdomain configurations) adds complexity we do not need at this stage.

Hreflang implementation: the parts that actually matter

Hreflang tells search engines which version of a page to show to which audience. The concept is simple. The implementation has sharp edges.

Here is what the <head> section looks like for a Tarotas card page:

<link rel="alternate" hreflang="cs" href="https://tarotas.com/cs/card/the-fool" />
<link rel="alternate" hreflang="en" href="https://tarotas.com/en/card/the-fool" />
<link rel="alternate" hreflang="pl" href="https://tarotas.com/pl/card/the-fool" />
<link rel="alternate" hreflang="sk" href="https://tarotas.com/sk/card/the-fool" />
<link rel="alternate" hreflang="de" href="https://tarotas.com/de/card/the-fool" />
<link rel="alternate" hreflang="x-default" href="https://tarotas.com/en/card/the-fool" />

Every language version of a page must reference every other language version, including itself. Miss one direction and Google might ignore the entire hreflang set for that page.

The x-default tag points to the version shown when no language match exists. We point it at the English version since that is the most universal fallback.

The canonical trap

This is where most multilingual setups break. Each language version needs its own canonical URL pointing to itself:

<!-- On /cs/card/the-fool -->
<link rel="canonical" href="https://tarotas.com/cs/card/the-fool" />

<!-- On /en/card/the-fool -->
<link rel="canonical" href="https://tarotas.com/en/card/the-fool" />

If you accidentally point all canonicals to one version (say, the English one), you are telling Google that all other language versions are duplicates. Google will de-index them. We have seen this happen. It looks like a slow traffic decline in non-default languages, and the root cause is not obvious unless you check the raw HTML.

The SPA rendering problem

Tarotas is a React SPA. Search engine crawlers do not always execute JavaScript. If your hreflang tags are injected client-side (by React Helmet, for example), Googlebot might not see them. The same applies to canonical tags, OG tags, and basically any SEO-critical meta information.

The fix is server-side rendering or pre-rendering. For Lovable-built apps, this means making sure the meta tags are present in the initial HTML response, not injected after JavaScript loads. We handle this at the routing layer, ensuring each language path returns the correct meta tags before any client-side code runs.

Common mistakes we have seen (and made)

Mixing hreflang with incorrect canonicals. If /cs/ has a canonical pointing to /en/, the hreflang on /cs/ is contradictory. Google gets confused and usually drops the hreflang.

Forgetting bidirectional references. If page A lists page B as an alternate, page B must also list page A. This is easy to mess up when you add a new language. You update the new pages but forget to update the existing ones.

Using language-only vs. language-region tags. hreflang="cs" targets Czech speakers everywhere. hreflang="cs-CZ" targets Czech speakers specifically in Czechia. For Tarotas, we use language-only tags because our Czech content works for Czech speakers in Czechia and Slovakia equally.

Not setting x-default. Without x-default, Google picks the fallback language for you. That might not be the one you want.

Duplicate content across similar languages. Czech and Slovak are close enough that Google sometimes treats Slovak pages as near-duplicates of Czech ones. Strong hreflang signals and distinct content (not machine-translated copypaste) help prevent this.

Measuring what works

After deploying the multilingual setup, we tracked indexation per language in Google Search Console. The key metrics: how many pages from each language path get indexed, and how quickly.

We also watch for the "Duplicate without user-selected canonical" issue in GSC. If that shows up on language-specific pages, it usually means the hreflang or canonical setup has a bug somewhere.

One thing we learned: do not expect instant results. Google processes hreflang signals slowly. It took several weeks before we saw correct language-specific pages appearing in search results for queries in Polish and German. The Czech and English versions indexed faster, probably because they had more external signals (backlinks from BIP posts, social sharing).

The tradeoff we would revisit

If we were starting Tarotas today with more traffic and stronger domain authority, subdomains might make more sense. The geo-targeting benefit becomes more valuable as you scale, and the operational overhead is more justified when you have the infrastructure to support it.

For early-stage products with limited resources, subdirectories win on simplicity. You can always migrate later (with proper 301 redirects and updated hreflang). Starting simple and adding complexity when the data justifies it aligns with how we build things at Inithouse.

For products where geographic targeting matters more than language (think: different pricing, different features per country), ccTLDs or subdomains are worth the overhead from day one. We learned this with Ziva Fotka, where Czech and Slovak users have genuinely different usage patterns that justify separate domains.

Checklist if you are implementing this

  1. Pick your structure based on your stack and team size, not just SEO theory
  2. Implement hreflang tags with bidirectional references for every language pair
  3. Set x-default to your universal fallback language
  4. Make sure canonical URLs are self-referencing per language (never pointing all to one version)
  5. Verify meta tags are in the initial HTML response, not only injected by JavaScript
  6. Monitor GSC indexation per language path after deployment
  7. Watch for "Duplicate without user-selected canonical" warnings
  8. Give it weeks, not days, before evaluating results

The hreflang spec is straightforward on paper. The implementation is where things get interesting. If you are running a multilingual product and something feels off with your international search traffic, check your canonicals first. That is where the bug usually lives.