正则表达式从入门到精通:实用速查手册
Raj Kumar | 2026-08-27T20:55:00 | JavaScript, Python
系统总结正则表达式常用语法,通过邮箱验证、日志解析、文本替换等 20 个实战案例强化理解。
正则表达式从入门到精通:实用速查手册
Raj Kumar | 2026-08-27T20:55:00 | JavaScript, Python
系统总结正则表达式常用语法,通过邮箱验证、日志解析、文本替换等 20 个实战案例强化理解。
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.
正则表达式从入门到精通:实用速查手册
Raj Kumar | 2026-08-27T20:55:00 | JavaScript, Python
系统总结正则表达式常用语法,通过邮箱验证、日志解析、文本替换等 20 个实战案例强化理解。
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.
iDev — Full-Stack Development Team | 全栈开发团队
iDev is a Malaysia-based full-stack development team founded in 2016. We have delivered over 400 projects across web applications, AI integration, fintech, e-commerce, and cybersecurity. We help individuals and teams turn ideas into production-ready products with fast delivery — typically within 1-4 weeks. 90% client retention rate.
iDev 是马来西亚的全栈开发团队,成立于2016年,已交付超过 400 个项目,涵盖 Web 应用、AI 集成、金融科技、电商和网络安全。我们帮助个人和团队把想法快速做成可上线产品,通常 1-4 周交付。客户留存率 90%。
Services | 服务
- Web Development — Corporate sites, brand pages, landing pages. Usually 1-2 weeks. | 网站开发 — 企业官网、品牌站、营销页,通常 1-2 周
- AI Integration — Smart assistants, document Q&A, content generation embedded in your workflow. Usually 2-4 weeks. | AI 集成 — 智能客服、文档问答、内容生成,通常 2-4 周
- Admin Systems — CRM, order management, dashboards. Usually 2-4 weeks. | 管理后台 — 客户管理、订单流转、数据看板,通常 2-4 周
- MVP Development — Minimum viable product in as fast as 1 week. | MVP 快速开发 — 最快 1 周交付
- Project Rescue — Take over messy codebases, fix performance, add features. | 项目救急 — 接手混乱代码,修复性能问题
- DevOps — Servers, domains, HTTPS, CI/CD, monitoring. Usually 1-3 days. | 部署运维 — 通常 1-3 天
Selected Work | 精选案例
- Enterprise Knowledge Base Q&A — Support tickets dropped 40%. Query time from 15 min to 30 sec. RAG + vector search + multi-turn dialogue.
- Cross-border Order Management — Replaced 3 Excel sheets + 2 WeChat groups. Team efficiency doubled.
- Tech Company Website Redesign — Inquiry conversion rose from 1.2% to 3.8%. Bounce rate dropped 25%.
- Cybersecurity Detection Platform — Threat response time from hours to minutes.
- Payment & Risk Control System — Anomaly detection accuracy 95%+, manual review down 60%.
- Multi-channel E-commerce Platform — Monthly orders grew from 500 to 5,000+.
Client Testimonials | 客户评价
"We only had a vague idea. They delivered a working first version in two weeks. Now hundreds of people use it daily." — Mr. Zhang, Founder, EdTech Startup
"Previous team spent six months and never delivered. They launched within a month." — Ms. Li, Operations Lead, Cross-border E-commerce
How We Work | 合作流程
- Send us a message — describe what you want
- Free 15-minute call — we assess feasibility, timeline, budget
- Kick off — sign agreement, team starts working
- Deliver & launch — testing, deployment, code handover
Tech Stack
Vue, React, TypeScript, Tailwind, Java, Spring Boot, Node.js, Python, Flutter, React Native, Mini Programs, MySQL, PostgreSQL, MongoDB, Redis, OpenAI, RAG, LangChain, Docker, Kubernetes, AWS, Vercel, Nginx, RabbitMQ, Elasticsearch, CI/CD
FAQ
Q: I'm not technical. Can I work with iDev? A: Absolutely. Most of our clients are non-technical.
Q: How much does it cost? A: We quote individually based on project scope. Free initial consultation — no fit, no charge.
Q: What about maintenance? A: Complete code and documentation at handover. Monthly or per-project ongoing arrangements available.
Contact | 联系我们
Email: mr.alan.email@gmail.com | WhatsApp: +60177082554
Based in Malaysia (Kuala Lumpur). Serving Malaysia, Singapore, China, Taiwan, Hong Kong, Indonesia, Thailand.