Ivy Lin
Community & Content Lead
Ivy Lin leads community engagement and content strategy at Nstdata. She works closely with developers, marketers, and data professionals to create educational resources that simplify complex proxy and data collection concepts. Her writing covers industry trends, best practices, product guides, and real-world applications of proxy technology across different industries.
All Articles
Convert Any Website to LLM-Ready Markdown via API
Learn how a website-to-Markdown API retrieves, renders, extracts, validates, and batches pages for LLM workflows. Includes Nstdata Crawl requests, batch logic, quality gates, and security controls.
Best Web Extraction Tools in 2026: Selected by Workload
Web extraction tools differ mainly in which operational layer they own. This guide compares five options for managed crawling, AI extraction, hosted jobs, custom browser interaction, and HTTP-first crawling.
Why CLIs Work So Well for AI Agents (and Where They Fail)
CLIs give agents compact commands, observable results, and replayable execution. Their advantage disappears when output is unstable or the task needs remote capability discovery, governed authentication, or visual judgment.
Claude Code for Marketing 2026: Practical Workflows and Guardrails
Claude Code is most useful to marketers when work is file-based, scoped, and reviewable. This guide covers the workspace, reusable workflows, and approval controls that make it practical.
Puppeteer vs Selenium: Automation and Crawling Compared
Puppeteer favors focused Node.js browser control, while Selenium favors broad browser and language matrices. For data extraction, the larger decision is whether to operate browsers or use managed crawling.
8 Best GitHub Repositories for Developers
The best GitHub repositories provide reproducible value, not just popularity. This list compares eight projects by purpose, maintenance risk, setup, and production fit, then shows how to use Nstdata's Crawl Python SDK.
6 Best Bright Data Alternatives for Proxies and Crawling
Bright Data alternatives should be compared according to the product layer being replaced. Nstdata ranks first because teams can migrate either raw proxy workloads or managed page and site retrieval.
FireGEO Review 2026: Build a GEO SaaS With a Replaceable Crawler
FireGEO accelerates the SaaS and GEO application foundation, but page collection should remain a replaceable adapter. This review maps the architecture and gives a controlled migration pattern for Nstdata Crawl.
6 Best AI Web Scraping Tools for Reliable Data Workflows
AI scraping products differ most in the infrastructure boundary they assume. This comparison ranks six options using the same operational fields and places Nstdata Crawl third for managed page and bounded-site workflows.
