Web Scraping Legality in 2025: What Developers Actually Need to Know
The hiQ Labs ruling, CFAA, GDPR, ToS enforceability, and the robots.txt signal. A developer-focused legal primer on what web scraping is and is not
Building a Job Market Intelligence Dashboard with Free ATS Data
How to build a real-time hiring dashboard that tracks roles, skills demand, and company hiring velocity using public Greenhouse, Lever, and Ashby APIs.
Scraping Reddit Comments and Full Thread Trees in 2025
Reddit's nested comment structure is complex to collect correctly. This guide covers the complete API approach for deep comment trees, deleted comments
How to Export Google Trends Data at Scale for Market Research
Exporting Google Trends for dozens or hundreds of keywords while avoiding rate limits, handling the normalization quirks
The Agentic Data Stack 2025: How to Pick the Right Scrapers for Your AI Workflow
A practical guide to building grounded AI agents with real-time scraped data. Which data sources matter for which agent types
pytrends is Dead: The Best Google Trends Alternatives in 2025
pytrends breaks constantly and its maintainer has stepped back. Here are the working alternatives for getting Google Trends data programmatically in 2025.
Job Board Scraping 2025: Which Platforms Allow It and How to Do It Right
LinkedIn blocks aggressively. Indeed requires Selenium. Naukri needs session warming. Here's the current state of job board scraping across every major
Building a RAG Pipeline on SEC EDGAR Filings: A Step-by-Step Guide
How to scrape SEC EDGAR filings, chunk them for vector search, and build a provenance-aware Q&A system that cites specific filing sections using Claude.
How to Monitor Competitor Job Postings to Predict Their Strategy
Job postings are the most honest signal of a competitor's roadmap. Learn how to track ATS boards automatically and turn hiring data into strategic
Building an Automated Naukri Job Alert System with Python
How to build a custom Naukri job monitoring system that filters by salary, location, and skills — and sends instant alerts when relevant jobs post.
Web Scraping for AI Training Data: Legal, Technical, and Quality Considerations
The complete guide to collecting web-scraped training data for AI models — what is legally permissible, which technical approaches produce quality data
Recruitment Automation: Building a Job Intelligence Pipeline with Free ATS Data
How to use public Greenhouse, Lever, and Ashby APIs to build automated job monitoring, salary benchmarking
Use Reddit Data to Train and Evaluate LLMs with Claude as the Curator
How to collect high-quality Reddit conversations with the Apify Reddit Scraper and use Claude to filter, clean
Build a Social Listening Agent for Threads with Claude
Use Apify's Threads Scraper with Claude to automate trend detection, brand monitoring, and content ideation from Meta's Threads platform.
Threads vs Twitter/X Data: A Developer Comparison for Social Listening
Twitter/X charges $100/month minimum for API access. Threads has no public API. Here's how the two compare for developers building social monitoring tools
Using Google Trends to Find Untapped SEO Opportunities in 2025
A step-by-step framework for using Google Trends data to identify rising keywords before they get competitive
Build a Custom Knowledge Base Chatbot with Claude and the RAG Crawler
Use Apify's RAG Crawler to ingest any website into a vector database, then wire Claude to answer questions against it.
Build an India Job Market Intelligence Tool with Claude and the Naukri Scraper
Use Apify's Naukri Jobs scraper with Claude to automate salary benchmarking, skills demand analysis, and hiring trend tracking for the Indian tech market.