#compliance

A practical decision guide for collecting posts and profiles in 2026: official APIs, third-party data providers, and cautious scraping approaches. Includes constraints, tradeoffs, and an architecture that won’t crumble.

A practical guide to minimum advertised price monitoring: what data brands should collect, which tools help, and how scraping fits into a modern MAP enforcement workflow.

A practical 2026 web scraping legality checklist: law vs ToS, robots.txt, authentication, personal data, rate limits, and how to reduce risk. Not legal advice—actionable guidance for builders.

A practical guide to robots.txt for scraping: what it is, how crawlers interpret it, what it means legally/ethically, and how to build respectful scrapers (user-agent, crawl-delay, allow/disallow, sitemaps).

A founder-focused, plain-English guide to scraping legality in 2026: contracts vs copyright, ToS and robots, public vs private data, PII, rate limits, and how to reduce risk in the US and EU.

Scraping email addresses is easy to do badly. This guide covers the ethical/legal boundaries, practical extraction patterns (mailto, obfuscation, contact pages), and safer alternatives to bulk harvesting.

Airbnb is a high-friction target. Here’s what data is realistic to collect in 2026, what gets blocked, safer alternatives, and how to design a risk-aware pipeline.

A decision framework for choosing between scraping and APIs—by cost, reliability, time-to-data, and real failure modes (with practical mitigation patterns).