Soren Marlowe

Managed APIs beat DIY bypasses for startups, but success depends on target-specific testing.

Webhooks trigger scraping only when pages change, cutting wasted work on static content.

Hidden costs in credit multipliers and retry rates determine true scraping API expenses at scale.

Managed APIs coordinate network identity, TLS fingerprinting, and behavior as one session.

How to vet public MCP servers for security, cost, and reliability.

The July 2026 spec made stateless deployment simpler; here's how to use it.

AI and voice search now share the same optimization work.

Retrieval eligibility, not ranking position, determines whether AI systems cite your content.

Structure sections with direct answers to get cited by AI engines.

Schema markup helps AI systems confidently identify and cite your content.

Design your MCP server to handle retrieval and representation separately.

Learn how to structure tools and resources to build web-data servers that work with any AI client.

Discover which scraping technique works for each JavaScript rendering pattern.

Reliable data extraction at scale keeps AI agents from breaking when web fetches fail.

Extract names, dates, and dollar amounts from messy web text with spaCy's entity recognizer.

Skipping duplicates early saves bandwidth, storage, and training quality across the entire pipeline.