Deja Okonkwo

Semantic extraction makes web scraping resilient to layout changes.

JSON-LD markup cuts extraction costs by skipping rendering and LLM parsing.

A tool to extract live brand data from company websites as structured JSON.

Schema quality determines extraction accuracy, not JSON validity.

Detect throttling from response signals before hard blocks arrive.

Webhooks cut request waste by 98% compared to polling for async scraping jobs.

Agents need sub-second data access at every hop or their decisions become obsolete.

Web data APIs fail silently in ways generic error handling can't catch.

Evading modern anti-bot detection requires mastering six independent layers, not just proxies.

Managed APIs exist because beating billion-dollar defenses alone became technically impossible.

Crawl maps unknown terrain; fetch retrieves known pages.

LLMs need clean data from day one, or noise compounds across nine pipeline layers.