Engineering Guide: Automating Technical SEO, Structured Data & B2B Data Extraction
Modern search engine visibility and B2B outbound growth rely on clean, machine-readable web architecture. Whether you are optimizing a high-converting luxury real estate portal in Dubai, scaling a multi-thousand SKU Shopify or WooCommerce catalog, or preparing documentation for Retrieval-Augmented Generation (RAG) with OpenAI and Claude, structured metadata is the foundation.
1. Why JSON-LD Structured Data Matters for Google & AI Search (GEO)
Search engines and AI answer engines (ChatGPT Search, Perplexity, Google Gemini) parse application/ld+json blocks before attempting to infer entities from unstructured DOM nodes. Adding explicit LocalBusiness, RealEstateAgent, Product, and SoftwareApplication schema markup enables rich snippets, review stars, price ranges, and direct entity attribution in AI-generated answers.
2. Preparing Web Content for LLM Context Windows & Vector Databases
A typical production webpage carries 60 KB to 250 KB of HTML markup, of which 75% consists of navigation wrappers, cookie consent modals, inline SVGs, and tracking scripts. Passing raw HTML directly to an embedding model wastes tokens and dilutes cosine similarity in vector databases. By stripping non-content DOM nodes and splitting text along semantic headings (h1, h2, h3) into ~300-word (~400-token) Markdown chunks, retrieval precision improves dramatically.
3. Need Automated Multi-Page Scraping? Explore Our 8 Cloud Actors & Browser Extensions
The 6 tools on this page run interactively in your browser for single-page checks. When your engineering or growth team needs to process hundreds or thousands of domains in the cloud with residential proxy rotation and CSV/JSON API exports, explore our live production tools on the Apify Store and Mozilla Add-ons:
B2B Email, Phone, WhatsApp & Social Scraper
Crawls company homepages, contact pages, and about pages to extract verified emails, phones, WhatsApp links, and socials.
Launch on Apify →
AI Website to Clean Markdown & RAG Chunker
Converts documentation and blogs into clean Markdown and ~300-word token-estimated RAG chunks for LLMs.
Launch on Apify →
Company Career Page, ATS & Hiring Signal Scraper
Detects 10+ ATS platforms (Greenhouse, Lever, Ashby, Workable), open job counts, and recruiting emails.
Launch on Apify →
Website Technical SEO Audit & Schema Analyzer
Audits title/description length, H1-H6 hierarchy, missing image alt attributes, OpenGraph, and JSON-LD schema.
Launch on Apify →
Shopify & WooCommerce Catalog Scrapers
Extracts full e-commerce product catalogs, variant pricing, stock availability, and merchant contact info.
Launch on Apify →
LeadSnap Pro & MetaPeek Pro Extensions
Official Manifest V3 browser add-ons for 1-click B2B contact clipping and instant on-page SEO auditing.
Install on Firefox →