Component Selection Tradeoffs When Engineering a Large-Scale Web Scraping Pipeline
Reconcile rendering, proxies, parsing, and orchestration to balance speed, cost, and reliability.
Priya Nandakumar
Crawl Engineer
ETL Handoff Patterns Between Crawlers and Warehouse Ingestion Layers
Four handoff patterns determine where web crawlers normalize data before it reaches AI consumers.
Priya Nandakumar
Scraping API Pricing Models Compared Across Providers
Cost per successful result matters more than headline rates when comparing scraping APIs.
Tomasz Wierzbicki
Total Cost of Ownership for Self-Hosted Web Scraping Infrastructure
Maintenance and proxies dwarf initial build costs in self-hosted scraping over time.
Priya Nandakumar
Deduplication and Normalization of Extracted Web Records
Clean records unlock accurate retrieval and agent decisions before the model runs.
Tomasz Wierzbicki
AI-Assisted Extraction for Inconsistent Page Layouts
Semantic extraction makes web scraping resilient to layout changes.
Deja Okonkwo
JSON-LD and Structured Markup Extraction From Web Pages
JSON-LD markup cuts extraction costs by skipping rendering and LLM parsing.
Deja Okonkwo
Handling Schema Drift in Long-Running Extraction Pipelines
Design for change rather than hoping schema drift won't happen to your extraction pipeline.
Caleb Schreiber
Evaluating Web Scraping APIs on JavaScript Rendering Fidelity and DOM Completeness
Rendering alone doesn't separate scraping APIs; fidelity and completeness do.
Tomasz Wierzbicki
Extracting Structured Brand Data From Company Websites
A tool to extract live brand data from company websites as structured JSON.
Deja Okonkwo
CSS Selector vs XPath vs AI Extraction for Structured Data
Each approach trades upfront cost against long-term maintenance burden.
Tomasz Wierzbicki
Handling Pagination and Infinite Scroll in Extraction Pipelines
How pagination silently breaks AI pipelines and five patterns to fix it.
Caleb Schreiber