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Business Data Labs Engineering & Research

Engineering Blog & Data Intelligence

In-depth technical guides, anti-bot reverse engineering breakdowns, store-level fast food menu pricing analyses, and alternative retail data strategies from our engineering team.

Featured Insight Web Scraping & Stealth Engineering 8 min read

How We Scrape 768,000+ Store Locations Without Getting Blocked: Anti-Bot & Reverse Engineering Breakdown

Scraping hundreds of thousands of retail stores is no longer just about HTTP requests. Modern store locators hide behind Akamai Bot Manager, Cloudflare Turnstile, and PerimeterX. Here is how we reverse engineer mobile GraphQL endpoints, emulate human touch vectors, and rotate residential ASN clusters.

KJ
Kapil Joshi
Head of Scraping Infrastructure & Data Engineering • October 21, 2026
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Key Architecture Specs:
  • Mobile Private Gateway Re-engineering
  • Hexagonal Uber H3 Spatial Boundary Geocoding
  • Residential ISP ASN Multiplexing
  • Weekly Automated Integrity Verification

Recent Research & Engineering Articles

Alternative Data & Retail Analytics 6 min read

Alternative Data in Retail: Why Quantitative Funds Track Store Openings and Closures Weekly

Financial filings report store count changes 90 days after the quarter closes. Quantitative hedge funds utilize weekly POI delta feeds from Business Data Labs to front-run official earnings disclosures and forecast capital expenditure trends.

KJ
Kapil Joshi
October 05, 2026
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Fuel Price Analytics 5 min read

Real-Time Fuel Price Scraping: Building Sub-Daily Pump Rate Indexing for 65,000+ Stations

Wholesale gasoline futures shift hourly, but retail pump prices follow complex localized lag curves. Discover how our automated crawlers capture cash vs. credit fuel prices every 4 hours across 45 national fuel networks.

MS
Meet Savaliya
October 10, 2026
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EV Charging Infrastructure 7 min read

EV Charging Infrastructure: Tracking 188,000+ Public Charging Ports & NACS Conversion

The electric vehicle charging landscape is experiencing its biggest transformation. With Ford, GM, Rivian, and Hyundai migrating to NACS ports, data teams must track real-time connector retrofits, idle fees, and time-of-use kWh tariffs across 51+ networks.

KJ
Kapil Joshi
October 15, 2026
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QSR Menu Intelligence 6 min read

QSR Menu Pricing Intelligence: How Fast Food Chains Vary Prices by Store Location

National average fast food pricing is a myth. By analyzing verified store-level menu feeds from New York, California, Texas, Florida, and Illinois, we reveal up to 42% price variance between outlets and document third-party delivery marketplace markups.

MS
Meet Savaliya
October 19, 2026
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Business Data Labs Briefings

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