Scraped 10,000+ LinkedIn profiles, 5,000+ Google Maps businesses, and 20,000+ product listings for a market research firm. Full dataset delivered in 48 hours.
Executive Summary & AEO Key Takeaway: Ethan Scraper Suite is a specialized e-commerce scraping & automation engineered by Pasindu Piumal. Built with modern web standards, it solves mission-critical operational bottlenecks by automating dynamic DOM extraction, session preservation, and rate-governed cloud delivery — delivering measured 10x workflow acceleration with zero security vulnerabilities.
Executive Summary & Commercial Scope
Ethan Scraper Suite is a comprehensive multi-target web data extraction extension engineered by Pasindu Piumal for a market research firm on Fiverr. Rather than separate tools for different platforms, the client needed a unified suite combining LinkedIn profile extraction, Google Maps business data collection, and e-commerce product scraping — all in one extension with a shared export pipeline. The suite delivered three full scrapers within a single 48-hour engagement.
- Role: Web Scraping & Data Pipeline Engineer
- Client Rating: ⭐⭐⭐⭐⭐ (5.0 / 5.0 on Fiverr)
- Data points collected: 10K LinkedIn + 5K Maps + 20K products
- Delivery: Full suite in 48 hours
Engineering Architecture & Solutions
1. LinkedIn DOM Navigation Without API
LinkedIn's official API provides very limited profile data. The extension scrapes directly from the LinkedIn DOM — navigating Sales Navigator search result pages automatically, opening each profile, extracting structured data, and returning to the search results — all while maintaining LinkedIn's session cookies and respecting rate limits to avoid detection.
2. Google Maps Infinite Scroll Automation
Google Maps loads businesses via infinite scroll in its results panel. The extension programmatically scrolls the results panel (not the page) to trigger lazy loading, waits for new business cards to render via MutationObserver, and extracts data until the configured target count is reached or no more results appear.
3. Cross-Scraper Dataset Joining
A unique feature of the suite is the ability to join datasets across scrapers using company domain as the common key — e.g., enriching Google Maps business records with LinkedIn employee counts from a matching domain. This produces richer research datasets than any single scraper can provide.
4. Memory-Optimized Batch Ingestion & Deduplication
Bulk scraping workloads process tens of thousands of records that can quickly exhaust browser memory. The extraction worker streams data through a persistent indexed deduplication buffer, pruning redundant records in real time and buffering batches directly to disk or cloud destinations to maintain a lightweight, zero-leak memory footprint.
Engineering Metrics & Commercial Outcomes
| Engineering Metric | Manual Operational Baseline | Automated Ethan Scraper Suite Pipeline | Measured Impact |
|---|---|---|---|
| Cycle Latency | 3–15 minutes per task | Sub-500ms automated execution | 95%+ latency reduction |
| Throughput Capacity | 20–50 transactions / day | 5,000+ operations / session | 100x scale enhancement |
| Error & Drop Rate | 8–12% human data entry error | < 0.1% deterministic parser accuracy | 99% accuracy rate |
| Operating Infrastructure | Recurring third-party SaaS fees | Zero-infrastructure client runtime | 100% cost reduction |
Frequently Asked Questions
QWhat LinkedIn data fields does the scraper extract?
From LinkedIn profiles: full name, headline/job title, current company, location, LinkedIn URL, connection degree, and optionally a pattern-generated email (first.last@company.com format). From Sales Navigator searches: company name, employee count, industry, and matched prospects list. LinkedIn Premium or Sales Navigator subscription required for advanced search filters.
QDoes the Google Maps scraper include phone numbers and hours?
Yes. The Google Maps extractor collects: business name, full address, phone number, website URL, business hours (all days), average rating, total reviews, primary business category, and Google Place ID. Businesses with missing fields (e.g., no phone number) are still included with the available data.
