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November 20, 20256 min read
Production Case StudyShipped & Verified

Ethan Scraper Suite — Multi-Target Web Data Extraction & Research Platform

Comprehensive web scraping suite engineered for a data researcher, combining a LinkedIn profile scraper, Google Maps business extractor, and e-commerce product collector into one unified Chrome extension with shared export pipeline, session management, and configurable rate limiting.

Ethan Scraper Suite — Multi-Target Web Data Extraction & Research PlatformPreview
Ethan Scraper Suite — Multi-Target Web Data Extraction & Research Platform
5.0★ Fiverr ClientLinkedIn ScraperGoogle Maps ExtractorE-Commerce Data CollectorManifest V3 • Multi-Target
Verified Client Deliverable5.0

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

System Architecture
4 layers
1LinkedIn Profile Scraper
Sales Navigator search results paginationProfile: name, title, company, locationConnection degree detectionEmail pattern generation (first.last@company.com)
2Google Maps Business Extractor
Search results panel extractionBusiness: name, address, phone, website, hoursRating + review countCategory and place ID
3E-Commerce Product Collector
Amazon/eBay/Shopify product grid scrapingPrice + BSR + reviews per productImage URL collectionMulti-page auto-pagination
4Unified Export Pipeline
Shared CSV/JSON/Excel export engineDataset merge (join on company domain)Deduplication registry per scraperSession resume after interruption
|
Architecture & Code
┌─────────────────────────────────────────────────────────────┐
│               Chrome Extension Runtime (Manifest V3)        │
│                                                             │
│  ┌───────────────────────────┐   ┌───────────────────────┐  │
│  │ Target Website (DOM View) │   │ Extraction Control HUD│  │
│  │ • Multi-selector fallback ├──►│ • Real-time metrics   │  │
│  │ • Pagination crawler      │   │ • Shadow DOM container│  │
│  └─────────────┬─────────────┘   └───────────▲───────────┘  │
│                │ Extracted Records           │ Status Sync  │
│                ▼                             │              │
│  ┌───────────────────────────────────────────┴───────────┐  │
│  │ Background Service Worker & Storage Pipeline          │  │
│  │ • Deduplication engine (ID / URL hash tracking)       │  │
│  │ • Rate-limit governor with randomized human jitter    │  │
│  │ • Export stream formatter (CSV, JSON, Cloud API)      │  │
│  └─────────────────────────────┬─────────────────────────┘  │
└────────────────────────────────┼────────────────────────────┘
                                 ▼
               Formatted Data Output / Cloud Destination

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 MetricManual Operational BaselineAutomated Ethan Scraper Suite PipelineMeasured Impact
Cycle Latency3–15 minutes per taskSub-500ms automated execution95%+ latency reduction
Throughput Capacity20–50 transactions / day5,000+ operations / session100x scale enhancement
Error & Drop Rate8–12% human data entry error< 0.1% deterministic parser accuracy99% accuracy rate
Operating InfrastructureRecurring third-party SaaS feesZero-infrastructure client runtime100% cost reduction

Frequently Asked Questions

Q

What 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.

Q

Does 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.

Work With Pasindu Piumal

Need a Custom Extension, AI Tool, or Bot Built?

$20 / hr
Tracked or Milestone Escrow

I engineer production-ready Manifest V3 Chrome extensions, AI floating copilots (OpenAI & Gemini Pro), high-frequency transaction/sniper bots, multi-ATS form automation tools, and full-stack SaaS platforms. 175+ real-world projects shipped with 100% Upwork Job Success score.

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