Web Scraping & Data Extraction Services
ClickMasters builds web scraping and data extraction systems for B2B companies across the USA, Europe, Canada, and Australia. Competitor price monitoring that updates your pricing dashboard daily. Lead data extraction that builds targeted prospect lists from business directories. Product catalogue extraction from supplier websites to your ERP. Market intelligence scraping from news sites, job boards, and public filings. Python-based crawlers using Playwright and Scrapy, with proxy rotation and anti-detection measures where legally appropriate.

Years Experience
Projects Delivered
Client Satisfaction
Support Available
Legal and Ethical Boundaries of Web Scraping
Web scraping is legal when: scraping publicly available data (no login required), the data does not include personal information protected by GDPR/CCPA without appropriate basis, and the scraping does not violate the target site's Terms of Service in a way that creates legal risk for your organisation. ClickMasters only builds scrapers for publicly accessible, non-login-required data, and advises clients on ToS compliance before building. ClickMasters will not build scrapers that: bypass authentication or paywalls, scrape personal data without a lawful basis, or intentionally circumvent security measures in violation of the Computer Fraud and Abuse Act (CFAA) or equivalent laws. If the data you need requires a login, the correct approach is negotiating a data partnership or API access with the target.
Playwright vs Scrapy for Web Scraping
Scrapy is an asynchronous Python spider framework optimised for high-throughput scraping of server-rendered HTML it is fast, memory-efficient, and well-suited for static HTML pages where the data is in the page source. Playwright is a browser automation library that runs a full Chromium/Firefox/WebKit browser it handles JavaScript-rendered content (React SPAs, dynamically loaded data, infinite scroll) that Scrapy cannot access because Scrapy only sees the server's HTML response, not the page after JavaScript execution. ClickMasters uses Scrapy for high-volume static HTML scraping (news sites, product catalogues, directories) and Playwright for JavaScript-heavy sites (modern SPAs, sites with dynamic loading, sites requiring JavaScript interaction to reveal data). For anti-detection requirements, Playwright with stealth plugins is more effective than Scrapy's built-in features.
Web Scraping & Data Extraction Services We Deliver
ClickMasters operates as a full-stack web scraping & data extraction partner. Our team handles every layer of the software delivery lifecycle — product strategy, UI/UX design, backend engineering, cloud infrastructure, QA, and ongoing support.
Python Web Crawlers (Playwright / Scrapy)
Production web crawlers using Playwright (browser automation for JavaScript-rendered content, SPAs, dynamic loading) and Scrapy (async spider framework for high-throughput HTML scraping). Spider design: URL discovery (sitemap parsing, pagination detection, category traversal), data extraction (CSS selectors/XPath), data validation, and incremental crawling (only re-crawl changed pages).
Anti-Detection & Proxy Rotation
User agent rotation (realistic browser agents), request rate limiting (Poisson-distributed random delays), proxy rotation (residential proxies via Oxylabs/Bright Data/Smartproxy), browser fingerprint masking (Playwright stealth plugin), CAPTCHA handling (2captcha/Anti-Captcha).
Competitor Price & Product Monitoring
Scheduled scraping of competitor pricing pages, product catalogues, availability data. Structured extraction of price, product name, SKU, availability, promotional flags. Change detection (alert only on changes). Dashboard delivery via Metabase/Google Sheets or ERP/PIM API push.
Lead Data Extraction
Extract structured business data from public directories (LinkedIn company search, Apollo.io public data, Crunchbase, industry directories, government registrations): company name, website, industry, employee count, location, decision-maker titles. Output: CSV or CRM import (Salesforce/HubSpot). Enrichment via Clearbit/Apollo.io. GDPR/CAN-SPAM compliant.
Document & PDF Data Extraction
Extract structured data from publicly available documents: government filings (SEC EDGAR), patent databases (USPTO/EPO), academic publications (arXiv/PubMed), planning applications, procurement notices. Pipeline: document download → OCR/text extraction (AWS Textract/Tesseract) → structured field extraction → database storage → scheduled refresh.
Scheduled Cloud Crawlers
Production-grade scheduled crawling infrastructure on AWS: Lambda (serverless, auto-scaling), ECS Fargate (containerised long-running crawlers), SQS queue (distributed crawling, multiple workers process URLs in parallel), S3 storage (raw HTML and structured JSON, full crawl history for change detection), CloudWatch scheduling (cron-based triggers), monitoring (failed URL tracking, extraction quality metrics).
Why Companies Choose ClickMasters
Amber callout CFAA, hiQ v LinkedIn, GDPR, ToS compliance, no login/paywall bypass
Basic: No legal guidance (risk to client)
Scrapy for static HTML (high-volume), Playwright for JavaScript-heavy SPAs
Basic: One tool for everything (suboptimal)
Oxylabs/Bright Data real ISP IPs, significantly harder to block
Basic: Datacenter proxies only (easily blocked)
Random delays (2-8 sec) + occasional pauses human-realistic, not fixed intervals
Basic: Fixed intervals (statistically detectable)
Compare current extraction to previous alert only on changes, not every run
Basic: Full scrape every time (no diff, noise)
Our Web Scraping & Data Extraction Process
A proven methodology that transforms your vision into reality
Scraping Feasibility Assessment
Target site analysis (structure, JavaScript usage, anti-bot measures), ToS and legal review, technical approach selection (Scrapy vs Playwright), cost model (proxy costs, compute). Deliverable: Feasibility Report + Technical Approach.
Crawler Development
Spider design (URL discovery, pagination, selectors), data extraction logic (CSS/XPath/regex), data validation, incremental crawling logic, anti-detection configuration (proxy rotation, user agents, delays). Deliverable: Production Crawler.
Data Pipeline & Storage
Structured data schema, validation rules, PostgreSQL storage, S3 backup (raw HTML + JSON), change detection logic, scheduled delivery (API/CSV/database). Deliverable: Data Pipeline + Storage.
Cloud Infrastructure
Lambda/ECS crawler deployment, SQS queue for distributed crawling, CloudWatch scheduling, monitoring (failures, extraction quality, volume). Deliverable: Scheduled Cloud Crawlers.
Scraping Feasibility Assessment
Target site analysis (structure, JavaScript usage, anti-bot measures), ToS and legal review, technical approach selection (Scrapy vs Playwright), cost model (proxy costs, compute). Deliverable: Feasibility Report + Technical Approach.
Crawler Development
Spider design (URL discovery, pagination, selectors), data extraction logic (CSS/XPath/regex), data validation, incremental crawling logic, anti-detection configuration (proxy rotation, user agents, delays). Deliverable: Production Crawler.
Cloud Infrastructure
Lambda/ECS crawler deployment, SQS queue for distributed crawling, CloudWatch scheduling, monitoring (failures, extraction quality, volume). Deliverable: Scheduled Cloud Crawlers.
Data Pipeline & Storage
Structured data schema, validation rules, PostgreSQL storage, S3 backup (raw HTML + JSON), change detection logic, scheduled delivery (API/CSV/database). Deliverable: Data Pipeline + Storage.
Technology Stack
Modern tools we use to build scalable, secure applications.
Languages
APIs & Integration
Cloud & DevOps
Industry-Specific Expertise
Deep expertise across various sectors with tailored solutions
Competitor Price Monitoring
Lead Data Extraction
Market Intelligence
Supplier Product Catalogue
Web Scraping & Data Extraction Development Pricing
Transparent pricing tailored to your business needs
Scraping Feasibility Assessment
Perfect for businesses that need scraping feasibility assessment solutions
Package Includes:
- Timeline: 1 week
- Best For: Target site analysis, ToS review, technical approach, cost model
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Simple HTML Scraper
Perfect for businesses that need simple html scraper solutions
Package Includes:
- Timeline: 1 - 3 weeks
- Best For: Single site, Scrapy/Playwright, structured output, scheduling
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
JavaScript SPA Scraper
Perfect for businesses that need javascript spa scraper solutions
Package Includes:
- Timeline: 2 - 4 weeks
- Best For: Playwright, dynamic content, state management, output pipeline
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Anti-Detection Scraper
Perfect for businesses that need anti-detection scraper solutions
Package Includes:
- Timeline: 2 - 5 weeks
- Best For: Proxy rotation, fingerprint masking, rate limiting, reliability
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Price / Product Monitor
Perfect for businesses that need price / product monitor solutions
Package Includes:
- Timeline: 2 - 4 weeks
- Best For: Multi-competitor, change detection, dashboard, daily schedule
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Lead Data Pipeline
Perfect for businesses that need lead data pipeline solutions
Package Includes:
- Timeline: 2 - 4 weeks
- Best For: Directory extraction, enrichment, CRM delivery, GDPR compliance
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Document / PDF Extraction
Perfect for businesses that need document / pdf extraction solutions
Package Includes:
- Timeline: 2 - 5 weeks
- Best For: Textract/OCR, structured extraction, scheduled refresh
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Enterprise Scraping Infrastructure
Perfect for businesses that need enterprise scraping infrastructure solutions
Package Includes:
- Timeline: 3 - 7 weeks
- Best For: AWS Lambda/ECS, SQS queue, S3 storage, monitoring, distributed
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
Scraping Retainer
Perfect for businesses that need scraping retainer solutions
Package Includes:
- Timeline: Ongoing
- Best For: Maintenance, site change response, new targets, data quality monitoring
- Dedicated Project Manager
- Quality Assurance Testing
- Documentation & Training
* All prices are estimates and may vary based on specific requirements. Contact us for a detailed quote.
CEO Vision
To build scalable, intelligent custom software development solutions that empower businesses to grow, automate, and transform in a digital-first world.

We are not building software. We are architecting the infrastructure of tomorrow — systems that think, adapt, and grow alongside the businesses they power. Our mission is to make cutting-edge technology accessible to every ambitious team on the planet.
Amjad Khan
CEO
12+
Years
300+
Projects
98%
Retention
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