Web Scraping & Data Extraction
Automated intelligence. Continuous, structured, actionable.
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Overview
Every business decision depends on information — but the most valuable data is rarely the data you already have. MMBH builds and operates custom web scraping pipelines that continuously harvest competitive intelligence, market data, and business information from any publicly accessible source.
We design scrapers that are robust against site changes, respectful of rate limits, and structured to deliver clean, deduplicated data in the format your team actually uses. Whether you need a one-time extraction or a daily automated feed, we build the infrastructure and maintain it.
Our extraction team includes specialists in both traditional scraping architectures and browser-automation approaches for JavaScript-heavy sites. We handle anti-bot mitigation, proxy rotation, and data normalization so you receive finished data, not raw technical output.
What You Receive
Custom Scraper Build
Purpose-built extractors for your target sites, configured to your specific data fields, frequency, and output format requirements.
Scheduled Data Feeds
Automated delivery on daily, weekly, or real-time schedules via secure download, API endpoint, email, or direct database push.
Data Normalization Layer
Cleaned, deduplicated, consistently formatted output ready for analysis — not raw HTML or inconsistent scraped text.
Change Monitoring Alerts
Notifications when tracked pages update: competitor pricing changes, new job postings, regulatory updates, or market movements.
Full Capabilities
- Static and dynamic (JavaScript-rendered) site extraction
- Browser automation for complex interaction-dependent pages
- Proxy rotation and anti-bot countermeasure handling
- Scheduled execution with failure alerting and auto-retry
- Multi-page, multi-site aggregation pipelines
- Competitor pricing and product catalog monitoring
- Job board and talent database extraction
- News and regulatory update feeds
- Real estate listing and market data aggregation
- Structured output to CSV, JSON, SQL, or direct API delivery
Our Process
We document the target sites, required data fields, delivery format, update frequency, and acceptable use constraints.
We select the right extraction approach for each target and design the normalization and deduplication pipeline.
We build and test the scraper against live sites, delivering a sample dataset for your review and field mapping approval.
The scraper runs on our infrastructure on your defined schedule. We monitor it and maintain it as sites change.
Industry Applications
Recruiting
Automated extraction from LinkedIn, Indeed, and niche job boards to populate ATS systems with live candidate and vacancy data updated daily.
Construction
Scraping public procurement portals, bid board sites, and permit databases to surface new contract opportunities before competitors.
Legal
Monitoring court dockets, regulatory filing databases, and legal news feeds for case-relevant developments on an automated daily basis.
Financial Services
Aggregating publicly available filings, interest rate publications, and market pricing data from government
and financial institution sources.
E-commerce
Real-time competitor price monitoring across multiple platforms with daily reports and threshold-based alerts for pricing decisions.
Market Research
Large-scale extraction and normalization of reviews, ratings, and consumer sentiment data from product and service platforms.
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