We engineer premium, custom data extraction pipelines that transform unstructured websites, court portals, and e-commerce catalogs into pristine business intelligence datasets.
ScrapeFlow Data Products
Skip the development lifecycle entirely. We actively maintain high-fidelity, daily streaming data products across premium real estate, e-commerce catalog tracking, and specialized local business niches.
How it works
You share the source and required fields. We build the extraction engine, clean the data, and deliver it in your preferred format.
Send the website, fields, filters, and volume you need.
We extract, structure, deduplicate, and validate the data.
Get CSV, Excel, database, or recurring pipeline delivery.
Proven at scale
A sample of production data extraction systems built for court records, ecommerce catalogs, real estate listings, image datasets, reviews, monitoring, and lead generation.
900K+ Documents Processed
Built a large-scale extraction engine to harvest court case documents from the Nevada Supreme Court system, structure the records, and prepare them for searchable legal data workflows.
Source: caseinfo.nvsupremecourt.us
160K+ cases · 220K+ PDFs
Extracted statewide Oregon court case records and related PDF documents across a long historical window, turning fragmented public records into structured case data.
Sources: trportal.courts.oregon.gov · cdm17027.contentdm.oclc.org
15K+ historical cases
Collected Supreme Court docket cases with multiple PDF documents per case, covering records from 1979 to 2026 for legal research and archival use.
Source: supremecourtdocket.mt.gov
37K+ PDFs processed
Extracted and structured court documents from Missouri judicial portals, converting public case records into clean, organized datasets.
Source: courts.mo.gov
10K+ PDFs extracted
Built an extraction engine for Arizona court resources to collect case documents, normalize extracted fields, and deliver clean data for downstream review.
Source: azcourts.gov
30+ storefronts extracted
Built a multi-source ecommerce data collection pipeline covering European wholesale and retail storefronts, extracting product names, pricing, EAN/UPC, currency, availability, and category data.
Market: European ecommerce · B2B & retail
Daily property listings
Created a recurring data collection pipeline for new sale and rental listings from one of Greece’s largest property portals, including full listing fields, images, and structured database delivery.
Source: xe.gr
Listings + digital assets extracted daily
Built a daily extraction engine for residential and commercial listings from Spitogatos, collecting property details, listing metadata, and photos into a MySQL database.
Source: spitogatos.gr
480K+ digital assets extracted
Collected a large image dataset for machine learning and research workflows, with scalable image downloading, source tracking, and organized dataset delivery.
Source: baidu.com
18K+ business records
Built a maps-based business intelligence dataset for targeted outreach, collecting relevant banking-related business records by location and category.
Source: Google Maps
200+ records/day
Created an ongoing monitoring system to collect newly published lottery outcomes, update records daily, and keep the dataset fresh without manual tracking.
Source: thelott.com
3K+ store records
Collected regional store and contact data for the trading card market across Europe, creating a targeted retail dataset for outreach and market mapping.
Market: Multi-source Europe
100 products/day
Built a daily extraction pipeline for product details and video data to support trend analysis, product research, and ecommerce decision-making.
Source: Kalodata
Pricing Matrix
Every deployment includes direct data validation, anti-drift monitoring, and native format delivery.
One-Time Snapshot
Custom Quote
Per target platform source
Managed Pipeline
Most PopularMonthly Retainer
Scheduled recurring extraction
Enterprise Infrastructure
Custom Scale
High-volume or protected networks
Use Cases
Custom data extraction pipelines for teams that need fresh, structured data for outreach, research, pricing, monitoring, and automation.
Build targeted prospect lists from directories, maps, marketplaces, and websites — filtered by niche, location, category, and business type.
Monitor competitor prices, product catalogs, stock changes, reviews, ratings, and market trends across multiple stores.
Give your outreach, SEO, and research campaigns cleaner datasets without spending hours on manual collection.
Collect product listings, videos, reviews, keywords, and engagement signals to identify winning products and content angles.
Not sure if your source supports automated extraction? Send us the website and we’ll check.
Check Data FeasibilitySocial Proof
Real 5-star Upwork feedback from data extraction, automation, lead generation, and data delivery projects.
Reliable & responsive
Excellent experience working with this freelancer. Very skilled, responsive, and committed to quality work. I would definitely hire again for future projects.
Accurate delivery
Professional, efficient, and highly skilled. Delivered outstanding results with great accuracy and creativity. I'm extremely satisfied with the service.
Zero-hassle execution
Top-notch execution—met all requirements with zero hassle and outstanding attention to detail.
Targeted lead quality
Great experience working on this project! Delivered high-quality, targeted USA-based Shopify store leads that perfectly matched our outreach goals. Communication was smooth, turnaround was fast, and the data quality exceeded expectations.
Fast & dependable
Fast, reliable, and exceeded expectations. Great experience—would definitely hire again.
Strong communication
Worked well, appreciate his efforts and communication.
FAQ
Yes. The workflow is designed to expand as you add new websites and data requirements.
CSV, JSON, and custom structures can all be provided based on your workflow.
Most projects can start quickly once scope, fields, and targets are confirmed.
Let's Work Together
Tell us the website, fields, and format you need through chat, email, or Upwork. We'll check feasibility, build the extraction engine, clean the output, and deliver ready-to-use data.
Sample output available · One-time exports · Recurring pipelines
