Data Cleaning and Deduplication for Business Datasets
See how cleaning, normalization, deduplication, and QA turn public web data into business-ready datasets for sales, research, and operations teams.
Read article →Request custom public web data extraction, cleaning, formatting, and delivery from Scraping Geek.
Managed Workflow
Built around your data request
Public Data Only
Lawful, publicly available sources
Quality Assured
Cleaned, deduplicated, reviewed
Ready to Use
CSV, Excel, JSON, Google Sheets
Every service page is generated from structured content and includes scoping, extraction, cleaning, QA, and delivery.
Scoping & Planning
We review the source, approved fields, output structure, timeline, and delivery format before starting.
Managed Extraction
We build and run an extraction workflow tailored to the approved public sources and data requirements.
Data Cleaning
We normalize columns, standardize formats, and remove malformed or incomplete values where possible.
Deduplication & QA
Deliveries are reviewed for duplicates, missing fields, inconsistent naming, and unexpected row counts.
Formatted Delivery
Receive your dataset in CSV, Excel, JSON, Google Sheets-ready, or another agreed format.
Recurring Support
For recurring work, we keep the schema stable so new files can be compared, appended, or imported.
This service is for business teams that need a custom dataset from one or more public websites but do not want to maintain scrapers, proxies, parsers, schedules, QA processes, or cleanup workflows internally.
Typical clients include sales operations teams, market research teams, eCommerce operators, data teams, investment analysts, recruiters, agencies, and software companies that need structured public web data delivered as files they can use immediately.
The exact fields depend on source structure, public availability, compliance review, and intended business use.
Custom projects can collect publicly available fields from approved web sources, including listing details, company profiles, product information, prices, availability, reviews, ratings, categories, locations, and other visible page attributes.
The exact fields depend on source structure, public availability, compliance review, and the intended business use. Scraping Geek does not collect private data, login-protected data, or restricted information.
Extract public business listings and contact fields from directories, maps, and industry websites.
Collect product, price, availability, SKU, and review data from marketplaces and retailers.
Build structured datasets from public sources for competitor tracking, benchmarking, and trend analysis.
Every dataset is cleaned, structured, and delivered in the format your team prefers.
CSV, Excel, JSON, and Google Sheets-ready files with cleaned rows, deduplicated records, normalized columns, and source references when requested.
A streamlined workflow from request to delivery.
We review the source, fields, volume, and intended use before accepting the project.
We define the approved fields, output structure, timeline, and delivery format.
We build and run the managed extraction workflow for the approved public source.
We normalize columns, remove duplicates, and check completeness.
We provide the final dataset in the requested format.
Every delivery is reviewed for obvious duplicates, malformed values, missing required fields, inconsistent column naming, unexpected row counts, and source-reference issues.
For recurring work, we keep the output schema stable so new files can be compared, appended, or imported without reworking downstream processes.
Every custom scraping project is reviewed before acceptance. Scraping Geek only accepts projects involving publicly available and lawful data sources.
We do not collect private data, login-protected data, payment data, or restricted personal information. Some sources or fields may be declined after review.
Public Data Only
Lawful, publicly available sources
Project Review
Every project assessed before start
No Private Data
Login-protected content excluded
Careful Scope
Requests may be limited or declined
No. Scraping Geek is a managed data extraction service.
No. Scraping Geek only accepts projects involving publicly available and lawful data sources.
Yes. Scraping Geek can deliver one-time datasets or recurring files with a consistent output structure.
Yes. Share the source and the fields you need, and we will review what can be collected from public pages.
Tell us about your project. We'll respond within 24 hours.