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 →Managed public web data extraction for agencies that need lead lists, competitor datasets, market research, and clean client-ready deliverables.
Agency teams use public web data to support client campaigns, lead research, market datasets, and recurring client-ready delivery. Scraping Geek handles the extraction work as a managed B2B service: we review the source list, collect approved public data, clean and deduplicate the file, format the output, and deliver a dataset your team can use directly.
These related Scraping Geek services are commonly useful for Agencies Data Extraction Services teams that need managed public data extraction and clean delivery.
Build segmented public business datasets by client niche, geography, category, and required contact fields.
Collect public competitor, directory, review, or location records for proposals and retainers.
Refresh approved public sources on a stable cadence so account teams can compare results over time.
Deliver cleaned, deduplicated spreadsheets that are ready for outreach, reporting, or enrichment.
Exact fields depend on public availability, source structure, compliance review, and your approved business use case.
Scraping Geek delivers structured files your team can analyze, import, enrich, or hand to clients.
Agency deliverables can be organized by client, campaign, region, or vertical, with duplicate handling notes and source references for account-team review. Deliveries can include CSV, XLSX, JSON, Google Sheets-ready files, data dictionaries, source URLs, duplicate-handling notes, and separate tabs for major segments.
Review the industry data objective, target industry or client niche, source examples, geography, required columns, cadence, and output format.
Confirm that the request uses public data only and avoids private, login-protected, restricted, or sensitive information.
Build a managed workflow around approved public URLs, directories, searches, categories, listings, or public pages.
Normalize fields, remove duplicates, flag missing values, and keep source references available for review.
Provide the approved dataset in the requested format, with refresh notes when recurring delivery is part of the scope.
Agency datasets are checked for duplicate businesses, mismatched campaign categories, missing source URLs, malformed contact fields, and geography drift across client segments. We also check required column coverage, row-count expectations, formatting consistency, and schema stability for recurring deliveries.
Agency projects are reviewed for public source availability, client use case, requested fields, and acceptable outreach or research purpose before acceptance. Scraping Geek works with public data only. We do not collect private, login-protected, restricted, or sensitive data, and every project is reviewed before acceptance. Requests may be limited or declined if the source, field list, or intended use creates compliance risk.
Public Data Only
Lawful, publicly available sources
Project Review
Every project assessed before start
Careful Scope
Requests may be limited or declined
Tell us about your industry data request. We will review the source, fields, scope, compliance fit, and delivery format.
Yes. Each campaign can have its own niche, geography, required columns, and delivery cadence while keeping a consistent file structure.
Projects can use approved public websites, directories, search pages, listings, review pages, product pages, career pages, or client-provided public URLs that match the scope.
Yes. If the source and compliance review allow it, recurring projects can refresh approved public data on an agreed cadence with a stable output schema.
No. Industry projects are limited to public data and are reviewed before acceptance to avoid private, restricted, login-protected, or sensitive information.