I will scrape websites and deliver clean structured data in CSV or JSON

I will scrape websites and deliver clean, structured data in CSV or JSON, deduplicated, validated, and ready to drop straight into your spreadsheet, database, or pipeline.

If you need data that lives across hundreds or thousands of web pages and you would rather not copy and paste it by hand, this is exactly what I do. Send me the source URLs and tell me which fields matter to you, and I will turn messy pages into a tidy, consistent dataset you can actually use. No vague "data dump" of raw HTML, no broken encoding, no half-filled columns. You get fields you named, in the format you chose, with the junk stripped out.

What you get

• A clean dataset delivered as CSV, JSON, JSON Lines, or Excel (.xlsx) — your choice, and I can deliver more than one format from the same run.
• Exactly the fields you request, each in its own column or key (for example: product name, price, SKU, rating, review count, image URL, stock status, category, address, phone, email, profile URL, post date).
• Consistent, typed data: numbers parsed as numbers, dates normalized to a single format (ISO 8601 by default), prices split into amount and currency, booleans where it makes sense.
• Deduplication by the key you choose (URL, SKU, ID), so you do not get the same record three times.
• Trimmed and cleaned text: no stray whitespace, no leftover HTML tags, no broken Unicode or mojibake. UTF-8 encoding throughout.
• A short data dictionary describing each field, its type, and how I derived it, plus notes on any fields that were missing or inconsistent at the source.
• Pagination handled — I follow "next page" links, numbered pages, or infinite-scroll loading so you get the full list, not just page one.
• A quick summary of row count, coverage, and any caveats (pages that failed, fields unavailable on some records) so you know exactly what you are getting.

Plans

Feature	Basic	Standard	Premium
Source pages / list size	Small, single source	Medium, single source	Large or multiple sources
Approx. records	Up to a few hundred	Up to a few thousand	Tens of thousands+
Fields per record	Core fields	Extended field set	Custom / nested fields
Pagination handling	Yes	Yes	Yes
Detail-page enrichment	—	Optional	Yes
Deduplication & cleaning	Yes	Yes	Yes
Output formats	CSV or JSON	CSV, JSON, Excel	Any, plus split files
Data dictionary	—	Yes	Yes
Delivery speed	Standard	Faster	Priority
Revisions	1	2	3

Tiers describe scope and effort only. Tell me your source and target fields and I will recommend the right tier before we start.

How it works

1. You share the details. Send the website URL(s), a sample of the pages you want scraped, the exact fields you need, and your preferred output format. If there is a search or filter that defines your target list, point me to it.
2. I review and confirm scope. I check the site structure, confirm the fields are actually available, flag anything that is not reachable, and confirm record volume and the right plan. You approve before any work begins.
3. I build and test the scraper. I write a targeted extraction script, run it against a small sample first, and share that sample so you can confirm the columns and values look right.
4. I run the full extraction. Once you approve the sample, I run the complete job, handling pagination, retries on failed requests, and rate limiting so the source is treated politely.
5. I clean and validate. Deduplication, type conversion, date and price normalization, text trimming, and a pass to catch empty or malformed records.
6. I deliver. You receive the final file(s) in your chosen format, the data dictionary, and the run summary. If something needs adjusting, I revise within the plan's revision count.

Why choose this

I focus on the part most people underestimate: the cleanup. Anyone can pull raw HTML; the value is in a dataset where every column means the same thing on every row. I parse and normalize as part of the standard process, not as an upsell. I test on a sample and show it to you before running the full job, so there are no surprises at delivery. I handle pagination and dynamic, JavaScript-rendered content, so partial lists are not a problem. And I am honest about limits up front — if a field is not on the page, or a site blocks automated access, I will tell you before you commit rather than deliver a half-empty file.

Who it's for / use cases

• E-commerce and pricing: product catalogs, competitor price monitoring, stock and availability tracking, review collection.
• Lead generation and B2B: business directories, company listings, public contact details for outreach lists.
• Real estate and travel: property and rental listings, prices, locations, amenities, availability.
• Market and academic research: gathering structured samples across many pages for analysis, modeling, or dashboards.
• Content and SEO: article metadata, headlines, publish dates, tags, and links across a publication.
• Data migration and enrichment: pulling records from a legacy site or directory into a spreadsheet or database.

FAQ

Q: What formats can you deliver the data in? CSV, JSON, JSON Lines (NDJSON), and Excel (.xlsx). I default to UTF-8 CSV and pretty-printed JSON, and I can deliver multiple formats from one run if you need both.

Q: Can you handle sites that load content with JavaScript or infinite scroll? Yes. I render dynamic pages and follow infinite-scroll and "load more" behavior so you get the full dataset, not just what appears on first load. Let me know the URL and I will confirm it works before we proceed.

Q: How do I tell you which fields I want? Just list them in plain language, or point to one example page and circle the values you care about. During scope confirmation I will map each to a column or key and confirm it is actually present on the pages.

Q: Will there be duplicate or messy rows? No. Deduplication and cleaning are part of every job — I remove repeats by your chosen key, trim and de-tag text, normalize dates and prices, and check for empty or malformed records before delivery.

Q: What about login-protected or paywalled content? I only scrape pages that are publicly accessible. I do not bypass logins, paywalls, CAPTCHAs, or access controls. If your target requires authentication, tell me up front so we can discuss whether it is feasible and appropriate.

Q: Is this legal and respectful of the site? I scrape publicly available information, throttle requests to avoid straining the server, and ask you to ensure your intended use complies with the site's terms and applicable laws. I will not collect sensitive personal data or anything behind access restrictions.

Q: What if the data looks wrong or you missed a field? That is what the sample step and revisions are for. You review a sample before the full run, and each plan includes revisions so I can fix mismatched columns, add a missed field, or adjust formatting after delivery.

Q: Can you set this up to run again later? The standard delivery is a one-time dataset. If you need recurring or scheduled extractions, mention it and I will scope a repeatable setup separately so the same job can be re-run on a schedule.