Any Dataset. From Any Source on the Web.
Tell us what data you need — we build it from our 900+ sources or from any site you name, keep it fresh, and deliver it where your team works.
Free sample built to your spec · no commitment
We build the source you’re missing.
If the data is on a public web page, we turn it into a structured dataset — whether it’s in our catalog today or not.Fresh, and you can check.
One entity, every signal.
Ready-Made Datasets
Collections we already collect and keep current. Take them as they are, or have us cut them to your geography, fields and schedule.
Companies & People
Firmographics for 70M+ companies and 850M+ professional profiles — roles, experience and education — for sales platforms, AI agents and market mapping.
- industry
- headcount
- location
- website
- job title
- experience
- education
Restaurants: Reviews & Menus
45M+ restaurant reviews with sub-ratings, plus venue details and menus from booking, delivery and review platforms worldwide.
- rating
- review text
- venue
- cuisine
- menu items
- prices
Job Postings
Openings from global job boards and company career sites — including regional boards most data vendors don’t cover.
- title
- company
- location
- salary
- posted_at
- skills
Startups & Funding
Startups, founders, launches and funding rounds, joined with the company’s team and hiring data.
- founders
- funding rounds
- investors
- launches
- batch
- headcount
Anything Else
E-commerce prices, real estate listings, app store reviews, public registries, procurement tenders, social posts — or a source nobody has on their list yet.
Structured, Documented, Dated
Every dataset ships with a data dictionary and a collection date on every row — so you know exactly what you’re getting before you commit.
| venue_id | venue_name | city | rating_overall | rating_food | review_text | collected_at |
|---|---|---|---|---|---|---|
| ven_3c91e0 | Trattoria Verdi | London | 4.5 | 4.7 | Handmade pappardelle, worth the wait. Service was slow but w… | 2026-09-28 |
| ven_7a02b4 | Osteria Luna Blu | London | 4.0 | 4.3 | Great cacio e pepe, the tiramisu was a little too sweet for… | 2026-09-28 |
| ven_1f5d88 | Pasta & Basilico | London | 3.5 | 3.0 | Booked for eight, seated at nine. Food was fine once it arri… | 2026-09-27 |
| ven_c40e19 | Il Forno Piccolo | London | 5.0 | 5.0 | Best Neapolitan pizza we have had outside Naples. Tiny room,… | 2026-09-27 |
| ven_9b6a27 | Cucina Sorella | London | 4.5 | 4.0 | Lovely set lunch menu and a friendly sommelier. Portions a b… | 2026-09-26 |
| field | type | description | example |
|---|---|---|---|
| venue_id | string | Stable venue ID, kept across deliveries | ven_3c91e0 |
| venue_name | string | Venue name as listed | Trattoria Verdi |
| city | string | City of the venue | London |
| rating_overall | float | Overall rating, 1–5 | 4.5 |
| rating_food | float | Food sub-rating, 1–5 | 4.7 |
| review_text | string | Full review text | Handmade pappardelle, worth the wait… |
| collected_at | date | Date the record was collected | 2026-09-28 |
JSON · JSONL · CSV · Parquet
If It’s on the Web, It Can Be Your Dataset
Our catalog is where we start, not where we stop. Name any public site — a regional marketplace, a government portal, a niche directory — and we’ll build a reliable dataset from it.
- 01
Describe
Tell us the sources, fields, geography and how often you need updates. A sentence is enough to start.
- 02
Review a sample
We build the collection and send sample rows with a data dictionary. You check them against your own list.
- 03
Approve the spec
Fields, schema, volume and delivery are fixed in writing. No surprises in production.
- 04
Stay up to date
Take it once, or subscribe to updates — daily, weekly, monthly or quarterly. We monitor the source and fix breakages on our side.
- company registries
- job boards
- ATS career pages
- food delivery apps
- restaurant booking sites
- review platforms
- app stores
- e-commerce marketplaces
- real estate portals
- public tenders
- SEC filings
- startup directories
- product launch sites
- developer platforms
- news sites
- forums & communities
- crypto & DeFi
- travel sites
- academic papers
- sanctions lists
One Record, Every Signal
Most vendors sell one source at a time. We merge them — so each company or venue arrives as a single, complete record.
- company profile
- job postings
- funding & launches
- reviews & mentions
{
"company_id": "cmp_8f2a…", "name": "Example Foods Ltd", "headcount": 240, "open_roles": 12, "last_funding": "Series B · 2026-05", "avg_rating": 4.3, "collected_at": "2026-09-28"}One-Time or Always Current
Formats
- CSV
- JSON
- JSONL
- Parquet
Updates
One-time snapshot, or a subscription to updates on the schedule you pick: daily · weekly · monthly · quarterly
Plus: live access for your agents.
Every dataset is backed by the same live data layer as our API and MCP server. Query it from Claude, Cursor or ChatGPT, or re-collect any record on demand when you need it fresher than the last update.
Built for Teams That Run on Data
AI & ML teams
Domain-specific corpora for training, fine-tuning, RAG and evaluation — with source and date on every record.
Data product builders
Feed your sales, HR or analytics platform with bulk data and regular updates, merged into one schema.
Investors
Screen markets, source deals and back due diligence with hiring, product and review signals across thousands of companies.
Food & consumer brands
Menus, prices and reviews at venue level, across cities and delivery platforms, refreshed as often as you need.
HR & workforce analytics
Job postings from global and regional boards to track hiring demand, skills and salaries.
Market research & consulting
One-off datasets for a market map, a TAM or a client project, without a long-term contract.
What You Can Check Before You Buy
Free sample first
Sample rows from your actual specification, not a curated demo.
Collection date on every row
Freshness you can verify, not a promise on a pricing page.
Data dictionary
Every field documented with type, description and example.
Deduplicated, stable IDs
The same entity keeps the same ID across deliveries.
Monitored sources
When a site changes, we fix the collection. Your updates keep arriving.
Publicly available data
We collect publicly available information and review compliance for every project, including how the data may be used.
Common Questions
Our catalog covers 900+ web sources — company data, job boards, reviews, e-commerce, real estate, public registries, startup data and more. If your source isn’t there, we can add it: in most cases, if the information is publicly available on a website, we can turn it into a structured dataset.
Get a Free Sample of Your Dataset
Describe the data in a sentence. We’ll build sample rows to your spec, with a data dictionary — no commitment.
Prefer email? Contact us at hello@anysite.io