Data Product Examples: 8 Businesses That Make Money Selling Data
8 data product examples with revenue, from AirDNA ($8.5M ARR) to Cocoon (~$400K/mo): what counts as a data product, how they charge, how to build one.
A data product sells information that has been collected, cleaned and packaged so a buyer can decide or act faster. It can arrive as a dashboard, an API, a list or a report. Below are eight real businesses from the ProvenStartups index that do this, with revenue on record. They range from AirDNA's vacation-rental data at about $8.5M ARR to a retail price-benchmarking service selling $20K–$50K annual contracts. If you were searching for *product data* (the details of items for sale), jump to that section.
Contents
What is a data product?
Information turned into a decision someone will pay for. Raw data is rarely the product; the value is in collection, cleaning and context. AirDNA does not sell Airbnb listings. It sells estimated revenue, occupancy and nightly rates for each market, so an investor can judge a property in minutes. The same idea, sold through an API, is often called data as a service.
Which data products make real money?
Eight examples, each with its buyer and revenue grade:
| Business | Data sold | Buyer | Reported revenue | Evidence |
|---|---|---|---|---|
| AirDNA | Short-term rental performance by market | Investors, rental managers, hotels | $8.5M ARR, ~$1M profit | Creator-relayed |
| FreightWaves | Real-time freight pricing | Logistics companies | ~$15M SaaS ARR, ~$25K average contract | Creator-relayed |
| Retention.com | Audience data for email marketing (began as Get Emails) | E-commerce-adjacent brands | ~$33M ARR, bootstrapped | Founder-reported |
| Cocoon | Home data and analytics | Banks, insurers, brokerages | ~$400K/mo, 20 enterprise customers | Founder-reported |
| ListKit | B2B contact lists | Outbound sales teams | ~$200K MRR | Founder-reported |
| Happierleads | Which companies visit your website | B2B marketers | $1.5M ARR | Founder-reported |
| ShopGrok | Competitor retail prices | Retailers | $20K–$50K annual contracts | Founder-reported |
| GasBuddy | Crowdsourced fuel prices | Drivers (free), advertisers | Est. $30K+/mo from ads | Creator-relayed |
How do data products make money?
Through four main structures, often combined:
- 1.Subscriptions to a dashboard or report. AirDNA's subscription served about 6,500 subscribers. Simple to buy and steady to forecast.
- 2.API or per-record pricing. Buyers pay per call, per lookup or per record. This suits developers embedding the data in their own products.
- 3.Annual enterprise contracts. ShopGrok sells $20K–$50K a year to retailers; FreightWaves averages about $25K. Few customers, large deals.
- 4.White-label licences. Cocoon lets banks and insurers embed its home tools under their own brand, with pricing that varies by product.
A fifth route is indirect: give the data away and sell attention. GasBuddy collects prices from drivers for free and earns from ads and a paid fuel card.
What makes a data product defensible?
Data that is hard to collect, fresh, and trusted for decisions. The durable cases share at least one of these:
- ·Collection others cannot copy cheaply. GasBuddy's prices come from millions of drivers; a competitor would have to rebuild that habit.
- ·Freshness that matters. Freight prices and rental occupancy change weekly, so last month's copy is worth little.
- ·Expertise in the interpretation. ShopGrok's founder spent years in retail pricing at McKinsey and Woolworths. Buyers trust his benchmarks.
The weak version is a scraped list anyone can reproduce in an afternoon. If your data is easy to collect, your product must win on cleaning, context or workflow instead.
How do you start a data product business?
Sell the data by hand before you build the platform. A sequence that matches these cases:
- 1.Pick a decision that is expensive to get wrong, such as buying a rental property, pricing a product or quoting a freight load.
- 2.Find data that is scattered or hard to read, where buyers currently guess.
- 3.Deliver the first version as a spreadsheet or report to three to five paying buyers.
- 4.Automate collection and delivery once the buyers renew.
- 5.Check your rights. Make sure you may collect and resell the data, especially anything personal, and respect each source's terms.
Our verdict: the best first data product is one you would pay for in your current job. For related models, see the lead generation business model and licensing business model.
What are product data examples?
Product data is the information that describes an item for sale. It is different from a data product. Online stores, marketplaces and shopping ads all depend on it. Common product data fields include:
| Field | Example |
|---|---|
| Title | "Men's waterproof hiking boot, size 10" |
| Price and currency | 129.00 USD |
| Availability | In stock |
| Brand | The manufacturer's name |
| GTIN | The barcode number, such as a UPC or EAN |
| Size, color, material | 10, brown, leather |
| Images and description | Photos and a short product description |
Google's Merchant Center product data specification lists the attributes shopping platforms expect. Websites can also describe products to search engines with schema.org Product markup. Product data can be a business in its own right: ShopGrok, in the table above, sells competitor price monitoring to retailers.
Frequently Asked Questions
What is an example of a data product?
AirDNA is a clear one: it tracks short-term rental listings and estimates revenue, occupancy and nightly rates for each market. It sells that as a subscription to investors and property managers. It reports about $8.5M ARR with roughly $1M in annual profit, creator-relayed.
What counts as a data product?
Any product whose main value is information that has been collected, cleaned and packaged so a buyer can decide or act faster. It can be a dashboard, an API, a downloadable list or a benchmark report. It can also be software that embeds the data in another company's product.
How do data products make money?
Mostly through subscriptions to dashboards or reports, per-call or per-record API pricing, one-off list sales, and licences that let larger companies embed the data. Enterprise data deals are often priced annually, such as ShopGrok's $20K–$50K contracts.
What are product data examples?
Product data is the information that describes an item for sale: its title, description, price, availability, brand, GTIN barcode number, size, color and images. Google Merchant Center's product data specification lists the attributes shopping platforms expect.
How do you start a data product business?
Start with data you can collect that others struggle to get. Sell it first as a simple report or spreadsheet to a few buyers, then automate the collection and delivery. Check you have the legal right to collect and resell it, especially personal data.