Zillow dataset in 2026
The homes you describe, priced per row.
Bright Data sells its Zillow properties dataset at up to $0.0025 a record, $250 for 100K records, from 137.4M records refreshed monthly. Apify's Zillow Search Scraper starts at $1.30 per 1,000 results. You get Zillow's fields for every home, then filter.
SpecStream is the live web data engine for teams and agents. Describe the homes you need, and each one that fits reaches your sheet as a structured row read from the live web, with the source URL and read time on every value.
A row costs 5¢, 15¢ or $1, by how many facts it holds. New accounts get $10 of credit, no card, and you see the most a run can cost before it starts.
New accounts get $10 of credit, no card.
SpecStream and Zillow data sources side by side
| SpecStream | Bright Data Zillow dataset | Apify Zillow Search Scraper | |
|---|---|---|---|
| What you send | The homes you need in plain words: place, price range, bedrooms, home type, status. SpecStream reads it back as conditions and facts you can edit | A choice from the catalog, then filters, set by hand or described in plain English for AI to apply | One or more Zillow search URLs |
| What you get back | One structured row per home that meets every condition, with the facts you asked for. Source URL and read time on every value | Records with 139 data fields, such as Zpid, City, State, HomeStatus, Address and Bedrooms, and a price history dataset of over 163 million records | The listings each search shows: full address, price, URL, photos, bedrooms and bathrooms, zestimate and ZPID |
| Price per record | 5¢ a row with up to 5 facts, 15¢ with up to 15, $1 for a deep row. Each condition and each detail counts as a fact | Up to $0.0025 a record: $250 for 100K records on a one-time purchase | From $1.30 per 1,000 results, lower on higher Apify plans |
| Smallest purchase | $10 of credit on sign-up, no card. Top-ups from $10 | $250 minimum order. A free data sample for every dataset | A free plan, no credit card required |
| How fresh | Read on the live web when you ask, with the read time on each value | Pre-collected and refreshed monthly. Fresh records through its Web Scraper API, priced separately | Read from Zillow when you run the Actor |
| Scheduled delivery | A saved request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate, an unchanged row 1¢ | Updates daily, weekly, monthly or on a custom basis, with 80% off on a monthly refresh. Smart updates send only New Records or Updated Records | Schedule and monitor runs on Apify, billed per result on each run |
| Where the data goes | Google Sheets, Excel, Airtable, Notion, HubSpot, Salesforce, Slack, Teams, Zapier, Make, n8n, signed webhooks, the API and the MCP server | Amazon S3, Google Cloud Storage, Azure, Snowflake, SFTP, a webhook or direct download, as JSON, NDJSON, JSON Lines, CSV or Parquet | A download as HTML, JSON, CSV, Excel or XML, or the Apify API |
| The cost cap before a run | The most the run can cost, quoted before it starts. Nothing runs until you approve it, and a run that finds nothing costs nothing | The order price, from $250, before delivery | Charged for each result the run produces |
Why teams that buy Zillow data choose SpecStream
Only the homes you need
A Zillow dataset holds every listing its seller collected, and a filter narrows the file to the records you keep. On SpecStream you write the homes you need: "single-family homes for sale in Austin, TX under $500,000 with at least 3 bedrooms". SpecStream reads the request back as parts you can edit, the conditions every row must meet and the facts to bring back, then returns one row per home that meets them all. A row that fails a condition is not delivered and not billed.
The price before the run
Each condition and each detail you ask for counts as a fact. A row with up to 5 facts costs 5¢, up to 15 facts 15¢, and a deep row $1. The Austin request holds five conditions and six details, so each home is a 15¢ row and 1,000 homes cost $150. The quote shows the most the run can cost, nothing runs until you approve it, and a run that finds nothing costs nothing.
Price cuts and sales, labeled
Bright Data refreshes its Zillow data monthly and delivers updates daily, weekly, monthly or on a custom basis, and its smart updates send only New Records or Updated Records. A saved SpecStream request reruns hourly to yearly and labels each row changed, unchanged or no longer matching: a price cut comes back changed, and a home that is off the market comes back as no longer matching. A changed or new row costs half its rate (8¢ for a 15¢ row) and an unchanged row 1¢. New matches land in Slack, email, Sheets, HubSpot, Salesforce or a signed webhook.
One record per home
Facts about one home from several pages join into one record, and each value carries the URL of the page it was read on and the time it was read. Duplicates, rows you already own and rows a page contradicts are not charged.
Start with $10 of credit
Bright Data's Zillow dataset starts at a $250 order. SpecStream starts with $10 of credit on sign-up, no card: 66 homes at 15¢, or 200 at 5¢ for a request of up to 5 facts. What a run does not use goes back to your balance.
From your agent, too
Connect the MCP server at https://api.specstream.ai/mcp and your agent asks for homes in the same words, sees the price, and gets the rows with their sources once you approve. The same balance pays for the Search API at $5 per 1,000 searches and the Extract API, which reads a listing page you already have, at $0.80 per 1,000 pages.
Other ways to buy Zillow data
Bright Data Scraper Studio, the custom dataset builder
For a dataset outside the catalog, Bright Data builds a scraper from a prompt: you describe the data in plain English and its AI generates a ready-to-run scraper. Pay as you go is $1.5 per 1K page loads, or $499 a month with 383K page loads included, and the free trial publishes 3 scrapers of up to 100 records each. You run the scraper and pay per page load. SpecStream takes the request itself and bills per delivered row. SpecStream vs Bright Data.
Apify Zillow Detail Scraper
Apify's Zillow Detail Scraper reads the details of the Zillow properties whose URLs you give it, from $1.70 per 1,000 results, and pairs with the Search Scraper. SpecStream starts from the homes you describe, not from URLs you collected.
Black Falcon Zillow Scraper
A community Actor on Apify at $1.20 per 1,000 listings plus $0.003 a run, with $0.002 for each listing where it finds a contact email. SpecStream adds a person's email at 5¢ and a phone at 15¢, only when the row carries it, and labels every row's changes on each rerun.
How SpecStream scores
The same numbers as the benchmarks page, from the official tasks and scorers.
| SpecStream |  Parallel |  Exa |  Tavily |  Perplexity | |
|---|---|---|---|---|---|
| Web researchWideSearch, GPT-5.6 Luna | 60.9 | 45.5 | 53.0 | 47.9 | 47.0 |
| Factual accuracySimpleQA Verified, GPT-5.6 Luna | 96 | 94 | 91 | 94 | 94 |
| Factual accuracySimpleQA Verified, GPT-5.6 Sol | 99 | 97 | 91 | 92 | 95 |
How to get your listings from SpecStream
Write the homes you want in plain words, in place of the dataset you would order. Sign up and you get $10 of credit, no card.
Or send the request from code. This call spends nothing: the 402 reply shows how SpecStream read the request, the columns and the most it can cost.
curl -i https://api.specstream.ai/v1/agent/lists \
-H "Content-Type: application/json" \
-d '{"request": "Single-family homes for sale in Austin, TX under $500,000 with at least 3 bedrooms, with the address, list price, bedrooms, bathrooms, square feet and listing agent", "count": 25}'Approve that maximum by card through Stripe's Link agent wallet, or in USDC, and you pay for the rows found. On an account, your agent uses the MCP server at https://api.specstream.ai/mcp and your team uses the workspace, from the same balance.
Questions about Zillow datasets
Something we didn't answer? Talk to a human
How much does a Zillow dataset cost?
Is there a free Zillow dataset?
How many records does the Bright Data Zillow dataset hold?
How often is Zillow data updated?
What is Bright Data's custom dataset builder?
Does SpecStream have an API and an MCP server?
https://api.specstream.ai/mcp, and the same request runs through the REST API, the Python and TypeScript SDKs and the workspace, from one balance.Sources
SpecStream wrote this page. Each rival figure comes from that company's own page, read on Nov 12, 2026.
- SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
- SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
- Bright Data Zillow datasetsbrightdata.com/products/datasets/zillow, read Nov 12, 2026
- Bright Data datasets marketplacebrightdata.com/products/datasets, read Nov 12, 2026
- Bright Data datasets pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
- Bright Data Scraper Studio pricingbrightdata.com/pricing/datasets/custom, read Nov 12, 2026
- Apify Zillow Search Scraperapify.com/maxcopell/zillow-scraper, read Nov 12, 2026
- Apify Zillow Detail Scraperapify.com/maxcopell/zillow-detail-scraper, read Nov 12, 2026
- Black Falcon Zillow Scraperapify.com/blackfalcondata/zillow-scraper, read Nov 12, 2026
- Apify pricingapify.com/pricing, read Nov 12, 2026