Bright Data vs PandorLabs: choosing a dataset supplier
Bright Data and PandorLabs both sell collected web datasets. PandorLabs makes buying simple: see the exact price and rows on every dataset page, grab a free sample, pay once by card and download CSV or JSONL in minutes.
By PandorLabs · Sources reviewed . This comparison focuses on buying web datasets and keeping them fresh.
Bright Data and PandorLabs at a glance
| What matters | PandorLabs | Bright Data |
|---|---|---|
| Starting point | Ready-made datasets with visible sample rows on every page. | Pre-collected datasets and custom dataset options.Bright Data dataset marketplace |
| Entry price | One-time purchases from $499, with the exact price and rows shown up front. | Advertises a $250 minimum dataset order.PandorLabs pricing and purchase optionsBright Data dataset marketplace |
| File delivery | CSV and JSONL, with 30 days of downloads. | Dataset pricing page lists JSON, CSV and Parquet.PandorLabs pricing and purchase optionsBright Data dataset pricing |
| Recurring data | Managed daily, weekly or monthly feeds when you need fresh data. | Pricing selector includes one-time, biannual, quarterly and monthly options.PandorLabs pricing and purchase optionsBright Data dataset pricing |
| Try before you buy | Public preview rows plus a free 100-row CSV sample, no credit card. | Marketplace provides dataset samples.Bright Data dataset marketplace |
| Checkout | Pay by card or crypto, no account needed, download right away. | Volume and refresh choices shape the dataset order.PandorLabs pricing and purchase optionsBright Data dataset pricing |
Ready-made datasets you can buy today
Bright Data’s marketplace covers categories such as ecommerce, social media and real estate. PandorLabs focuses on clean, focused collections: property listings and transactions, company job postings, reviews, prices and more, each with its own page, preview rows and price.
Every PandorLabs dataset page tells you exactly what you get before you pay: row count, columns, last update and the one-time price. There is no quote to request and no sales call to book. Pick the dataset, check the sample, and download the full file the same day.
Transparent pricing from the first click
PandorLabs catalog downloads start at $499 and the price on the page is exactly what checkout charges. Larger datasets get a lower price per row, and up to one million rows are included in a standard purchase.
Bright Data advertises a $250 minimum dataset order. With PandorLabs you see the full total for the full dataset up front, so you can budget instantly and get approval without back-and-forth.
One-time files or a fresh feed, your choice
Bright Data’s pricing page offers several refresh frequencies. PandorLabs keeps it just as flexible: buy a dataset once for a report or model, then switch to a managed feed when you need the same data delivered daily, weekly or monthly.
Feeds include collection, quality monitoring and upkeep, so your team receives fresh, consistent files without running any infrastructure. Feeds for catalog datasets skip the setup fee entirely.
From sample to analysis in one afternoon
Start with the free 100-row CSV sample: it lands in your inbox right away and shows the real columns and values you will receive. Load it into your spreadsheet, notebook or BI tool and confirm it answers your question.
When you are ready, buy the full dataset with a card or crypto, no account needed. Your CSV and JSONL downloads stay available for 30 days, and you can also pull the data through the PandorLabs API or connect an AI agent through MCP.
Need a dataset that is not in the catalog?
PandorLabs AI agents collect new datasets on request. Describe the website, records and fields you need, and we email you a sample as soon as it is ready. The new dataset then joins the catalog, ready for one-time purchase or a recurring feed.
That makes PandorLabs a single supplier for both ready-made data and custom collection, with the same simple checkout, formats and delivery for every dataset you buy.
How fast can I get a PandorLabs dataset?
Right away. Pay by card or crypto on the dataset page and download the full CSV or JSONL immediately, with no account or sales call needed.
Can I try the data before buying?
Yes. Every dataset has a free 100-row CSV sample, sent instantly to your work email with no credit card required.
Can I get recurring updates?
Yes. Managed feeds deliver fresh data daily, weekly or monthly, with collection and maintenance handled by PandorLabs.
Datasets ready to download
- Zillow Property Dataset · 15,132,518 rows
- Singapore HDB Resale Prices Dataset · 989,602 rows
- Dubai Real Estate Transactions Dataset · 166,790 rows
Download a free 100-row CSV sample from any dataset page, no credit card required, and see the real columns for yourself.