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- 120+ domains
- 190+ datasets
- 7.7K+ data sample downloads
LinkedIn people profiles
ID, Name, City, Country code, Position, About, Posts, Groups, and more.
2.4K+Amazon products
Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more.
LinkedIn company information
ID, Name, Country code, Locations, Followers, Employees in linkedin, About, Specialties, and more.
Crunchbase companies information
Name, URL, ID, Cb rank, Region, About, Industries, Operating status, and more.
Instagram - Profiles
Account, Fbid, ID, Followers, Posts count, Is business account, Is professional account, Is verified, and more.
Linkedin job listings information
URL, Job posting id, Job title, Company name, Company id, Job location, Job summary, Applay link, and more.
Zillow properties listing information
Zpid, City, State, HomeStatus, Address, IsListingClaimedByCurrentSignedInUser, IsCurrentSignedInAgentResponsible, Bedrooms, and more.
Google Maps businesses
Name, Category, Address, Description, Open Website, Phone Number, Open hours, Open hours updated, and more.
Instagram - Posts
URL, User posted, Description, Hashtags, Num comments, Date posted, Likes, Photos, and more.
LinkedIn posts
URL, ID, User id, Use url, Title, Headline, Post text, Date posted, and more.
X (formerly Twitter) - Posts
ID, User posted, Name, Description, Date posted, Photos, URL, Quoted post, and more.
Shopee - products
URL, ID, Title, Rating, Reviews, Initial price, Final price, Currency, and more.
Walmart - products
URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
B2B Contacts and Companies' Data - 3rd party dataset
URL, Linkedin url per, Full name per, Job title per, Company name org, Cellphone per, Direct phone per, Email address per, and more.
Facebook - Pages Posts by Profile URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
TikTok - Profiles
Account id, Nickname, Biography, Awg engagement rate, Comment engagement rate, Like engagement rate, Bio link, Predicted lang, and more.
Employees business enriched dataset
URL, Linkedin num id, Profile url, Avatar, Profile name, Certifications, Profile location, Profile connections, and more.
Amazon Reviews
URL, Product name, Product rating, Product rating object, Product rating max, Rating, Author name, Asin, and more.
Indeed job listings information
Jobid, Company name, Date posted parsed, Job title, Description text, Benefits, Qualifications, Job type, and more.
TikTok - Posts
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
IMDB media
Title, Popularity, Genres, Presentation, Credit, Videos, Photos, Top cast, and more.
YouTube - Profiles
URL, Handle, Handle md5, Banner img, Profile image, Name, Subscribers, Description, and more.
Airbnb Properties Information
Name, Price, Image, Description, Category, Availability, Discount, Reviews, and more.
Companies information enriched dataset
URL, ID lc, Name lc, Country code lc, Locations lc, Followers lc, Employees in linkedin lc, About lc, and more.
Glassdoor companies overview information
ID, Company, Ratings overall, Details size, Details founded, Details type, Country code, Company type, and more.
Yahoo Finance business information
Name, Company id, Entity type, Summary, Stock ticker, Currency, Earnings date, Exchange, and more.
Youtube - Videos posts
URL, Title, Youtuber, Youtuber md5, Video url, Video length, Likes, Views, and more.
X (formerly Twitter) - Profiles
X id, URL, ID, Profile name, Biography, Is verified, Profile image link, External link, and more.
Otodom Poland
Title, Price, Market, Surface, Location, Remote support, Lighting, Advertiser type, and more.
Facebook - Comments
URL, Post id, Post url, Comment id, User name, User id, User url, Date created, and more.
Shein- Products
Product name, Description, Initial price, Final price, Currency, In stock, Color, Size, and more.
Instagram - Reels
URL, User posted, Description, Hashtags, Num comments, Date posted, Likes, Shares, and more.
Amazon products global dataset
Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more.
Glassdoor job listings information
URL, Company url overview, Company name, Company rating, Job title, Job location, Job overview, Company headquarters, and more.
Yelp businesses overview
Business id, Yelp biz id, Name, Updates from business, Overall rating, Reviews count, Is claimed, Categories, and more.
Instagram - Comments
URL, Comment user, Comment user url, Comment date, Comment, Likes number, Replies number, Replies, and more.
Zoominfo companies information
URL, ID, Name, Description, Revenue, Revenue currency, Revenue text, Stock symbol, and more.
LinkedIn profiles Jobs Listings
URL, Linkedin id, Name, About, Position, Optional jobs, Country code, Experience, and more.
Google News
URL, Title, Publisher, Date, Category, Keyword, Country, Language, and more.
Booking Hotel Listings
URL, Hotel id, Title, Location, Country, City, Metro railway access, Images, and more.
Google maps reviews
URL, Place id, Place name, Country, Address, Review id, Reviewer name, Reviews by reviewer, and more.
eBay
URL, Product id, Title, Seller name, Seller rating, Seller reviews, Breadcrumbs, Root category, and more.
G2 software product overview
URL, Product name, Rating, Description, Product url, Seller, Ownership, Seller website, and more.
TikTok Shop
URL, Title, Available, Description, Currency, Initial price, Final price, Discount percent, and more.
Glassdoor companies reviews
Overview id, Review id, Review url, Rating date, Pros, Cons, Count helpful, Count unhelpful, and more.
Reddit- Posts
Post id, URL, User posted, Title, Description, Num comments, Date posted, Community name, and more.
pitchbook companies information
URL, ID, Company name, Company socials, Year founded, Status, Employees, Latest deal type, and more.
Amazon best seller products
Title, Seller name, Brand, Description, Initial price, Final price, Final price high, Currency, and more.
Github repository
URL, ID, Code language, Code, Num lines, User name, User url, Size, and more.
Australia real estate properties
Rea property id, Property type, State, Postcode, Year built, Last sold date, Last sold agency, Bedrooms, and more.
Google Shopping
URL, Product id, Title, Product description, Rating, Reviews count, Images, Variations, and more.
Zara - Products
Category id, Category name, Product id, Product name, Price, Currency, Colour code, Colour, and more.
Amazon Walmart
URL, Title amazon, Seller name amazon, Brand amazon, Description amazon, Initial price amazon, Currency amazon, Availability amazon, and more.
Facebook - Posts by group URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
Goodreads books
URL, ID, Name, Author, Star rating, Num ratings, Num reviews, Summary, and more.
Amazon sellers info
Seller id, URL, Seller name, Description, Detailed info, Stars, Feedbacks, Return policy, and more.
Google Play Store
URL, Title, Developer, Monetization features, Images, About, Data safety, Rating, and more.
G2 software - product reviews
Review id, Author id, Author, Position, Company size, Stars, Date, Title, and more.
Booking Listings Search
URL, Location, Check in, Check out, Adults, Children, Rooms, ID, and more.
Home Depot US
URL, Domain, Country code, Model number, Sku, Product id, Product name, Manufacturer, and more.
Facebook Marketplace
URL, Title, Initial price, Final price, Currency, Product id, Breadcrumbs, Condition, and more.
Lazada - Products
URL, ID, Title, Rating, Reviews, Sold, Initial price, Final price, and more.
TikTok - Comments
URL, Post url, Post id, Post date created, Date created, Comment text, Num likes, Num replies, and more.
Etsy
URL, Product id, Listing inventory id, Title, Rating, Reviews count shop, Reviews count item, Initial price, and more.
Amazon products search
Asin, URL, Name, Sponsored, Initial price, Final price, Currency, Sold, and more.
Facebook - Posts by post URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
Ikea - Products
Description, In stock, Color, Size, Reviews count, Main image, Category url, Category, and more.
World population
URL, Flag image, Country, Last year population, Country area, Country land area, Country density (/km²), Growth rate, and more.
Best Buy products
URL, Product id, Title, Images, Final price, Currency, Discount, Initial price, and more.
Yelp businesses reviews
Business id, Review auther, Rating, Date, Content, Review image, Reactions, Replies, and more.
NBA players' stats
URL, Player name, Player games played, Player games started, Player minutes per game, Player points per game, Player offensive rebounds per game, Player defensive rebounds per game, and more.
Zillow price history
URL, Zpid, Date, Event, Posting is rental, Price, Price change rate, Price per squarefoot, and more.
Myntra products
URL, Product id, Title, Product description, Rating, Ratings count, Initial price, Discount, and more.
Trustpilot business reviews
Company name, Review id, Review date, Review rating, Review title, Review content, Is verified review, Review date of experience, and more.
Target
URL, Product id, Title, Product description, Rating, Reviews count, Initial price, Discount, and more.
Indeed companies info
Name, Description, URL, Work happiness, Jobs categories, Website, Industry, Company size, and more.
Sephora products
URL, ID, Name, Sku, In stock, Regular price, Actual price, Unit price, and more.
Reuters news
ID, URL, Author, Headline, Topics, Publication date, Updated last, Description, and more.
Zoopla properties listing information
URL, Property type, Property title, Address, Google map location, Virtual tour, Street view, URL property, and more.
carsales.com.au - Cars Listings
Car id, URL, Manufacturer, Model, Badge, Colour, Year, Price, and more.
Ozon.ru products
URL, Sku, Breadcrumbs, Name, Rating, Review count, Description, Image, and more.
Reddit - Comments
URL, Comment id, User posted, Comment, Date posted, Post url, Post id, Community name, and more.
BBC news
ID, URL, Author, Headline, Topics, Publication date, Content, Videos, and more.
Owler companies information
CompanyID, Ownership, IndustrySectors, Revenue, Founded, CompanyName, Country, EmployeeCount, and more.
Pinterest - Posts
URL, Post id, Title, Content, Date posted, User name, User url, User id, and more.
H&M - Products
Category tree, Color, Country code, County of origin, Currency, Delivery, Description, Domain, and more.
Wikipedia articles
URL, Title, Table of contents, Raw text, Cataloged text, Images, See also, References, and more.
Slintel 6sense company information
Name, About, Num employees, Type, Industries, Techstack arr, Country code, Website, and more.
US lawyers directory
URL, Address, Admission, Areas of practice, Isln, Law school attended, Location, Name, and more.
Youtube - Comments
Comment id, Comment text, Likes, Replies, Username, Username md5, User channel, Date, and more.
Webmotors Brasil - Cars Listings
ID SELLER, ID, URL, Tipo, Marca, Modelo, Ano, Variante, and more.
Realtor international properties listings
URL, ID, Title, Price, Currency, Description, Images, Bedrooms, and more.
Tokopedia Products
Product id, Title, URL, Currency, Delivery, Final price, Initial price, Seller name, and more.
Facebook Company Reviews
Company name, Company id, Company url, URL, Review time, Recommends, Review content, Review attachments, and more.
Lowes.com
URL, Domain, Marketplace pn, Sku, Other pn, Model number, Gtin ean pn, Product name, and more.
Facebook - Reels by profile URL
URL, Post id, User url, User username raw, Content, Date posted, Hashtags, Num comments, and more.
CNN news
ID, URL, Author, Headline, Topics, Publication date, Updated last, Content, and more.
Creative Commons Images
URL, Title, Description, Image url, Creators, License, Keyword, Type, and more.
Xing social network
Account id, FamilyName, Gender, Membership, Country code, Experience, Education, Languages, and more.
OLX Brazil - marketplace ads
Body, Subject, Currency, PriceValue, ProfessionalAnnouncement, Category, ParentCategoryName, CategoryName, and more.
Digikey - Products
Product url, Category url, Part number, Description, Manufacturer, Manufacturer url, Datasheet url, Rohs compliant, and more.
Wildberries.ru products
URL, Sku, Breadcrumbs, Name, Rating, Review count, Image, Brand, and more.
Zalando products
Domain, Country code, URL, Sku, Condition, Gender, Product name, Brand, and more.
Mouser - Products
Product url, Category url, Mouser part num, Mfr part number, Manufacturer, Image, Image high, Manufacturer url, and more.
Asos - Products
URL, Name, Brand, Description, About me, Availability, Buy the look, Category, and more.
Lego - Products
Product name, Category, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Apple App Store
URL, Title, Sub title, Developer, Top charts, Monetization features, Image, Screenshots, and more.
Creative Commons 3D Models
URL, ID, Domain, Title, Description, License, Images, Creator details, and more.
Facebook Events
Event id, URL, Main image, Event date, Title, People responded, Event by, Location, and more.
Pitchbook People Profiles
URL, ID, Name, Biography, Primary position, Commpany, Company url, Education, and more.
Pinterest - Profiles
URL, Profile picture, Name, Nickname, Website, Bio, Following count, Follower count, and more.
Wayfair products
URL, Product id, Title, Rating, Reviews count, Initial price, Discount, Final price, and more.
Bluesky - Posts
URL, Post id, Post date, Posted by, Post text, Comments, Reposts, Likes, and more.
Manta businesses
Company name, Business state, Sic code, Phone number, Website, Business categories, Business city, Business country, and more.
Chanel Products
Product name, Product description, Country, Currency, Color, Variations, Free sample, Image slider, and more.
Lazada - Reviews
URL, Title, Rating, Reviews, Seller name, Sku, Mpn, Is super seller, and more.
Google Shopping products search US
URL, Product id, Title, Final price, Initial price, Currency, Rating, Reviews count, and more.
Nordstrom products
URL, Domain, Country code, Marketplace pn, Other pn, Upc, Model number, Gtin ean pn, and more.
Dior - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Metrocuadrado - Properties Listings
URL, ID, Precio, Habitaciones, Banos, Dimension propiedad, Dimension terreno, Comuna Ciudad, and more.
Top 500 Bluesky Profiles
URL, Did, Handle, Display name, Created date, Description, Followers count, Follows count, and more.
Quora posts
URL, Post id, Author name, Title, Post date, Originally answered, Over all answers, Post text, and more.
VentureRadar company information
URL, Location, Name, Country code, Ownership, Score, Auto analyst score, Website popularity, and more.
Trustradius product reviews
URL, Product id, Product name, Review id, Review url, Review title, Review rating, Review date, and more.
AE.com - Complete Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Home Depot CA
Domain, Country code, URL, Model number, Sku, Product name, Manufacturer, Description, and more.
Inmuebles24 Mexico - Properties Listings
URL, Title, GeneratedTitle, Description, Seller, Precio, Publicado hace, CreatedDate, and more.
Twitch - streams dataset
URL, Stream id, Streamer name, Verified partner, Stream title, Tags, Viewers number, Stream time, and more.
Vimeo - Videos posts
Video id, Title, URL, Uploader, Video url, Video length, Views, Likes, and more.
Google Play Store reviews
URL, Review id, Reviewer name, Review date, Review rating, Review, Found helpful, App url, and more.
Chileautos Chile - Cars Listings
URL, Marca, Modelo, Ano, Variante, Kilometraje, Condicion, Combustible, and more.
Hermes- Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Zonaprop Argentina - Properties Listing
URL, Title, GeneratedTitle, Imagenes, Numero de imagenes, Description, Precio, Currency, and more.
Toysrus - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Reviews count, and more.
Yapo Chile - marketplace ads
Title, Description, Seller name, Root category id, Root category name, Parent category id, Parent category name, Active, and more.
World zipcodes
Country, Region, City state, Codes list, Timestamp, Requested timestamp, Input, Warning, and more.
Carsales Cars Listings search page information
Car id, URL, Manufacturer, Model, Badge, Year, Price, Currency, and more.
Apple App Store reviews
URL, Review id, Review title, Review rating, Reviewer name, Review date, Review, Developer response, and more.
Ashleyfurniture - Products
Product name, Brand, Initial price, Final price, Currency, In stock, Availability, Color, and more.
Lazada products search (GMV)
URL, Name, Price, Currency, Number sold, Sku, Image url, Rating, and more.
Mango Products
Product name, Price, Image, Size, Product article, Availability, Description, Colour code, and more.
Balenciaga.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Mediamarkt.de products
Brand, Description, Manufacturer, Ean, Sku, Initial price, Final price, In stock, and more.
Toctoc - Properties Listings
Imagen, No de imagenes, Descripcion, Precio, Currency, Ubicacion, Habitaciones, Banos, and more.
Fendi Products
Product id, URL, Product name, Product description, Short description, Image, Price, Currency, and more.
Zara Home Products
Category id, Category key, Category name, Product id, Product name, Price, Price discount, Price with fillings, and more.
Ysl.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Infocasas Uruguay - Properties Listings
URL, ID, Imagen, Descripcion, Precio, Ubicacion, Habitaciones, Banos, and more.
Walmart - products zipcodes
URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Carters.com - Products
Product name, Description, In stock, Availability, Color, Size, Reviews count, Category url, and more.
Prada.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Fanatics.com - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Color, and more.
Bottegaveneta.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Massimo Dutti - Products
URL, Title, Price, Product type, Family name, Subfamily name, Images, Size, and more.
Properati Argentina and Colombia - Properties Listings
Type, Name, Estrato, Habitaciones, Banos, M2, Descripcion, Precio, and more.
Loewe.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Crateandbarrel - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Availability, and more.
Sleepnumber.com - Products
Description, Initial price, Final price, Currency, In stock, Color, Size, Reviews count, and more.
Berluti.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Delvaux - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Moynat.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Agoda Properties Listings
URL, Hotel id, Title, Location, Country, City, Metro railway access, Images, and more.
Celine.com - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Zillow Full Properties Information
URL, Photos, Responsive photos, Has vr model, Description, Home status, Contingent listing type, What i love, and more.
llbean.com - Products
IDentity, Product name, URL, Description, Category tree, Color, Country code, County of origin, and more.
Mybobs.com - Products
Product name, Initial price, Final price, Currency, In stock, Main image, Category tree, Country code, and more.
Montblanc - Products
Product name, Description, Country, Currency, In stock, Size, Color, Main image, and more.
Raymourflanigan.com - Products
Product name, Seller name, Brand, Description, Initial price, Final price, Currency, In stock, and more.
ChatGPT Search
URL, Prompt, Answer html, Answer text, Links attached, Citations, Recommendations, Country, and more.
Mattressfirm - Products
Product name, Brand, Description, Initial price, Final price, Currency, In stock, Color, and more.
La-z-boy.com - Products
Product name, Description, Initial price, Final price, Currency, In stock, Size, Reviews count, and more.
Zillow properties search page
URL, Zpid, Zipcode, Description, City, Country, State, Address, and more.
219+LinkedIn people search
URL, Name, Subtitle, Location, Experience, Education, Avatar, First name, and more.
219+Euka TikTok Shop Influencers
Profile url, URL, Profile name, Image url, Bio, Email, Product category, Followers count, and more.
Walmart products search
ID, URL, Typename, Buy box suppression, Similar items, Us item id, Is bad split, Name, and more.
Perplexity Search
URL, Prompt, Answer html, Answer text, Sources, Country, Source html, and more.
TikTok - Posts by URL Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
TikTok - Posts by Profile Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
TikTok - Posts by Search URL Fast API
URL, Post id, Description, Create time, Digg count, Share count, Collect count, Comment count, and more.
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Enriched Datasets
Save time and resources with pre-built datasets that combine multiple sources into one clean dataset
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Export data via S3, API, Webhook, and more, to match your infrastructure.
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Receive data in JSON, CSV, Parquet, or compressed formats to suit your needs.
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Discover how data can work for you
Power AI and LLMs with rich, endless data
Access high-quality datasets to train and optimize AI and ML models for personalized content, image recognition, and LLM advancements.
RELEVANT DATASETS:
Text, Images, Videos ,3D Models, and more.
Transform data into smarter investments
Leverage financial data to track company growth, spot market trends, and benchmark industry performance.
RELEVANT DATASETS:
LinkedIn Companies, CrunchBase, Enriched companies data, and more.
Drive growth with sales opportunities and insights
Enhance your lead database, uncover new opportunities, prioritize high-value prospects, automate lead scoring, and identify purchase intent.
RELEVANT DATASETS:
LinkedIn People, Enriched employee data, and more.
Gain a competitive edge with real-time intelligence
Analyze marketing metrics, brand sentiment, influencer performance, and campaign success while staying informed on competitor pricing, regulatory updates, and talent trends to refine strategies and maintain a market advantage.
RELEVANT DATASETS:
Instagram profiles, TikTok posts, Facebook groups, and more.
Discover data-driven property opportunities
Monitor listing data, market trends, and property forecasts to identify investment opportunities, predict market shifts, and make smarter real estate investments.
RELEVANT DATASETS:
Zillow properties, Airbnb, and more.
Dataset Pricing
Refresh rate
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- Refreshed monthly
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Top-Rated by Users
Bright Data is a leading web data platform, trusted by over 20,000 customers worldwide. It offers award-winning proxy networks, AI-powered web scrapers, and business-ready datasets, enabling efficient and reliable data collection across various industries.
Datasets FAQs
What are Bright Data’s Marketplace Datasets?
Bright Data Dataset Marketplace are validated collections of high-quality datasets covering various topics, sourced from various reliable and diverse public online data sources. These datasets are meticulously gathered, cleaned, and structured to provide valuable business insights.
What types of datasets are available through Bright Data?
Bright Data offers diverse datasets spanning industries such as AI and LLMs, e-commerce, finance, travel, social media, and more. These datasets encompass various data types, including text, images, videos, and structured data, providing comprehensive coverage for different analytical needs.
Are the datasets in the marketplace customizable?
Yes, we get that different projects have unique requirements. This is why we offer customization options for datasets, allowing users to tailor the data to specific parameters such as timeframes, geographic regions, or specific data fields. This ensures that the datasets you receive are perfectly suited to your needs.
Are Bright Data Datasets ethically sourced?
Bright Data prioritizes ethical data-sourcing practices. They adhere to strict ethical guidelines and comply with all relevant regulations to ensure that the data provided is obtained ethically and legally. Additionally, Bright Data is committed to maintaining the privacy and security of data subjects and users.
Can I trust the quality of Bright Data Datasets?
Yes. Each dataset undergoes rigorous quality assurance processes to ensure accuracy, reliability, and relevance. Additionally, we continuously update and refresh our datasets to reflect the latest information, ensuring that users always have access to the most current data.
What are some common use cases for Bright Data Datasets?
Common use cases include machine learning and AI model training, product enrichment, market research, trend analysis, sentiment analysis.
What data formats and delivery methods does Bright Data support?
Data formats are available in JSON, NDJSON, CSV, XLSX and Parquet. Datasets can be delivered via Snowflake, Webhook, Google Cloud, Email, PubSub, Amazon S3, SFTP or Azure. You can also iInitiate requests through API for on-demand data.
What If I want fresh, up-to-date datasets?
Not a problem. Before proceeding to checkout, you will be able to define the time range of the data freshness you would like to get.
What is the difference between pre-collected and fresh data?
You can choose between instantly available datasets, with data dating back from a few days to a couple of months, or freshly collected data.
Do you have subscription options?
Yes. You can subscribe to any dataset and receive fresh data directly to your storage on a daily, weekly, monthly, quarterly or yearly basis.