--- title: "Transparent Labs" slug: transparent-labs date: 2026-08-11T07:30:20+00:00 modified: 2026-10-07T11:46:25+00:00 permalink: https://brightdata.com/products/datasets/transparent-labs type: page --- Datasets [Dataset Marketplace](#anc_marketp) [Pricing](#anc_dspricing) [AI Filter](#anc_filter) [Bundles](#anc_bundles) [Data for Agents](#anc_llm) [FAQs](#anc_faq) [![4.6 out of five star rating on Trustpilot](https://brightdata.com/wp-content/themes/brightdata/assets/images/social/tp_short_dark.svg?ver=16052024)](https://www.trustpilot.com/review/brightdata.com "4.6 out of five star rating on Trustpilot")[![4.7 out of 5 stars rating on G2](https://brightdata.com/wp-content/themes/brightdata/assets/images/social/g2_short_dark.svg?ver=16052024)](https://www.g2.com/products/bright-data/reviews "4.7 out of 5 stars rating on G2")[![4.8 out of 5 stars rating on Capterra](https://brightdata.com/wp-content/themes/brightdata/assets/images/social/capterra_short_dark.svg?ver=16052024)](https://www.capterra.com/p/208755/Bright-Data "4.8 out of 5 stars rating on Capterra") # Transparent Labs Datasets Transparent Labs ecommerce data powers competitive intelligence and market research. Includes product URLs, IDs, descriptions, categories, and brands. Contact sales[Start with Google](#) ![](https://media.brightdata.com/2026/08/transparent_labs_dataset_hero.svg) Data-fields 32 Total records 304+ Starts at Up to $0.0025 per record Min Order $250 ## Trusted by 50,000+ customers worldwide DATASET MARKETPLACE ## Available eCommerce Datasets Access comprehensive Transparent Labs ecommerce datasets with product information, categories, and brand intelligence for competitive analysis and market research. - Demo data in JSON/CSV - Fresh records - Customize, enrich, and format the data ### Amazon products Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more. eCommerce Popular 38.6K+ 6K+ Buy Now ### Amazon Reviews URL, Product name, Product rating, Product rating object, Product rating max, Rating, Author name, Asin, and more. eCommerce 8.2K+ 927+ Buy Now ### Walmart - products URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more. eCommerce 6K+ 931+ Buy Now ### TikTok Shop URL, Title, Available, Description, Currency, Initial price, Final price, Discount percent, and more. eCommerce 6K+ 700+ Buy Now ### Shein- Products Product name, Description, Initial price, Final price, Currency, In stock, Color, Size, and more. eCommerce 3K+ 411+ Buy Now ### eBay URL, Product id, Title, Seller name, Seller rating, Seller reviews, Breadcrumbs, Root category, and more. eCommerce 2.8K+ 384+ Buy Now ### Amazon sellers info Seller id, URL, Seller name, Description, Detailed info, Stars, Feedbacks, Return policy, and more. eCommerce 2.7K+ 400+ Buy Now ### Google Shopping URL, Product id, Title, Product description, Rating, Reviews count, Images, Variations, and more. eCommerce 2.6K+ 208+ Buy Now ### Home Depot US URL, Domain, Country code, Model number, Sku, Product id, Product name, Manufacturer, and more. eCommerce 2.3K+ 374+ Buy Now ### Amazon products global dataset Title, Seller name, Brand, Description, Initial price, Currency, Availability, Reviews count, and more. eCommerce 2.2K+ 383+ Buy Now ### Etsy URL, Product id, Listing inventory id, Title, Rating, Reviews count shop, Reviews count item, Initial price, and more. eCommerce 2K+ 332+ Buy Now ### Amazon best seller products Title, Seller name, Brand, Description, Initial price, Final price, Final price high, Currency, and more. eCommerce 1.9K+ 267+ Buy Now ### Amazon products search Asin, URL, Name, Sponsored, Initial price, Final price, Currency, Sold, and more. eCommerce 1.7K+ 188+ Buy Now ### Target URL, Product id, Title, Product description, Rating, Reviews count, Initial price, Discount, and more. eCommerce 1.4K+ 191+ Buy Now ### Amazon Walmart URL, Title amazon, Seller name amazon, Brand amazon, Description amazon, Initial price amazon, Currency amazon, Availability amazon, and more. eCommerce 1.2K+ 135+ Buy Now ### Best Buy products URL, Product id, Title, Images, Final price, Currency, Discount, Initial price, and more. eCommerce 1.2K+ 159+ Buy Now ### Zara - Products Category id, Product id, Product name, Price, Currency, Colour code, Colour, Description, and more. eCommerce 1.2K+ 211+ Buy Now ### Lowes.com URL, Domain, Marketplace pn, Sku, Other pn, Model number, Gtin ean pn, Product name, and more. eCommerce 1.1K+ 174+ Buy Now ### Lazada - Products URL, Title, Rating, Reviews, Initial price, Final price, Currency, Stock, and more. eCommerce 1.1K+ 171+ Buy Now ### Ozon.ru products URL, Sku, Breadcrumbs, Name, Rating, Review count, Description, Image, and more. eCommerce 974+ 119+ Buy Now ### Walmart sellers info Seller id, URL, Catalog seller id, Seller name, Seller display name, Seller email, Seller phone, Seller about us, and more. eCommerce 964+ 94+ Buy Now ### Ikea - Products Description, In stock, Color, Size, Reviews count, Main image, Category url, Category, and more. eCommerce 963+ 153+ Buy Now ### Naver products URL, Product id, Title, Original price, Final price, Discount rate, Currency, Description, and more. eCommerce 921+ 52+ Buy Now ### Sephora products URL, ID, Name, Sku, In stock, Regular price, Actual price, Unit price, and more. eCommerce 899+ 127+ Buy Now ### Wayfair products URL, Product id, Title, Rating, Reviews count, Initial price, Discount, Final price, and more. eCommerce 898+ 97+ Buy Now ### mercadolivre.com.br products URL, Product id, Title, Breadcrumbs, Category, Tags, Final price, Original price, and more. eCommerce 877+ 52+ Buy Now ### Google Shopping products search US URL, Product id, Title, Final price, Initial price, Currency, Rating, Reviews count, and more. eCommerce 856+ 42+ Buy Now ### Digikey - Products Product url, Category url, Part number, Description, Manufacturer, Manufacturer url, Datasheet url, Rohs compliant, and more. eCommerce 805+ 83+ Buy Now ### Mouser - Products Product url, Category url, Mouser part num, Mfr part number, Manufacturer, Image, Image high, Manufacturer url, and more. eCommerce 796+ 100+ Buy Now ### Google Play Store reviews URL, Review id, Reviewer name, Review date, Review rating, Review, Found helpful, App url, and more. eCommerce 758+ 39+ Buy Now The dataset you're looking for is on its way Let us know what you need, and we’ll have it ready for you soon! Get dataset Load more ### Need real time Transparent Labs data? Use our [ Transparent Labs Scraper API](https://brightdata.com/products/web-scraper/transparent-labs) ### Transparent Labs Datasets Pricing Refresh rate One-time Biannual Save 25% Quarterly Save 50% Monthly Save 80% 100K 500K 1M 5M 20M Complete Dataset 3TB - Clean and validated - Refreshed monthly - JSON/CSV/Parquet - Clean and validated - Refreshed monthly - JSON/CSV/Parquet Records ${val_text} Price per 1k records ${price} Refresh discount ${disc_mark}${discount}% Total Price ${total} Buy Now `; } function pricing\_range\_ent\_tooltip\_ds\_tpl(){ return ` Interested in a dataset with more than **20M records?** Check out the marketplace now and get up to 90% discount. `; } Your browser does not support the video tag. ### Filter the Transparent Labs dataset with a single prompt Describe exactly what you need, and let AI apply the perfect filters in seconds. - Describe data needs in plain English - AI applies accurate filters automatically - Narrow huge datasets to only what matters to you - Cut costs by skipping irrelevant data - Export filtered data in your preferred format Available delivery options ## Maximize value with strategic cost savings ### Smart data updates Access only "New Records" or "Updated Records," ensuring you pay only for what you need". ### Dataset bundles Gain greater value by purchasing two or more datasets together, with exclusive discounts. ### Volume discounts Get more for less with significant savings when purchasing large datasets or updates subscriptions. ### Enriched Datasets Save time and resources with pre-built datasets that combine multiple sources into one clean dataset. Buy dataset ## Transparent Labs dataset sample The Transparent Labs dataset provides detailed ecommerce product information including url, item\_id, variant\_id, title, description, product\_category, category\_tree, and brand. Each record contains comprehensive data about ecommerce products. This structured data enables competitive analysis, price tracking, and market research. Data sample Dictionary Search attribute ### Datasets Pricing Refresh rate One-time Biannual Save 25% Quarterly Save 50% Monthly Save 80% 100K 500K 1M 5M 20M Complete Dataset 3TB - Clean and validated - Refreshed monthly - JSON/CSV/Parquet - Clean and validated - Refreshed monthly - JSON/CSV/Parquet Records ${val_text} Price per 1k records ${price} Refresh discount ${disc_mark}${discount}% Total Price ${total} Buy Now `; } function pricing\_range\_ent\_tooltip\_ds\_tpl(){ return ` Interested in a dataset with more than **20M records?** Check out the marketplace now and get up to 90% discount. `; } ## Power AI Agents Instantly #### Our Transparent Labs datasets are AI/LLM-optimized: clearly structured, well-documented, with code and recipes for easy LLM/chatbot integration. ### Structured & Clean Pre-processed data with consistent schemas, perfect for AI model training and inference. ### Code Examples Ready-to-use Python, Node.js, cURL, PHP, Go, Java, and Ruby snippets for easy integration with AI workflows. ### Documentation Comprehensive guides and notebooks for ChatGPT, Claude, and other LLM integrations. cURL ```bash curl --request GET --url https://api.brightdata.com/datasets/snapshots/{id}/download --header 'Authorization: Bearer ' ``` Python ```python import requests url = "https://api.brightdata.com/datasets/snapshots/{id}/download" headers = {"Authorization": "Bearer "} response = requests.get(url, headers=headers) print(response.json()) ``` Javascript ```javascript const url = 'https://api.brightdata.com/datasets/snapshots/{id}/download'; const options = {method: 'GET', headers: {Authorization: 'Bearer '}, body: undefined}; try { const response = await fetch(url, options); const data = await response.json(); console.log(data); } catch (error) { console.error(error); } ``` Java ```java HttpResponse response = Unirest.get("https://api.brightdata.com/datasets/snapshots/{id}/download") .header("Authorization", "Bearer ") .asString(); ``` Ruby ```ruby require 'uri' require 'net/http' url = URI("https://api.brightdata.com/datasets/snapshots/{id}/download") http = Net::HTTP.new(url.host, url.port) http.use_ssl = true request = Net::HTTP::Get.new(url) request["Authorization"] = 'Bearer ' response = http.request(request) puts response.read_body ``` Buy dataset ## Transparent Labs datasets tailored to your needs Get easy to use, well-structured datasets for any use case ### Data subscription Subscribe to access datasets at a significantly reduced cost. ### File output formats JSON, NDJSON, JSON Lines, CSV, Parquet. Optional .gz compression. ### Flexible delivery Snowflake, Amazon S3 bucket, Google Cloud, Azure, and SFTP. ### Scalable data Scale without worrying about infra, proxy servers, or blocks. ### Cost savings Customize any dataset using filters and formatting options. ### Code maintenance Datasets are maintained based on website structure changes. ### Simplified integrations Benefit from integrations with Snowflake and AWS. ### 24/7 support A dedicated team of data professionals is here to help. ### Leaders in compliance Data is ethically obtained and compliant with all privacy laws. ## Get structured and reliable Transparent Labs data Buy now ## We’ll provide the data while you focus on the rest ### High-volume web data With our unblocking capabilities and round-the-clock IP rotation we ensure access to all data points on a website. ### Data for immediate use Every aspect of the data collection process is thoroughly validated as part of our robust data validation process. ### Automated data flow Create custom schedules to automate data delivery and watch the data flow seamlessly into your storage. ## How companies use Transparent Labs datasets Pricing strategy ### Pricing Optimization Define a pricing strategy and create dynamic pricing models by matching similar products and categories among competitors. Buy now Product inventory ### Identify Gaps Identify product inventory gaps, increased demand for certain products, and products that are trending with consumers. Buy now Market strategy ### Market Strategy Optimization Leverage the Transparent Labs dataset to perform market strategy analysis, identifying key trends and customer preferences. Buy now Bright Data is used by world's top brands - [ --- Elio Narciso Co-founder and CEO at ScaleStack ](https://www.youtube.com/embed/j0BYFsK3k54) - [ --- Jessica Zizzamia Head of Product at Vibeslist ](https://www.youtube.com/embed/Qki-yHyCYt4) - [ --- Arjun Chintapalli Co-Founder & CTO of RTRVR ](https://www.youtube.com/embed/xUhRwFPIphI) - [ --- TJ Richardson Co-founder at Fundable ](https://www.youtube.com/embed/fT0ndFBQ-Vs) - [ --- Saroop Bharwani Co-founder at Senso ](https://www.youtube.com/embed/6Lo0w1hxAso) - [ --- Constantine Janashvilli Co-founder at Parallax Vision ](https://www.youtube.com/embed/vcfDCWutHyo) - [ --- Bhavani Kalisetty Co-Founder & CTO of RTRVR ](https://www.youtube.com/embed/EcBiLXl57N0) ## Transparent Labs Dataset FAQs [### How often is the Transparent Labs dataset updated?](<#How often is the Transparent Labs dataset updated?>)The Transparent Labs dataset is available with flexible refresh schedules: one-time, bi-annual, quarterly, monthly, weekly, or daily - with deeper discounts for higher-frequency subscriptions (up to 80% off on monthly plans). You can also choose between **pre-collected data** (instantly available, collected within the last days to months) or **freshly collected data** gathered on-demand at the time of your order. The freshness window can be defined before checkout. [### Can I purchase a subset of the Transparent Labs dataset?](<#Can I purchase a subset of the Transparent Labs dataset?>)Yes. You can filter the Transparent Labs dataset to include only the records and data fields you need - by geography, timeframe, category, or any supported field - using Bright Data's AI-powered filter tool or the [Filter Dataset API](https://docs.brightdata.com/api-reference/marketplace-dataset-api/filter-dataset). You only pay for the records in your filtered snapshot, which can substantially reduce cost. Filters support operators like equals, includes, greater than, is null, and more, with up to 3 levels of nested logic. [### What formats and delivery options are available for the Transparent Labs dataset?](<#What formats and delivery options are available for the Transparent Labs dataset?>)The Transparent Labs dataset is delivered in your choice of **JSON, NDJSON, JSON Lines, CSV, XLSX, or Parquet**, with optional **.gz compression**. Delivery destinations include: **Amazon S3, Google Cloud Storage, Microsoft Azure Blob, Snowflake, Google PubSub, SFTP, Webhook, or Email**. You can also download directly via the Control Panel (up to 5 GB) or retrieve programmatically via the [Snapshot Download API](https://docs.brightdata.com/api-reference/marketplace-dataset-api/download-the-file-by-snapshot_id). For snapshots larger than 5 GB, download links are sent by email. [### Can I get a free sample of the Transparent Labs dataset before purchasing?](<#Can I get a free sample of the Transparent Labs dataset before purchasing?>)Yes. Every dataset in the Bright Data Marketplace - including the Transparent Labs dataset - offers a downloadable data sample at no cost. You can preview the data schema, field definitions, and a representative set of records to evaluate quality, coverage, and relevance before committing to a purchase. Samples are available directly from the dataset page in the [Bright Data Marketplace](/products/datasets). [### Can I request specific data fields or a custom version of the Transparent Labs dataset?](<#Can I request specific data fields or a custom version of the Transparent Labs dataset?>)Yes. You can customize the Transparent Labs dataset to include only the specific fields you need, hiding irrelevant columns to reduce cost and simplify integration. For more advanced needs - such as a proprietary data schema, enriched fields, or a source not currently in the marketplace - Bright Data's team can build a custom dataset tailored to your requirements. Contact the sales team to discuss your use case. [### How does the Transparent Labs dataset integrate with my existing systems and workflows?](<#How does the Transparent Labs dataset integrate with my existing systems and workflows?>)The Transparent Labs dataset is built for seamless integration. You can pull data programmatically using the [Marketplace Dataset API](https://docs.brightdata.com/api-reference/marketplace-dataset-api/filter-dataset) (with SDKs available for Python and JavaScript), push results directly to your data warehouse or cloud storage, or connect via native integrations with tools like **Snowflake, AWS, Google Cloud, Databricks**, and automation platforms like **Zapier, Make.com, and n8n**. The async workflow (trigger - poll - download) makes it easy to embed into any pipeline. [### Is the Transparent Labs dataset ethically sourced and legally compliant?](<#Is the Transparent Labs dataset ethically sourced and legally compliant?>)Yes. All Bright Data datasets - including Transparent Labs - are collected exclusively from **publicly available online sources** in compliance with applicable laws and regulations, including **GDPR, CCPA**, and Bright Data's own Code of Ethics. Bright Data holds **ISO 27001 certification** and is SOC 2 compliant. Data undergoes rigorous quality assurance before delivery. You can review Bright Data's full compliance posture at the [Trust Center](/trustcenter). [### What does the Transparent Labs dataset cost, and are there volume discounts?](<#What does the Transparent Labs dataset cost, and are there volume discounts?>)Pricing for the Transparent Labs dataset starts at **$250 for 100K records** (approximately $0.0025 per record) for a one-time purchase. Subscription plans unlock significant savings: up to **25% off bi-annual, 50% off quarterly, and 80% off monthly** refresh plans. Volume tiers are available for 100K, 500K, 1M, 5M, and 20M+ records. Dataset bundles (purchasing two or more datasets together) and smart update options (paying only for new or changed records) provide additional savings. For enterprise-scale pricing, contact the Bright Data sales team. [### What is a snapshot, and how does the Transparent Labs dataset delivery process work?](<#What is a snapshot, and how does the Transparent Labs dataset delivery process work?>)When you order the Transparent Labs dataset - or filter it via API - Bright Data generates a **snapshot**: a point-in-time export of your selected records. The async workflow runs as follows: (1) your order or API call **triggers** the collection job; (2) you can **poll** the job status using the snapshot ID; (3) once complete, you **download** the snapshot via the API or your configured delivery destination. Snapshot metadata (including error codes and initiation type) is accessible via the [Snapshot Metadata API](https://docs.brightdata.com/api-reference/marketplace-dataset-api/get-snapshot-meta). [### Can I use the Transparent Labs dataset for AI and machine learning projects?](<#Can I use the Transparent Labs dataset for AI and machine learning projects?>)Yes. The Transparent Labs dataset is structured and validated for immediate use in AI and ML workflows, including **LLM fine-tuning, model training, RAG pipelines, and agent knowledge bases**. Data is delivered in standard ML-ready formats (JSON, Parquet, NDJSON) with consistent schemas and documented field definitions accessible via the [Dataset Metadata API](https://docs.brightdata.com/api-reference/marketplace-dataset-api/get-dataset-metadata). Bright Data also offers specialized AI data packages and a web archive with 50+ PB of historical data for large-scale pre-training. ## Get your Transparent Labs dataset today. Buy dataset