Books A Million Products
Use our Books-A-Million dataset to track product availability, pricing trends, and inventory across one of America's largest book retailers. Gain critical insights into retail performance, competitive positioning, and consumer product offerings to inform merchandising and pricing strategies. Popular use cases include competitive price monitoring, inventory management optimization, market trend analysis, and retail assortment planning. Use it for enrichment, market research, and lead generation — sample the fields free, then pull the records you need on demand.
Data-fields
34
Total records
1.42M
Price
up to $0.005/record
Min order
$350
Data sample
Description
Statistics
Dictionary
Related
Data sample
| url | title | item_id | db_source | timestamp | variant_id | description | product_category |
|---|---|---|---|---|---|---|---|
| https://www.booksamillion.com/p/LAlination-Mentale-tudes-Psychologique | L'Aliénation Mentale Études Psychologiques : Haschisch, troubles menta | 9791043132667 | 1784611482484 | 2026-07-21 | 9791043132667 | J. Moreau (De Tours) explore les profondeurs de l'ali nation mentale t | Books> Medical> Psychiatry - General |
| https://www.booksamillion.com/p/Storylogic/Marco-Matheus/9798247625063 | Storylogic : Crea historias en 8 pasos para la generación más dispersa | 9798247625063 | 1784611482484 | 2026-07-21 | 9798247625063 | Crea historias de alta retenci n en 8 pasos para la generaci n m s dis | Books> Performing Arts> Screenplays |
| https://www.booksamillion.com/p/Case-Samuel-Mohawk-Indian-Seneca/Samue | Case of Samuel Mohawk, an Indian of the Seneca Tribe, Charged With the | 9781013636721 | 1784611482484 | 2026-07-21 | 9781013636721 | This work has been selected by scholars as being culturally important | Books> Social Science> Social Work |
| https://www.booksamillion.com/p/Tamate-microform/Richard-Lovett/978101 | Tamate [microform] : the Life Story of James Chalmers Told for Young | 9781013581663 | 1784611482484 | 2026-07-21 | 9781013581663 | This work has been selected by scholars as being culturally important | Books> History> United States - 19th Century |
| https://www.booksamillion.com/p/Treatment-Diseases-Eye/Alexander-Turnb | Treatment Of The Diseases Of The Eye : By Means Of Prussic Acid Vapor, | 9781437356670 | 1784611482484 | 2026-07-21 | 9781437356670 | Treatment Of The Diseases Of The Eye: By Means Of Prussic Acid Vapor, | Books> Medical> Essays |
| https://www.booksamillion.com/p/Food-Art-Designed/Daniel-Lucas/9798412 | Food Art Designed : Volume 7 Velvety | 9798412333977 | 1784611482484 | 2026-07-21 | 9798412333977 | Food art designed are a collection of velvety food in my every routine | Books> Photography> General |
| https://www.booksamillion.com/p/Blood-moonlight/Briana-Damon/979823374 | Blood in the moonlight | 9798233740886 | 1784611482484 | 2026-07-21 | 9798233740886 | Sarah Lovely is an ordinary teenage girl leading a typical life until | Books> Fiction> Gothic |
| https://www.booksamillion.com/p/BOUMAC-Macroprogramming-System-Scienti | BOUMAC, a Macroprogramming System for Scientific Computation : NBS Tec | 9781014478375 | 1784611482484 | 2026-07-21 | 9781014478375 | This work has been selected by scholars as being culturally important | Books> Science> Weights & Measures |
| https://www.booksamillion.com/p/Joe-Manygoats-His-Sheep-Story/Paul-Sid | Joe Manygoats and His Sheep The Story of Our Friends Who Live in Dry L | 9781014263407 | 1784611482484 | 2026-07-21 | 9781014263407 | This work has been selected by scholars as being culturally important | Books> History> Indigenous - General |
| https://www.booksamillion.com/p/London-Men-Palestine-How-They/Coldicot | London Men in Palestine and How They Marched to Jerusalem | 9781843426493 | 1784611482484 | 2026-07-21 | 9781843426493 | This item is Non-Returnable | Books> History> Military - General |
| https://www.booksamillion.com/p/Il-modello-tunisino-di-democrazia/Fuad | Il modello tunisino di democrazia nel mondo arabo | 9786208870898 | 1784611482484 | 2026-07-21 | 9786208870898 | Il libro di Fuad Shahbazov ripercorre la storia del regime di Ben Ali | Books> Political Science> General |
| https://www.booksamillion.com/p/Pollen/Tom-Abray/9781897190739 | Pollen | 9781897190739 | 1784611482484 | 2026-07-21 | 9781897190739 | With wit and sensitivity, these tales portray moments of suffering, co | Books> Fiction> Short Stories (single author) |
Description
The Books A Million Products dataset standardizes booksamillion.com data into analysis-ready fields:
url, item_id, variant_id, title, description, product_category, category_tree, brand, and more.
Use our Books-A-Million dataset to track product availability, pricing trends, and inventory across one of America's largest book retailers. Gain critical insights into retail performance, competitive positioning, and consumer product offerings to inform merchandising and pricing strategies. Popular use cases include competitive price monitoring, inventory management optimization, market trend analysis, and retail assortment planning.
Common uses include enrichment, lead generation, market and competitor research, and feeding downstream AI models.
1.42M records available, refreshed monthly, from $0.005 per record — minimum order $350. Preview a sample free before you buy.
Record updates over time
Data dictionary
| Column name | Description | Type | Fill rate |
|---|---|---|---|
| url | Product detail page URL | Url |
100%
|
| item_id | Unique product ID | Text |
100%
|
| variant_id | Unique variant ID | Text |
100%
|
| title | Product title | Text |
99.72%
|
| description | Full product description | Text |
98.41%
|
| product_category | Category path | Text |
92.29%
|
| category_tree | Hierarchical category breadcrumb with names and URLs | Array |
92.29%
|
| brand | Product brand | Text |
100%
|
| image_url | Main product image URL | Text |
100%
|
| price | Regular price | Text |
99.25%
|
| sale_price | Discounted price | Text |
0.12%
|
| availability | Product availability (in_stock, out_of_stock, pre_order, etc.) | Text |
100%
|
| availability_date | Availability date | Text |
0%
|
| group_id | Variant group ID (same for all variants) | Text |
100%
|
| listing_has_variations | Indicates if the listing has variations | Boolean |
100%
|
| variant_attributes | Currently selected variant attributes as name-value pairs | Array |
0%
|
| variants | All available variant options grouped by type | Array |
0%
|
| store_name | Seller name | Text |
100%
|
| seller_url | Seller page URL | Text |
100%
|
| seller_privacy_policy | Seller-specific privacy policy URL | Text |
100%
|
| seller_tos | Seller-specific terms of service URL | Text |
100%
|
| return_policy | Policy URL | Text |
100%
|
| return_window | Days allowed for return | Number |
100%
|
| target_countries | Target countries of the item | Array |
100%
|
| store_country | Store country of the item | Text |
100%
|
| category_urls | List of category URLs for the product breadcrumb trail | Array |
92.29%
|
| all_variations | all_variations | Boolean |
0%
|
| star_rating | Average review score (0-5 scale) | Number |
0.69%
|
| review_count | Number of product reviews (non-negative) | Number |
100%
|
| reviews | Review entries | Array |
0.69%
|
| additional_image_urls | Extra product images (comma-separated list) | Array |
0.03%
|
| gtin | Universal product identifier (GTIN, UPC, ISBN, 8-14 digits) | Text |
100%
|
| mpn | Manufacturer part number (max 70 chars) | Text |
0%
|
| timestamp | Date |
%
|