B&H Products
Use our B&H products dataset to explore new products, categories, pricing, and consumer reviews. Popular use cases include identifying inventory gaps, analyzing consumer sentiment, and defining pricing strategies through competitor analysis.
Use it for enrichment, market research, and lead generation — sample the fields free, then pull the records you need on demand.
Data-fields
88
Total records
976.83K
Price
up to $0.005/record
Min order
$350
Data sample
Description
Statistics
Dictionary
Related
Data sample
| mpn | url | gtin | title | item_id | db_source | timestamp | variant_id |
|---|---|---|---|---|---|---|---|
| GL-ALTOSAX-MPCPK | https://www.bhphotovideo.com/c/product/821178-REG/Gator_Cases_GL_ALTOS | Gator Lightweight Alto Sax Case with Mouthpiece Storage (Pink) | 821178 | 1784609272317 | 2026-07-21 | ||
| PE6U2 | https://www.bhphotovideo.com/c/product/1299466-REG/apc_pe6u2_essential | APC PE6U2 Essential SurgeArrest 6-Outlet Surge Protector with USB Char | 1299466 | 1784609272317 | 2026-07-21 | ||
| 3I-2011M103U | https://www.bhphotovideo.com/c/product/1595871-REG/skb_3i_2011m103u_is | 789270001312 | SKB iSeries Injection-Molded 9" Fly Rack (3 RU) | 1595871 | 1784609272317 | 2026-07-21 | |
| BMM24- POWER-BELTCLIP | https://www.bhphotovideo.com/c/product/1794876-REG/bebob_bmm24_power_b | bebob B-Mount Belt Clip 24V | 1794876 | 1784609272317 | 2026-07-21 | ||
| REC-CASE-80-SLV | https://www.bhphotovideo.com/c/product/1642577-REG/reloop_rec_case_80_ | Reloop 80 Record Case (Silver) | 1642577 | 1784609272317 | 2026-07-21 | ||
| OLDL-CTCV200L | https://www.bhphotovideo.com/c/product/1749964-REG/overloud_oldl_ctcv2 | Overloud Choptones Carved V200 Legacy Rig Library for TH-U | 1749964 | 1784609272317 | 2026-07-21 | ||
| Z0W3-MACPRO-2808-BH | https://www.bhphotovideo.com/c/product/1575321-REG/apple_z0w3_macpro_2 | Apple Mac Pro with Afterburner Card | 1575321 | 1784609272317 | 2026-07-21 | ||
| Z0UR-8C-128-1TB-64X | https://www.bhphotovideo.com/c/product/1480378-REG/apple_zour_8c_128_1 | Apple 27" iMac Pro with Retina 5K Display (Early 2019) | 1480378 | 1784609272317 | 2026-07-21 | ||
| 02582-001 | https://www.bhphotovideo.com/c/product/1772124-REG/axis_communications | Axis Communications Harness Center Mount for W100 and W101 Body Worn C | 1772124 | 1784609272317 | 2026-07-21 | ||
| RC-1000N | https://www.bhphotovideo.com/c/product/539548-REG/Kramer_RC_1000N_RC_1 | Kramer RC-1000N Master Programmable Remote Control Panel | 539548 | 1784609272317 | 2026-07-21 | ||
| LB320A | https://www.bhphotovideo.com/c/product/1200734-REG/black_box_lb320a_in | Black Box Industrial 1-Port 10/100 Mbps Ethernet Extender | 1200734 | 1784609272317 | 2026-07-21 | ||
| E-S1X2+D-DR-M | https://www.bhphotovideo.com/c/product/1870323-REG/argosy_e_s1x2_d_dr_ | Argosy Eclipse Workstation for AVID S1x2 and Dock (Left Desk & Upper R | 1870323 | 1784609272317 | 2026-07-21 |
Description
The B&H Products dataset standardizes bhphotovideo.com data into analysis-ready fields:
url, item_id, variant_id, gtin, mpn, title, description, condition, and more.
Use our B&H products dataset to explore new products, categories, pricing, and consumer reviews. Popular use cases include identifying inventory gaps, analyzing consumer sentiment, and defining pricing strategies through competitor analysis.
Common uses include enrichment, lead generation, market and competitor research, and feeding downstream AI models.
976.83K 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 |
0%
|
| gtin | Universal product identifier (GTIN, UPC, ISBN, 8-14 digits) | Text |
19.72%
|
| mpn | Manufacturer part number (max 70 chars) | Text |
94.03%
|
| title | Product title | Text |
100%
|
| description | Full product description | Text |
99.98%
|
| condition | Condition of product (e.g., new, used, refurbished) | Text |
0%
|
| product_category | Category path | Text |
87.95%
|
| category_tree | Hierarchical category breadcrumb with names and URLs | Array |
87.95%
|
| brand | Product brand | Text |
99.93%
|
| material | Primary material(s) (max 100 chars) | Text |
0%
|
| dimensions | Overall dimensions in LxWxH unit format (e.g., 12x8x5 in) | Text |
0%
|
| length | Individual dimension - length (requires width, height, and dimensions_unit) | Number |
0%
|
| width | Individual dimension - width (requires length, height, and dimensions_unit) | Number |
0%
|
| height | Individual dimension - height (requires length, width, and dimensions_unit) | Number |
0%
|
| dimensions_unit | Dimensions unit (e.g., in, cm - required if length/width/height provided) | Text |
0%
|
| weight | Product weight (numeric value) | Number |
0%
|
| item_weight_unit | Product weight unit (e.g., lb, kg - required if weight provided) | Text |
0%
|
| age_group | Target demographic (newborn, infant, toddler, kids, adult) | Text |
0%
|
| image_url | Main product image URL | Text |
100%
|
| additional_image_urls | Extra product images (comma-separated list) | Array |
97.93%
|
| video_url | Product video URL (must be publicly accessible) | Text |
0.22%
|
| additional_video_urls | Extra product videos (must be publicly accessible) | Array |
0.22%
|
| model_3d_url | 3D model URL (GLB/GLTF preferred) | Text |
0%
|
| price | Regular price | Text |
96.6%
|
| sale_price | Discounted price | Text |
4.75%
|
| sale_price_start_date | Sale start date (ISO 8601 format, e.g., 2025-07-01) | Text |
0%
|
| sale_price_end_date | Sale end date (ISO 8601 format, e.g., 2025-07-15) | Text |
0%
|
| unit_pricing_measure | Unit price measure (e.g., 16 oz - requires base_measure) | Text |
0%
|
| base_measure | Base measure for unit pricing (e.g., 1 oz - requires unit_pricing_measure) | Text |
0%
|
| pricing_trend | Pricing trend description (max 80 chars, e.g., 'Lowest price in 6 months') | Text |
0%
|
| availability | Product availability (in_stock, out_of_stock, pre_order, etc.) | Text |
100%
|
| availability_date | Availability date | Text |
27.71%
|
| expiration_date | Remove product after this date (ISO 8601 format, must be future date) | Text |
0%
|
| pickup_method | Pickup options (in_store, reserve, not_supported) | Text |
0%
|
| pickup_sla | Pickup SLA (e.g., 1 day - requires pickup_method) | Text |
0%
|
| group_id | Variant group ID (same for all variants) | Text |
0%
|
| listing_has_variations | Indicates if the listing has variations | Boolean |
99.92%
|
| variant_dict | Variant attributes map as JSON object (e.g., { 'color': 'Blue', 'size': '10' }) | Object |
0.07%
|
| variant_attributes | Currently selected variant attributes as name-value pairs | Array |
16.82%
|
| variants | All available variant options grouped by type | Array |
16.82%
|
| item_group_title | Group product title (max 150 chars, avoid all-caps) | Text |
0%
|
| color | Variant color (max 40 chars) | Text |
0%
|
| size | Variant size (max 20 chars, recommended for apparel) | Text |
0%
|
| size_system | Size system (2-letter country code per ISO 3166, e.g., US) | Text |
0%
|
| gender | Gender target (male, female, unisex) | Text |
0%
|
| offer_id | Offer ID (SKU+seller+price, unique within feed, recommended) | Text |
0.45%
|
| custom_variant1_category | Custom variant dimension 1 category (e.g., Size_Type) | Text |
0%
|
| custom_variant1_option | Custom variant 1 option (e.g., Petite / Tall / Maternity) | Text |
0%
|
| custom_variant2_category | Custom variant dimension 2 category (e.g., Wood_Type) | Text |
0%
|
| custom_variant2_option | Custom variant 2 option (e.g., Oak / Mahogany / Walnut) | Text |
0%
|
| custom_variant3_category | Custom variant dimension 3 category (e.g., Cap_Type) | Text |
0%
|
| custom_variant3_option | Custom variant 3 option (e.g., Snapback / Fitted) | Text |
0%
|
| shipping_price | Shipping method/cost/region (format: country:region:service_class:price, e.g., US:CA:Overnight:16.00 USD) | Text |
0%
|
| delivery_estimate | Estimated arrival date (ISO 8601 format, must be future date) | Text |
0%
|
| is_digital | Indicates if the product is digital (true/false) | Boolean |
0%
|
| store_name | Seller name | Text |
0%
|
| seller_url | Seller page URL | Text |
0%
|
| seller_privacy_policy | Seller-specific privacy policy URL | Text |
99.92%
|
| seller_tos | Seller-specific terms of service URL | Text |
99.92%
|
| accepts_returns | Accepts returns (true/false) | Boolean |
0%
|
| return_deadline_in_days | Days allowed for return (positive integer) | Number |
0%
|
| accepts_exchanges | Accepts exchanges (true/false) | Boolean |
0%
|
| return_policy | Policy URL | Text |
99.92%
|
| return_window | Days allowed for return | Number |
99.91%
|
| popularity_score | Popularity indicator (0-5 scale or merchant-defined, recommended) | Number |
0%
|
| return_rate | Return rate percentage (0-100%) | Number |
0%
|
| warning_url | Product warning URL (must resolve HTTP 200) | Text |
0%
|
| age_restriction | Minimum purchase age (positive integer, recommended) | Number |
0%
|
| review_count | Number of product reviews (non-negative) | Number |
97.93%
|
| star_rating | Average review score (0-5 scale) | Number |
16.85%
|
| store_review_count | Number of brand/store reviews (non-negative) | Number |
0%
|
| store_star_rating | Average store rating (0-5 scale) | Number |
0%
|
| q_and_a | FAQ content (recommended) | Array |
0%
|
| reviews | Review entries (recommended) | Array |
12.14%
|
| product_attributes | Product attributes and specifications as name-value pairs | Array |
0%
|
| features | Product feature bullet points | Array |
0.44%
|
| related_products | Related, similar, or frequently bought together products | Array |
0.18%
|
| related_product_id | Related product IDs (recommended, comma-separated) | Array |
0%
|
| relationship_type | Relationship type (part_of_set, required_part, often_bought_with, substitute, different_brand, accessory) | Text |
0%
|
| target_countries | Target countries of the item | Array |
99.92%
|
| store_country | Store country of the item | Text |
99.92%
|
| geo_price | Price by region with ISO 4217 currency (e.g., 79.99 USD for California) | Text |
0%
|
| geo_availability | Availability per region (e.g., in_stock for Texas, out_of_stock for New York) | Text |
0%
|
| category_urls | List of category URLs for the product breadcrumb trail | Array |
87.87%
|
| all_variations | all_variations | Boolean |
0%
|
| timestamp | Date |
%
|