Online Furniture Retailer Data: comprehensive synthetic dataset tailored for online furniture retail analytics. This dataset captures real-world scenarios across product pricing, delivery windows, shipping logistics, assembly services, payment behavior, and customer satisfaction—ideal.
Key features
1,938 rows, 14 columns
~60% numerical, ~40% categorical for balanced analytics
Realistic furniture categories, brands, and delivery statuses
Delivery windows (1–14 days), shipping and assembly cost logic
Optional assembly services with complexity-based pricing
Customer ratings with natural sparsity for real-world analysis
https://www.kaggle.com/datasets/pratyushpuri/online-furniture-orders-delivery-and-assembly-2025/data
| Column | Type | Description |
|---|---|---|
| order_id | Quantitative | Unique order identifier per transaction. |
| customer_id | Quantitative | Unique customer identifier for cohort and LTV analysis. |
| product_category | Categorical | High-level category (Living Room, Bedroom, Dining Room, Office, Kitchen, Outdoor). |
| product_subcategory | Categorical | Specific item type (e.g., Sofa, Bed Frame, Desk, Patio Set). |
| brand | Categorical | Furniture brand (e.g., IKEA, West Elm, Pottery Barn). May contain nulls. |
| product_price | Quantitative | Base product price in USD, ranges tuned by category. |
| shipping_cost | Quantitative | Shipping fee; free or reduced for higher price points. May contain nulls. |
| assembly_service_requested | Categorical | True/False flag indicating if assembly was requested. |
| assembly_cost | Quantitative | Assembly fee driven by complexity tiers; zero when not requested. May contain nulls. |
| total_amount | Quantitative | All-in order value: product_price + shipping_cost + assembly_cost. |
| delivery_window_days | Quantitative | Promised delivery window in days (1–14). |
| delivery_status | Categorical | Fulfillment status (Pending, In Transit, Delivered, Failed Delivery, Rescheduled, Cancelled). |
| payment_method | Categorical | Payment mode (Credit/Debit Card, PayPal, Apple/Google Pay, Bank Transfer, COD). |
| customer_rating | Quantitative | Post-delivery rating (1.0–5.0) with natural missingness. |
MIT Licensed