SpendView

Consumer Spend Data for

Monthly card-based spend, transactions and basket size

Advan Researchs SpendView dataset tracks de-identified consumer card transactions across the United States, scaled to approximate total consumer-card volume.

Monthly spend and transactions

In-store vs. online split

Share of total spend by channel.

ChannelSpendTransactionsAvg ticket

Geographic breakdown

Top cities

CitySpendTransactionsAvg ticket

About

Wayfair (NYSE: W) is a pure-play online retailer specializing in furniture and home goods, operating through its primary platform wayfair.com alongside subsidiary brands including Joss & Main, AllModern, Birch Lane, and Perigold. The company maintains no material physical retail presence, instead leveraging a drop-ship model to offer an extensive product catalog. This operational structure typically results in larger average transaction values compared to traditional brick-and-mortar retailers, reflecting the nature of furniture and home furnishings commerce.

The 2019–2021 period analyzed in this dataset captures significant shifts in consumer behavior within home categories. The initial pandemic-driven surge in e-commerce spending on home goods beginning in 2020 represents a notable inflection point, followed by gradual normalization as restrictions eased. Throughout this interval, Wayfair's large average basket sizes reflect consumer purchasing patterns in furniture and home décor, providing insights into discretionary spending dynamics during a period of substantial economic and behavioral volatility.

Methodology. Figures are derived from a de-identified consumer card transaction panel and scaled to approximate total U.S. card-based consumer spend. Spend is reported in nominal dollars. State and city figures in the Geography section are computed from the brand × state × channel aggregates in Advans SpendView panel. Avg basket is total spend divided by total transactions for the same scope. Numbers represent measured consumer card volume only and should not be interpreted as company-reported revenue.