FURNITURE MARKETING SOURCE NOTES Guide: https://furncmo.com/reports/furniture-marketing-2026 Reviewed: October 21, 2026 EVIDENCE STATUS Prior unsupported industry figures, Furn survey/platform results and the claimed Q1 2026 survey methodology have been withdrawn from this page. This revision does not provide a verified Furn customer-performance dataset. Public observations, editorial methods and fictional calculations are separate. 1. BLS — CONSUMER EXPENDITURES IN 2024 https://www.bls.gov/opub/reports/consumer-expenditures/2024/home.htm Locator: Table 2, household furnishings and equipment; notes on consumer units. Observation: USD 2,414 average annual expenditure per consumer unit in 2024. Scope: U.S.; all consumer units; nominal dollars; broader than furniture alone. Not: median, average furniture order, spending among purchasers only, or 2026 forecast. This is deliberately historical; no claim that 2024 is the newest available year. Retain the source's sampling limitations when making comparisons. 2. CENSUS — QUARTERLY RETAIL E-COMMERCE https://www.census.gov/retail/ecommerce.html Locator: Special Notice on Q2 2026 release page. Status checked October 21, 2026: displayed estimates ceased to be most up to date September 28; revised estimates scheduled for November 19, 2026 release. No displayed Q2 value is used here as a current benchmark. Scope: U.S. retail overall, not furniture-specific online purchase share. Read the notice and current release before citing a number. 3. CENSUS — MONTHLY RETAIL TRADE https://www.census.gov/retail/index.html Use: locate sales tables, definitions, release dates and revisions. Record classification, geography, units, adjustment and vintage. Industry establishments and product categories are not interchangeable. No numeric market-size estimate is supplied by this guide. 4. GOOGLE — GA4 ECOMMERCE PURCHASES REPORT https://support.google.com/analytics/answer/12924131?hl=en Use: implementation and metric definitions, not industry performance targets. Ecommerce events must be supplied; integrations can supply some. Item revenue excludes tax and shipping. Check event setup and reconcile with order/refund records before treating analytics as a completed sale ledger. FICTIONAL EXAMPLE IN THE GUIDE Period A: discovery 20/1000; returning 100/1000; total 120/2000 = 6%. Period B: discovery 30/1500; returning 50/500; total 80/2000 = 4%. Channel rates stay at 2% and 10%; traffic mix changes the aggregate rate. The counts are invented and do not represent Furn or a customer's results. MAINTENANCE Owner / source version saved / next review trigger: Check changed releases and update interpretation, downloads and promotion together.