CFO services for home, furniture, and bulky goods brands.
When the product is large, shipping is not a line item — it is the margin. We bring finance leadership that puts freight, damage, and returns cost at the product level, audits carrier invoices for the overcharges that are always there, and plans inventory that costs money just to store.
The finance problems that define this segment.
Freight can exceed product margin.
Dimensional-weight pricing, oversize surcharges, residential delivery fees, and fuel surcharges turn a profitable product into a loss on the wrong order; shipping must be costed per stock-keeping unit (SKU) and per zone.
Damage is a cost of the category.
In-transit damage rates of several percent carry replacement product, outbound and inbound freight, and claims that are only recovered if filed.
Returns on bulky items are brutal.
Return shipping, inspection, refurbishment, and resale at a discount make a return cost a multiple of a small-parcel return; return policy is a finance decision.
White-glove and assembly services have their own economics.
Delivery partners, scheduling, and failed-delivery fees need separate margin tracking.
Carrier billing errors are routine.
Misapplied surcharges, incorrect dimensional weights, duplicate charges, and missed service-level refunds are recoverable with a disciplined audit.
Inventory consumes space and capital.
Storage cost per unit is high, and slow SKUs are expensive to hold; placement and 3PL (third-party logistics) selection drive cost.
Lead-time and made-to-order models tie cash and create deferred revenue.
Deposits on custom items and long production lead times require careful recognition and cash planning.
How we run finance here.
- Shipping cost per order by SKU and zone — carrier rates, surcharges, dimensional weight, residential and oversize fees; contribution after shipping by product and region.
- Carrier invoice audit — automated or periodic review of charges against contracts, claims for errors and service failures, recovery tracked as a revenue line.
- Damage and return economics — damage rate by product and carrier, claims filed and recovered, return cost per unit, refurbishment and resale recovery.
- White-glove and assembly margin by partner and region.
- Storage and 3PL cost per unit with placement decisions on a cost basis.
- Deposit and made-to-order accounting — deferred revenue, production commitments, cash timing.
- Carrier contract negotiation support with volume and profile data.
- Owner or sponsor pack with shipping and damage metrics ahead of the statements.
Key metrics we build and report.
| Metric | What it tells you |
|---|---|
| Contribution after shipping by SKU and zone | Where the margin survives |
| Shipping cost as percent of revenue, by product | Freight burden |
| Damage rate and claims recovery | Transit cost control |
| Return rate, return cost per unit, resale recovery | Returns economics |
| Carrier audit recoveries | Billing error leak |
| Storage cost per unit and weeks of supply | Inventory holding cost |
| White-glove / assembly margin | Service line economics |
| Failed-delivery rate and cost | Delivery operations |
| Deposits held and production commitments | Made-to-order cash |
| Surcharge mix (fuel, residential, oversize) | Cost drivers |
Worked example.
An online furniture brand, $31M revenue, freight-class and parcel shipping, two 3PL warehouses.
The plan: zone-based shipping surcharges or thresholds; carrier audit program; damage claims process; return policy and refurbishment channel; slow-SKU liquidation and placement rules.
Where we’ve done this.
Furniture and mattress brands; fitness-equipment and appliance sellers; outdoor and home-improvement e-commerce; brands with integrated logistics operations; sponsor-backed home-goods companies. Pattern-level only.
Free shipping is killing us. What do we do?
Price it: zone- and size-based thresholds or surcharges, modeled on contribution after shipping by order; we build the model.
How much can a carrier audit recover?
It depends on volume and contract complexity; errors are routine and recoveries are often material. We run the audit and the claims.
Should we offer white-glove delivery?
If the margin after partner cost and failed deliveries supports it; we track it as its own line.
How do we account for deposits on custom orders?
As deferred revenue until delivery, with production commitments in the cash forecast.
Further reading.
The 13-Week Cash Forecast for a Behavioral Health Group
How to build and run a rolling 13-week cash forecast in a behavioral health practice — collections by payer, payroll timing, a worked example, and the decisions it makes possible.
Read article → InsightInternal Controls in a Growing Behavioral Health Practice: Where the Money Leaks and How to Stop It
The control weaknesses common in behavioral health groups — cash handling, billing adjustments, payroll, vendor payments, and refunds — with a worked example of what a single gap can cost and a practical control framework for a practice with a small office team.
Read article → InsightThe Monthly Management Report for a Behavioral Health Group: What Belongs In It
The metrics, statements, and commentary a behavioral health practice's monthly report should contain, with a sample page-one — and the order that makes it useful to owners and boards.
Read article →Insights for this vertical.
E-commerce-specific insights are being published.
Tell us about the business.
One conversation about where the numbers stand and what the next stage needs from finance. We will tell you where we can help, where you need someone else, and what it would cost.
The information on this page is provided for general informational purposes and does not constitute accounting, tax, legal, or investment advice. Sales tax, indirect tax, customs, and cross-border compliance obligations depend on the specific facts of the business and change frequently. Figures in examples are illustrative. See our full Legal Disclaimer.