Nobody buys a sofa in one visit
A shopper finds a $2,400 sofa on Google. She looks at it three times over two weeks. She orders a fabric swatch. She measures the doorway. She asks her partner. She reaches checkout, sees a $249 delivery fee and a ship date eight weeks out, and closes the tab.
Most ecommerce playbooks are built for a T-shirt: see an ad, buy within a day, get a three-email cart flow. Applied to furniture, that playbook gives up on the shopper while she is still deciding, and it judges ads by a click window shorter than the decision itself.
Furniture and home decor need a system that expects weeks of consideration, answers delivery and fit questions before checkout, and keeps a shopper warm until she is ready.
Google Shopping feeds for furniture
In the case study, Google Shopping reached 5.2x ROAS. Shopping is where furniture buyers compare, so the feed is the ad. What we fix first in furniture feeds:
- Titles carry the facts people search. Product type, size, material and color: "Walnut Sideboard, 60 in, 4 Door" beats a collection name nobody has heard of.
- One item per fabric or finish. A sofa in 12 fabrics should appear as 12 items with their own images, so the swatch a shopper searched for is the one she sees.
- Custom labels for margin and lead time. We bid harder on pieces with good margin and short lead times, and hold back on made-to-order items with a long wait.
- Accurate shipping and handling times in Merchant Center. A delivery promise in the ad that the checkout breaks costs you the order and the trust.
- Separate campaigns for big pieces and accessories. A $40 cushion and a $3,000 bed should not compete for the same budget under one ROAS target.
Custom and made-to-order pieces often lack a manufacturer barcode. We set those items up as having no GTIN rather than leave the field broken, so they stay eligible to show.
Meta retargeting over weeks, not days
A furniture shopper who leaves today may be ready in three weeks. So retargeting audiences are split by how long ago someone visited, and each window gets different creative:
| Days since visit | Creative | Job |
|---|---|---|
| 1 to 7 | The exact pieces viewed, with dimensions | Bring her back to the product |
| 8 to 30 | Room scenes, fabric close-ups, customer photos in real homes | Help her picture it in her room |
| 31 to 90 | Delivery explainer, financing, reviews about build quality | Answer the questions that stalled her |
Because the decision often runs past a 7-day click window, platform-reported ROAS undercounts the retargeting. We report blended revenue against total spend, and we watch how many orders come from people who first visited more than 30 days earlier.
Browse abandonment by room and collection
A shopper who viewed three dining tables is furnishing a dining room. The follow-up should be about the dining room, not a generic "you left something behind."
We map every product in the Klaviyo catalog to a room (living, bedroom, dining, office, outdoor) and a collection. The browse abandonment flow then runs on the room:
- About 4 hours after the visit: the pieces she viewed, with dimensions and the delivery estimate.
- Day 2: the rest of that collection for the same room, so the table appears with the chairs and sideboard that match it.
- Day 7: a room guide, such as how much clearance a dining table needs, or how to measure for a sectional.
- Day 14: an offer to talk to a person. For high-AOV pieces, a design consultation or a chat about fabrics often closes more than a discount.
Cart abandonment runs alongside it over about 14 days rather than the usual three. It adds the two things that end most furniture carts: the delivery cost and date, and the monthly financing figure.
Swatch and sample requests
A swatch request is one of the clearest signs a shopper is serious. It should start its own flow.
| Timing | |
|---|---|
| On request | Swatches are on the way, plus the pieces available in those fabrics |
| Expected arrival | How to judge fabric at home: look in daylight and lamplight, hold it against the floor and walls |
| About 4 days after arrival | The sofa or chair she was looking at, shown in the swatch she ordered |
| About 10 days after arrival | Delivery timing for that fabric, financing, and care and durability notes |
We report swatch-to-order rate by fabric. It tells the brand which fabrics convert, and which ones generate requests and nothing else.
Financing messaging
When a single piece costs more than a month of groceries, the price is a hurdle even for people who can pay it. A monthly figure gets them past it.
- Show the monthly figure under the price on product pages and in the cart, before checkout.
- Repeat it in cart and browse abandonment emails, next to the full price, never in place of it.
- Use the provider's approved wording. Shop Pay Installments, Affirm and similar providers set the rules for how their terms are described, and "as low as" claims have to match real terms.
- Do not promise approval. Not every shopper qualifies, so avoid copy that says or implies they will.
Delivery-time anxiety
For many furniture brands the biggest objection is not price. It is "when will it arrive, and what if it is late?" Made-to-order pieces ship in weeks, and shoppers have heard the stories.
There is a legal side as well. Under the FTC's Mail, Internet, or Telephone Order Merchandise Rule, a seller must have a reasonable basis for any shipping time it states. If it states none, it must expect to ship within 30 days, or within 50 days when the order involves a credit application. If you offer financing, ask your counsel which clock applies. If it learns it cannot ship on time, it must offer the buyer the choice to accept the delay or cancel for a full refund.
So we build delivery messaging as a system, not a footnote:
- A delivery estimate per product, on the product page, in the cart and in every abandonment email.
- Production updates after the order. For made-to-order pieces, an email at each stage (in production, finished, shipped, out for delivery) cuts "where is my order" tickets and early cancellations.
- An automatic delay notice triggered from fulfillment data, with the revised date and a free way to cancel, so the brand meets the rule without relying on someone remembering.
- White-glove scheduling messages that confirm the delivery window and what to prepare: clear the path, measure the stairs.
Checkout CRO for high-AOV orders
In the case study, checkout CRO cut drop-off by 28%. When we audit a furniture checkout, these are the levers we check first:
- No surprises at checkout. If delivery costs $249, say so on the product page. A fee that first appears at checkout is the most common reason we see for furniture carts dying there.
- The delivery date in the cart, not only on the confirmation page.
- Financing visible before payment, so the shopper reaches checkout already knowing the monthly figure.
- Fewer questions at checkout. Questions about stairs, elevators and access belong in a post-purchase delivery form, not as extra checkout fields.
- The returns policy for large items, stated plainly near the button, including who pays return freight.
- Mobile first. Many furniture sessions start on a phone. We test the full checkout on a phone with a bulky item in the cart.
After delivery
Post-purchase for furniture starts when the piece arrives, not when the order is placed. Ask for a review about two weeks after delivery, once she has lived with it. Send care guides for the material she bought. Then suggest pieces that complete the room, such as the rug under the table, the lamp beside the chair. A customer who furnished one room well often comes back for the next.
Sorted has worked with 100+ D2C brands that did $425M in Shopify revenue in 2025, with $30M+ in managed ad spend at a 4.5x average ROAS and a 100% US-trained team working US hours. Agencies with furniture clients can have us deliver this under their brand: see white-label for agencies. For other categories, see all industries.