A $75M backlog cleared and a $12M investment avoided

Where it started

Like most retailers through the pandemic, this family-owned furniture business absorbed a violent swing in demand. The bullwhip effect pushed the backlog past $75 million. At the same time container costs rose from roughly $4,000 to $32,000, which put pressure on inventory, capacity, and margin simultaneously.

Leadership had limited visibility into conditions that were changing weekly. Inventory was being carried defensively against planning uncertainty. A capital request was moving forward to add warehouse capacity, on the assumption that the business had outgrown its footprint.

The instinct in that situation is to push harder on the backlog itself: expedite, add overtime, add space. The team chose to look at the operating system underneath it first.

What we did together

The first discovery was that the organization did not share a definition of backlog. Sales read it as future revenue. Operations experienced it as scheduling pressure. Finance treated it as a forecasting input. Customers experienced it as a delivery date that kept moving.

More significantly, the company measured backlog from the point work entered production scheduling. Customers had been measuring it from the moment they placed the order. Two orders could look identical internally and feel completely different to the customer.

With that gap visible, we worked with the team to:

An improvement team took the backlog on directly, with named owners and visible status, rather than treating each late order as an isolated event.

What changed

The backlog came below historical levels within fourteen months. Inventory dropped $11 million in eight months while service levels improved, because the inventory had been covering for planning uncertainty rather than real demand.

The $12 million warehouse investment was shelved. Once utilization was visible, the existing footprint turned out to be sufficient. Distribution centre operating costs came down 5%.

Six of eight strategic improvement plans were completed. The two that were not are still open, which is the honest state of most improvement work at fourteen months.

The less measurable outcome mattered too. Because the company communicated transparently about timelines while it fixed the underlying instability, several customers increased their volume through the period.

A backlog is almost never the problem. It is downstream of instability somewhere else. When four departments attach four different meanings to the same number, the number stops being a measure and becomes an argument.