DTC Planning

What is DTC planning?

DTC planning is the merchandising discipline of planning assortment composition, inventory depth, pricing strategy, and fulfillment operations for direct-to-consumer channels — primarily ecommerce and owned retail stores. Unlike wholesale planning, where the brand sells to an intermediary, DTC planning puts the brand in direct control of the customer relationship, the margin stack, and the inventory risk.

In apparel, DTC planning requires a fundamentally different approach than wholesale because the demand signal is continuous (not order-based), returns rates are significantly higher, and the brand bears full inventory risk without the floor of a wholesale purchase order.

Why DTC planning matters in apparel

DTC has shifted from a secondary channel to a strategic priority for most apparel brands. For many mid-market brands, DTC now represents 30-50% of total revenue — and carries the highest gross margin per unit when managed well, or the deepest margin erosion when managed poorly.

The economics of DTC are structurally different from wholesale. Initial markup is higher because there is no wholesale discount, but the brand absorbs fulfillment costs, return costs, and customer acquisition costs that wholesale accounts handle themselves. A style that generates 65% gross margin on paper can deliver less than 40% after returns, shipping, and the marketing cost of acquiring the customer.

DTC planning must account for these economics explicitly. Buy depth decisions need to factor in return rates by category (dresses return at 30-40%, basics at 10-15%). Size curve decisions must reflect ecommerce-specific demand patterns, which often skew differently than retail store demand. And pricing strategy must balance the temptation of promotional volume against the long-term cost of training DTC customers to wait for sales.

DTC planning in practice: apparel example

A contemporary apparel brand plans its fall DTC assortment. The team starts with total DTC revenue targets from the OTB plan, then builds the assortment architecture: 40% core carry-forward styles with proven sell-through, 35% seasonal newness, and 25% DTC-exclusive styles designed to drive full-price demand without channel conflict.

For each style, the team plans buy depth using DTC-specific sell-through curves — which ramp faster than wholesale (no delivery windows) but plateau sooner as the customer base is smaller. Return rates are built into unit plans at the style-category level: the jacket program plans for 20% returns, the dress program plans for 35%.

Inventory is allocated to a central DTC fulfillment center with safety stock levels calibrated to demand variability by style. Replenishment triggers are set for core styles, while seasonal styles follow a single-buy model with planned markdown timing at 8 weeks post-launch.

Common mistakes

Using wholesale margin assumptions for DTC. Wholesale margin does not account for fulfillment, returns, or acquisition costs. A DTC financial plan built on wholesale economics will overstate profitability on every line.

Ignoring return rates in buy depth. If a style has a 30% return rate, the brand needs to buy for gross demand (units sold + units returned and resold) and plan for the margin impact of returned inventory that sells at markdown.

Over-assortment on the DTC site. More options do not equal more revenue online. Excessive option count dilutes traffic across too many product pages, reduces per-style sell-through, and creates more markdown exposure. Curated assortments outperform sprawling ones in DTC.

Planning DTC independently from wholesale. DTC and wholesale share the same brand, often the same inventory, and always the same customer. Plans that are disconnected create channel conflict on pricing, promotion timing, and assortment exclusivity.