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Pixeltree

Operations

Ecommerce Operations Services for DTC Brands

Pixeltree's ecommerce operations services for DTC brands: 3PL selection, returns programs, inventory planning, order management, and fulfillment audits.

Why Pixeltree

Built for operators, not orgs.

Senior operators only

No junior handoffs. The person scoping the work is the person doing the work.

Fixed-scope, productized

Clear deliverables, clear price, clear timeline. No retainer sprawl.

No long lock-ins

Month-to-month on retainers. Cancel anytime. We earn the renewal.

How we work

Our approach.

Operations is invisible until it breaks. Nobody writes a Trustpilot review because their box showed up on time, in one piece, with the right SKU inside. They write reviews when the wrong shirt shows up, when the tracking number stalls for a week, when the return portal 404s at checkout, when the refund takes eleven business days to clear. Every one of those moments is a line item in your ops stack that quietly decided to fail. And every one of those moments costs you a repeat customer who would have otherwise spent three times their first-order value over the next eighteen months.

We run ecommerce operations work for DTC brands that have moved past the founder-packing-boxes-in-the-garage phase and are now staring down the harder problem: how do you make a warehouse you don't own, a software stack you partially understand, and a carrier network you have zero leverage over behave like a premium brand experience. The answer is not a single tool. It is a set of decisions about 3PL partners, returns flows, inventory math, OMS architecture, and packaging specs that compound over thousands of orders.

TL;DR

Operations is not a cost center to minimize. It is the physical manifestation of your brand promise. We help DTC brands pick the right 3PL, design returns programs that retain customers instead of leaking margin, set up inventory planning that does not strand cash in dead stock, stand up order management systems that can handle multi-channel complexity, audit the full cart-to-doorstep journey, and cut packaging spend without cheapening the unbox. Engagements pair with our growth retainer and consulting work so marketing and ops decisions stop contradicting each other.

3PL selection and the quiet math nobody shows you

Most brands pick a 3PL based on a sales call and a pick-pack rate. Then six months later they are stuck in a contract with a partner whose WMS does not talk to Shopify properly, whose receiving lead times have crept from two days to nine, and whose customer service team takes four days to answer a tickets about a misrouted pallet. The decision was made on the wrong numbers.

The right numbers are blended cost per order, service-level reliability, geographic fit, and software compatibility. Blended cost per order is not the pick-pack rate. It is pick-pack plus the carrier rate at your average package weight plus storage plus receiving plus kitting plus returns handling plus the billing creep that nobody warns you about. A 3PL quoting $3.25 pick-pack can easily land at $12 blended once everything is stacked. A 3PL quoting $4.10 can land at $9 because their carrier rates are sharper and they bundle receiving.

We build a real RFQ for 3PL selection. Volume by month, SKU count, average package dimensions and weight, zone distribution based on your actual customer geography, peak-season multipliers, returns volume, kitting requirements, special handling. We send it to four to six candidates that fit your profile. ShipBob and ShipMonk for early-stage asset-light brands. Ryder and GXO for brands past $15M. FLXPoint and Deposco for brands running multi-warehouse with complex routing logic. Amazon Multi-Channel Fulfillment for brands who already live in FBA and want to piggyback inventory. We interpret the quotes line by line. We flag the three or four clauses that always come back to bite: peak surcharges, minimum volume commitments, technology fees that were not in the original deck, and early termination language that effectively locks you in for three years.

The output is not a recommendation letter. It is a weighted scorecard that your finance lead and your ops lead can both sign off on, with the tradeoffs spelled out. If you want to see the criteria we use before engaging, our consulting engagements often start with a lighter version of the same framework.

Returns program design that stops leaking margin

Returns are where DTC brands discover whether their operation has a spine or not. A returns rate of twenty-five percent on apparel is not a problem. A returns rate of twenty-five percent with a fifteen-day refund cycle, no exchange flow, no retention logic, and a manual inspection step that takes two hours per unit is a problem. Same number, wildly different economics.

We design returns programs around three questions. First, what is the policy going to be, and how does the copy read to a customer who is already frustrated. Second, what is the portal experience going to feel like: self-serve, instant, with real options for exchange or store credit that pull the sale back instead of letting it die. Third, what happens in the warehouse when the package lands: inspection criteria, restocking rules, disposition logic for damaged or short-shelf-life inventory, and the financial tie-back to your accounting system so refunds do not go unrecorded for six weeks.

The tool selection is straightforward once the policy is clear. Loop for apparel and fashion brands that want to push exchanges and bonus credit incentives hard. AfterShip Returns for brands that value simplicity and already run AfterShip tracking. Returnly for brands with complex flows or instant credit needs. Happy Returns for brands that want the physical drop-off network. We have set up all four and we have opinions about which one matches which pattern.

A well-designed returns program is also a retention lever, which is why this work often overlaps with our retention strategy and the patterns we wrote about in the post-purchase experience piece. A customer who had a frictionless exchange has a higher lifetime value than a customer who never returned anything, because the exchange experience was the moment you proved the brand was not sketchy. Do not waste that moment with a three-click form and a two-week wait.

Inventory planning that does not strand cash

The most common failure mode for DTC brands between $2M and $20M is inventory math. Either they order too little and stock out of hero SKUs, bleeding top-line and poisoning the algorithm for paid social, or they order too much and end up with $400K of dead slow-movers eating storage fees for eighteen months while their cash conversion cycle tanks.

The math is not that hard. It is just that almost nobody sits down and does it. Reorder point equals lead time demand plus safety stock. Lead time demand is your average daily sales of a SKU multiplied by the number of days it takes to get a replenishment PO in the door, measured honestly with overseas freight variance included, not the factory lead time your sourcing agent tells you. Safety stock is a function of demand variability and service-level target. Higher variability means more buffer. Higher target service level means more buffer. You get to pick the service level for each SKU tier.

SKU rationalization is the other half. We run ABC analysis on your product catalog to figure out which SKUs are actually earning their shelf space. The long tail of a DTC catalog is usually where the margin goes to die: color variants that sell four units a month but take up a pallet of storage, limited editions that never sold through, size runs in tail sizes that should have been dropped a year ago. We help you cut the bottom quartile with a clear-through plan that recovers cash without tanking brand perception.

This work pairs cleanly with growth retainer engagements because inventory and acquisition have to be coordinated. There is no point paying to scale spend on a SKU that is about to go out of stock for forty days.

Order management systems for multi-channel reality

A single-channel Shopify brand can run on Shopify's native order flow for a long time. The wheels come off when you add wholesale, Amazon, TikTok Shop, a B2B portal, a marketplace integration, and a second warehouse. Now you have six different inventory truths, no clear rule for which channel gets the last unit when stock is low, and a support team manually reconciling orders across five tabs.

Order management systems solve this. The choices break down roughly by size and complexity. Shopify's native OMS plus Shopify Flow handles a surprising amount of the middle market if you architect it carefully, and it is the right default if your ecommerce is Shopify-led. Cin7 Core and Cin7 Omni are the go-to for brands with inventory complexity, light manufacturing, or wholesale at scale. Brightpearl for brands that want retail-operations thinking baked in. NetSuite for brands past $50M that are ready for real ERP, though the implementation cost is a different planet.

We help pick the OMS, scope the implementation, and stand up the integrations that matter: Shopify, Amazon Seller Central, NetSuite or QuickBooks on the finance side, your 3PL's WMS, returns platform, and whatever B2B tool you run. We also write the allocation rules. When a SKU is low, which channel wins. When a pre-order and a backorder are competing, who gets priority. These rules are boring and absolutely load-bearing.

Fulfillment audit: cart to doorstep

A fulfillment audit is a full teardown of the path a unit of inventory travels from the moment a shopper clicks Add to Cart to the moment the box lands on a porch, and every cost and delay in between. Most brands discover during an audit that they are overspending in three or four places that nobody had flagged, because each individual line item looked reasonable in isolation.

The audit walks through checkout settings and shipping method presentation, cart-to-warehouse handoff timing, WMS pick path efficiency, packaging selection logic, carrier selection logic, zone skipping opportunities, in-transit tracking quality, delivery exception rates, and post-delivery review and NPS capture. At each step we benchmark against DTC norms for your category and flag the gaps. Then we prioritize: which fixes move cost per order the most, which fixes move delivery speed the most, which fixes move customer satisfaction the most.

For brands running on Shopify, the checkout and cart-side fixes often pull into our Shopify development work, because half of the checkout-level cost leaks are really design or code problems masquerading as ops problems. Shipping method copy, threshold messaging, cart abandon recovery that mentions ETA correctly, all of that lives in the theme or in apps, not in the warehouse.

Packaging cost reduction without cheapening the unbox

Packaging is where the ops-versus-brand tension shows up most obviously. Ops wants the smallest, lightest, cheapest package that survives the carrier network. Brand wants a premium unbox moment that photographs well and gets shared on TikTok. Both teams are right, and the answer is not compromise, it is specificity.

We run packaging audits that look at every SKU and every common cart combination. Dimensional weight is the main enemy: if your box is bigger than it needs to be, the carrier charges you for air. We spec new mailers and boxes against your actual SKU dimensions, test them against carrier DIM calculators, and model the savings at current volume. Then we separate the packaging that a customer sees, where brand matters, from the packaging that only the carrier sees, where cost is the only variable that matters.

There are almost always two or three quick wins. Right-sizing the default mailer. Moving from a branded custom box to a branded custom mailer for smaller orders. Switching void fill from bubble to air pillows or recycled paper. Renegotiating with the packaging supplier using real annual volume numbers. Each one is small. Stacked, they routinely move cost per order by fifty cents to a dollar fifty without any change to the customer-visible brand experience. On a brand doing 100K orders a year, that is meaningful money.

For apparel brands specifically, packaging choice also interacts with how you present fit, returns, and care instructions inside the box, which ties into the broader apparel playbook we run across our apparel and fashion industry work.

How we work

Operations engagements usually start with a two-to-three week diagnostic. We pull data from your ecommerce platform, your 3PL, your shipping tool, your returns tool, your finance system. We build a map of current state: volume, mix, cost structure, service levels, tooling, and the human workflow on top. We identify the three or four highest-leverage changes and sequence them by ROI and implementation risk.

From there the work splits. Some changes are projects we run to completion: a 3PL RFQ and transition, an OMS implementation, a returns platform migration. Others are ongoing: monthly ops reviews, quarterly fulfillment audits, inventory planning cadence with your sourcing team. We scope each piece explicitly and we stay out of the critical path wherever possible: your ops team owns the operation, we are there to make sure the decisions behind it are the right ones and the systems supporting it are the right ones.

We work alongside your existing ops leader if you have one. If you do not yet, we often help you scope and hire for that role as part of the engagement, because a consulting firm is not a substitute for an in-house head of ops once you are past a certain size.

Closing: what the next step looks like

If any of the following sound familiar, operations is probably the right place to put attention next.

Cost per order has crept up over the last two quarters and nobody can say exactly why.

Returns volume is growing faster than revenue and the refund cycle is making customer service the loudest inbox in the company.

Inventory is either stocking out on bestsellers or piling up on dogs, and the sourcing calendar feels like it is always reactive.

Multi-channel complexity is starting to break the Shopify-native setup and the finance team is rebuilding reports by hand every month.

When any of those patterns show up, a structured ops engagement usually pays for itself inside one quarter. Start with a diagnostic and we will tell you the three things most worth fixing first, whether or not you decide to do the work with us.

FAQ

Questions we hear most.

If your blended cost per order is more than 12-15% of AOV, or if you're hitting capacity issues, it's worth shopping.
We build the RFQ, interpret quotes, and flag red flags. Contracts go through your legal/finance teams.
Apparel 20-30%. Beauty 5-12%. Home 3-8%. Outside those bands we look at root cause.
Multi-channel ops including FBA and Shopify, yes. Amazon listing optimization itself is a specialty we refer out.
Quarterly once you're past $2M, monthly if costs or service levels are slipping.
Yes, in coordination with our international expansion service.

Let's see if we're a fit.

15 minutes. We'll tell you whether this service is the right call for where you are — and if not, we'll name what is.

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