Operations Performance Reporting

When the report is vague, the conversation gets loud

Operations performance reporting is supposed to calm things down. Instead, at many companies, it is where stress goes to multiply. A weekly report says performance was fine, while customer support says customers were angry, and finance says chargebacks went up. If your reporting does not connect what happened in the warehouse to what customers and retailers experienced, it becomes a document that creates arguments rather than decisions.

The irony is that most operations teams are not hiding anything. They are moving fast and doing their best. The problem is that the business is measuring the wrong milestones, using inconsistent definitions, or looking at the numbers too late to change the day. Good reporting fixes this by making performance specific, timely, and shared.

What operations performance reporting actually covers

Many brands think operations reporting means outbound only, because outbound is what customers feel first. In reality, outbound is the last link in a chain. If receiving is slow, inventory accuracy drifts, or B2B compliance tasks are missed, outbound performance will eventually follow. That is why the report has to span the full service scope.

Joel Malmquist, VP of Customer Experience at G10 Fulfillment, described that scope directly. "An SLA is a Service Level Agreements for Receiving, Outbound, and B2B." Operations performance reporting should mirror that structure. If you report only outbound, you can miss the upstream causes that make outbound fail. If you ignore B2B, you can claim success while retailers issue penalties anyway.

Why definitions matter more than the dashboard design

The fastest way to ruin a report is to use a word that different teams interpret differently. Shipped is the classic example. A warehouse may treat shipped as a label printed or an order completed. A customer treats shipped as the carrier accepting the package and tracking moving. A retailer treats shipped as compliant, routed, and documented on time. If your report uses shipped without defining it, your report becomes a debate about vocabulary.

Malmquist explained why he avoids the word in some contexts. "The reason I don't say ship is because sometimes it will be marked as completed, but the carrier doesn't actually pick it up right away, but the tracking goes back to Shopify." This is a reporting design rule: separate warehouse completion from carrier acceptance, then report the gap between them. That gap is often where missed pickups and dock congestion hide, and it is one of the most common reasons customers feel delay even when a warehouse feels on time.

Receiving reporting: the leading indicator that prevents tomorrow's misses

Receiving metrics are not glamorous, but they are predictive. If inbound inventory sits on the dock, it is not truly available, even if it is physically in the building. That creates downstream slowdowns that show up later as backorders, canceled orders, and missed cutoffs.

Malmquist described receiving SLAs in clock-based terms that belong in every operations report. "For receiving, the SLA is covers the time from the moment that we get a container on the dock with inventory in it, and how much time we have to count that in, and stow it away into the locations that we're going to pick from." Operations performance reporting should therefore include age on dock, count completion time, stow completion time, plus exception categories. Without those details, you can blame outbound for delays that started on the inbound side.

Outbound reporting: the daily flow of work, not a single blended score

Outbound reporting should start with flow, not averages. The most useful view is what is in each stage right now, how long it has been waiting, and what is about to miss the cutoff. A blended percentage can hide a dangerous backlog until it is too late.

For D2C, cutoffs define the promise. Malmquist described the kind of commitment that customers expect. "For D2C, which is an order through Shopify or on the merchant's website, if it's before noon, we're going to ship that order the same day." Operations performance reporting should show how many orders qualified for the cutoff, how many met warehouse completion, how many met carrier acceptance, and what prevented completion for the misses. When you track those stages, you can fix the constraint rather than celebrating a number that arrived after the day ended.

Cycle time reporting: where time goes when the day goes wrong

Cycle time reporting breaks the outbound process into measurable segments. Pick cycle time, pack cycle time, exception time, and staging time are all levers you can pull. When one segment drifts, it often predicts an SLA miss before it happens. That makes cycle time one of the most actionable parts of operations reporting.

Connor Perkins, Director of Fulfillment at G10 Fulfillment, described why merchants care so much about cycle time. "I hear nowadays a lot of people want to offer you know same-day fulfillment for customers who place orders before specific times, which is something we do. But then I hear a customer say, 'A previous 3PL took three days from when the order was placed to when they would ship it.'" A report that captures cycle time by stage makes that drift obvious early, which is how you protect the promise before customer experience collapses.

Accuracy reporting: the part that protects margin, not just pride

Operations reporting that focuses only on speed creates fast mistakes. Accuracy must be visible alongside speed because a wrong shipment is still a failure in customer terms, even if it left on time. Wrong shipments also create reverse logistics costs that can dwarf the original handling cost.

Malmquist described the level of accuracy that surprised him when he joined G10. "We have over 99.9% ship accuracy of these orders, which when you look at it on a unit level, such as unit shift versus unit errors, I almost couldn't believe it when I came here, how well we're doing on B2B shipping." The reporting lesson is that accuracy should be shown at order, line, and unit levels, because each reveals different root causes. A single order-level percentage can hide an ugly story inside multi-line orders.

B2B reporting: compliance milestones belong in the same view as speed

B2B fulfillment is a different sport because the rulebook is longer and the penalties are real. A PO can be picked and packed correctly and still trigger chargebacks if labels are wrong, routing guides are ignored, or electronic documents are late. Operations performance reporting has to treat compliance as measurable milestones, not as an informal checklist.

Bryan Wright, CTO and COO of G10 Fulfillment, described why B2B needs a different foundation. "Our WMS system was written from day one around B2B, which is very different." He described the compliance layers that must be tracked. "They have routing guides that make you specific labels on and put them in a specific place on the box, and you have to send EDI, ASN, electronic information in a timely fashion." B2B operations reporting should therefore include label pass rates, ASN timeliness, routing guide adherence, and exception categories that tie directly to chargebacks.

Why strict retailer deadlines make reporting feel like revenue protection

Retailers enforce deadlines without empathy. That is not personal, it is just how their networks stay predictable. If your reporting does not highlight retailer risk early, you learn about the problem when the order is canceled or the fine arrives. At that point, the report is a post-mortem, not a control system.

Holly Woods, Director of Operations at G10 Fulfillment, described the reality in one sentence that should shape every B2B report. "Target has a deadline for delivery and that's it, no exceptions. They'll just cancel the order." She also described how fast timelines can compress when inbound arrives late. "When it came in, it had to be completed, received, shipped, labeled, ready for routing to a carrier by that next morning." Operations performance reporting should make those compressed timelines obvious, so teams prioritize the work that keeps the order alive.

Why scan events make reporting believable

Reports fail when teams do not trust the timestamps. In a warehouse, the most trustworthy timestamps come from scan events because scans record physical reality. Manual updates create drift and invite arguments, which wastes time and hides the real cause of misses.

Wright described the foundation of a credible system. "A good WMS tracks inventory through the warehouse at every point that you touch it." He explained how that traceability helps operationally. "At any point in time, I know that Bobby has this product on fork 10 right now, and if I needed to go find that product, I just got to go find Bobby on fork 10." When reporting is built from scan events, you can drill into a KPI and see the transaction trail that produced it, which is how performance conversations become calmer and more productive.

Why real-time visibility changes the value of reporting

A monthly report is a history lesson. A real-time view is a steering wheel. Operations performance reporting becomes far more useful when customers and internal teams can see progress during the day, not after the day is over. That is how you prevent misses instead of explaining them.

Maureen Milligan, Director of Operations and Projects at G10 Fulfillment, described what customers gain from real-time access. "What these real-time portals provide our customers is 100% visibility." She added what that looks like in practice. "They can actually watch those progressions going on." When customers can see orders moving through stages, they stop guessing, they stop chasing updates, and they can plan inventory and customer communications based on shared facts.

Where G10 fits if reporting needs to drive better days, not just better slides

Operations performance reporting should make fulfillment predictable by connecting SLAs to real warehouse events, carrier milestones, and B2B compliance tasks. G10 focuses on scan-based execution, and customer-facing visibility built on ChannelPoint WMS, so performance is measurable, drillable, and shared across teams. The goal is fewer surprises, faster root-cause work, and reporting that helps you run today, not just review last week.

If you want to see what operations performance reporting looks like when it actually reduces problems, ask for a walkthrough of a live day in the portal, including one exception case. You should be able to start with a KPI, drill into the underlying transactions, and see exactly where time and risk live, so you can grow with less firefighting and more control.