Ecommerce Staffing Statistics 2026

Ecommerce staffing statistics 2026: what the data measures

Ecommerce staffing covers more than warehouse picking. An online retailer may need people for inventory control, product data, merchandising, order review, customer support, fraud checks, fulfillment, returns, marketplace administration, and reporting. Some of those jobs sit inside the retailer. Others sit with a warehouse, contact center, marketplace agency, or dedicated remote support provider.

That mix makes headcount comparisons difficult. Public labor datasets classify workers by occupation or employer industry, not by whether an order began on a website. A warehouse associate can fill store replenishment orders and direct-to-consumer orders during the same shift. A customer service representative can support online and store customers in one queue.

This report therefore avoids a single claim for "average ecommerce headcount." It uses dated U.S. Census Bureau, Bureau of Labor Statistics, National Retail Federation, and Deloitte data to show the demand and cost pressures that ecommerce operators can actually measure. Survey samples and forecast figures are labeled as such.

1. Online sales are growing faster than total retail sales

The U.S. Census Bureau estimated seasonally adjusted retail ecommerce sales of $340.2 billion in the second quarter of 2026. That was 3.8 percent above the first quarter and 12.2 percent above the second quarter of 2025. Total retail sales grew 6.7 percent year over year. Ecommerce accounted for 17.1 percent of total retail sales in the quarter. The estimates were not adjusted for price changes. (U.S. Census Bureau, Quarterly Retail E-Commerce Sales)

Sales are not a direct headcount measure. They do show the volume moving through digital storefronts, support queues, payment review, warehouses, delivery networks, and returns operations. Staffing demand depends on the number and complexity of orders, not revenue alone. A high-value order and a low-value order may require similar picking and support work.

The year-over-year gap between ecommerce growth and total retail growth also matters for mixed-channel retailers. Labor can shift from checkout and floor coverage toward order picking, curbside handoff, shipment preparation, and digital customer care. BLS explicitly expects online ordering and pickup to support demand for stockers and order fillers. (BLS, Hand Laborers and Material Movers)

2. Seasonal staffing is large, but the hiring window is moving

The National Retail Federation forecast that retailers would hire 265,000 to 365,000 seasonal workers for November and December 2025. NRF reported 442,000 seasonal hires in 2024. Its 2025 forecast also noted that some hiring may have happened earlier to support October shopping events. (NRF, 2025 holiday sales forecast)

The range spans 100,000 workers, which shows how uncertain holiday labor planning can be. Retailers decide how much capacity to add before final demand is known. They also have several choices besides hiring permanent employees: temporary workers, overtime, third-party fulfillment, extended contact-center schedules, and delayed nonessential work.

The peak is not limited to the weeks before a gift arrives. NRF and Prosper Insights & Analytics counted 202.9 million consumers shopping during the five days from Thanksgiving through Cyber Monday in 2025. That was above NRF's initial expectation of 186.9 million shoppers. The consumer survey counted people, not orders or support contacts, but it shows how much activity can concentrate into a short period. (NRF, Thanksgiving weekend shopper survey)

Returns create a second staffing wave. A team that reduces temporary coverage immediately after the last shipping cutoff can enter January without enough people to inspect products, issue refunds, update inventory, answer status questions, and flag suspicious claims.

3. Fulfillment relies on a large replacement labor market

BLS counted about 6.92 million hand laborers and material movers in 2025. The group included 2.94 million hand freight and material movers, 2.80 million stockers and order fillers, and 555,500 hand packers and packagers. Retail trade employed 35 percent of the group, while transportation and warehousing employed 22 percent. (BLS, Hand Laborers and Material Movers)

The pay figures are May 2025 national medians, not 2026 job offers. Local wages can differ because of labor supply, shift timing, union coverage, minimum-wage rules, and competition among nearby warehouses.

BLS projects about 904,200 openings for the combined hand-laborer and material-mover group in each year from 2025 to 2035. Overall employment is projected to grow by 288,900 over the full decade. Most annual openings therefore come from replacement needs rather than net growth. That distinction is useful for ecommerce employers: a stable warehouse headcount can still require steady recruiting and training.

BLS projects stocker and order-filler employment to grow 9 percent, or 250,700 jobs, over the decade. It expects hand packer and packager employment to fall 5 percent as warehouse technology reduces some manual tasks. Automation changes the work mix, but it does not remove the need for receiving, exception handling, inventory checks, equipment operation, and supervision.

4. Wage benchmarks differ across fulfillment and support

For May 2025, BLS reported median annual pay of $44,710 for hand laborers and material movers working in transportation and warehousing. The retail-trade median was $36,090. The occupation-wide median was $38,220. (BLS, Hand Laborers and Material Movers)

Customer service representatives had a national median wage of $21.53 per hour, or $44,770 a year, in May 2025. The median was $17.96 in retail trade and $17.68 in business support services. Wholesale trade paid a $23.41 median. (BLS, Customer Service Representatives)

Base wages are only one part of staffing cost. An employer also budgets for payroll taxes, benefits, recruiting, training time, management, equipment, scheduling coverage, and paid time that does not produce a completed order or resolved contact. Those costs vary too much to support one universal "fully loaded" percentage for every ecommerce business.

A practical budget keeps the components separate:

1. Multiply scheduled hours by the wage or vendor rate.
2. Add employer taxes and benefits for employees.
3. Add recruiting, screening, and onboarding costs.
4. Add supervisor, software, equipment, and facility costs assigned to the team.
5. Model absence, turnover, training, and peak coverage explicitly.

This produces a number that can be compared with an outsourcing quote. Comparing a vendor rate with employee wages alone leaves out much of the internal cost.

5. Customer support employment may fall while replacement hiring stays high

BLS counted 2.666 million customer service representatives in 2025 and projects employment to decline by 141,800, or about 5 percent, by 2035. At the same time, it projects 289,500 openings per year, all from workers who transfer to other occupations or leave the labor force. (BLS, Customer Service Representatives)

Those figures are not contradictory. Automation can reduce the total number of jobs while employers continue hiring to replace people who leave. BLS expects self-service systems, social media, mobile applications, and more capable automated tools to reduce demand for some routine contacts.

Ecommerce support still includes work that is hard to resolve with a generic automated response. Agents may need to trace split shipments, apply marketplace rules, verify refund eligibility, work with a carrier, recognize fraud, or decide when to escalate an upset customer. BLS says customer service training typically lasts two to four weeks. A retailer that hires for a short peak should account for that training period before assuming a new agent can handle a full queue.

Support schedules also follow customer demand. BLS notes that representatives may work evenings, weekends, and holidays, and that some call centers operate around the clock. For an online store, coverage requirements depend on customer locations, promised response times, order cutoff times, and escalation availability.

6. Returns add labor after the original sale

NRF and Happy Returns estimated that U.S. retailers would receive $849.9 billion in merchandise returns during 2025, equal to 15.8 percent of annual sales. Their survey involved 358 ecommerce professionals at large U.S. merchants with more than $500 million in revenue. It also included 2,006 consumers who had returned an online purchase in the prior 12 months. The merchant results should not be treated as representative of small stores. (NRF, 2025 retail returns report)

Among the large merchants surveyed, 49 percent planned to increase their focus on third-party logistics partners for holiday returns. Another 43 percent planned to hire seasonal staff to handle returns, and 37 percent planned to extend return windows. Retailers expected 17 percent of holiday sales to be returned.

Returns touch several teams. Customer support confirms eligibility and communicates with the buyer. Warehouse staff receive and inspect the item. Inventory staff decide whether it can be restocked. Finance or payments staff reconcile the refund. Fraud teams review suspicious patterns. Product teams may use return reasons to correct listings or quality problems.

For staffing purposes, a returned unit should be treated as a new workload event rather than the last step of the original order. Useful measures include contacts per return, inspection minutes per item, percentage restocked, refund cycle time, and backlog age.

7. Outsourcing is common, but the public data is broader than ecommerce

Deloitte's 2024 Global Outsourcing Survey included more than 500 executives across industries and regions. Eighty-three percent said their organizations were using AI as part of outsourced services, while 20 percent were developing strategies to manage digital workers. Deloitte also reported that measured productivity or cost benefits remained limited for many respondents because governance and contracting had not caught up with the technology. (Deloitte, 2024 Global Outsourcing Survey)

This is a cross-industry executive survey, not an ecommerce adoption rate. It is useful because it shows what buyers are asking vendors to provide, but it cannot answer what percentage of online retailers outsource customer support or fulfillment.

The NRF returns survey is narrower and more directly relevant. Its finding that 49 percent of surveyed large merchants planned more reliance on third-party logistics partners describes a specific holiday returns response. It does not mean 49 percent outsourced their whole fulfillment operation.

Ecommerce businesses commonly consider outside capacity in three areas:

• Physical operations, including warehousing, pick and pack, shipping, and returns processing
• Customer operations, including email, chat, marketplace messages, order status, and approved refund workflows
• Digital operations, including catalog updates, product data, order review, inventory reporting, and routine marketplace administration

An ecommerce virtual assistant can handle documented digital and support workflows. Physical inventory custody and carrier operations remain with the retailer or its logistics provider. The ecommerce service page describes the broader operating tasks that can sit with a dedicated remote assistant.

8. A staffing model should start with workload, not a generic ratio

There is no authoritative national ratio of ecommerce employees to orders. Product size, automation, service promises, channel mix, return rates, international shipping, and fraud exposure can change labor minutes per order substantially.

A workload model is more defensible:

Managers should calculate each workstream separately, then add shrinkage for meetings, breaks, coaching, absence, and training. Peak scenarios should use daily or hourly arrival patterns rather than a monthly average. A monthly average can hide the Monday support spike or the afternoon shipping cutoff.

The model should also separate productive capacity from occupancy. Scheduling every support minute against expected contacts leaves no room for follow-up, quality review, or demand variance. Likewise, a warehouse labor plan based only on average daily orders can miss carrier cutoff bottlenecks.

9. What to keep in-house and what to outsource

The choice is less about job titles than decision rights. A business can outsource a task while retaining policy ownership and approval authority.

Work is easier to outsource when it has clear inputs, a documented procedure, permission boundaries, measurable output, and a defined escalation route. Examples include product data cleanup, order-status responses, carrier follow-up, routine refund preparation, inventory reports, and marketplace message triage.

Keep tighter internal control over pricing policy, high-value refunds, fraud rules, vendor negotiations, product claims, sensitive account permissions, and exceptions that can create legal or financial exposure. A provider can prepare the case, but the retailer can retain the final decision.

Before moving work, document:

• The system of record and which fields the worker may change
• Response and completion targets by priority
• Approval limits for refunds, discounts, and order changes
• Required customer identity checks
• Escalation owners and coverage hours
• Quality sampling and error correction rules
• Access removal and data-return steps at the end of the engagement

These controls matter whether the worker is an employee, contractor, virtual assistant, contact-center agent, or 3PL employee.

10. How to read these statistics for a 2026 plan

The latest figures point to a mixed staffing market. Ecommerce sales were growing faster than total retail sales in the second quarter of 2026. Fulfillment occupations still generate heavy replacement hiring, even where automation limits net job growth. Customer service employment is projected to decline, but BLS still expects hundreds of thousands of replacement openings each year. Returns create a second peak after the selling season, and large merchants report using both seasonal hires and logistics partners to absorb it.

None of those statistics supplies an automatic headcount. They provide external benchmarks for a model built from the retailer's own orders, contacts, returns, service targets, and productive hours. The useful question is not how many people an ecommerce company "should" employ. It is how many paid hours each workload requires, which decisions must stay internal, and where flexible outside capacity can meet a measured service level.

Sources and methodology

This article uses the most recent published data available on September 2, 2026. Census ecommerce figures are quarterly sales estimates and are not adjusted for price changes. BLS wage figures are May 2025 medians, while employment projections cover 2025 to 2035. NRF holiday hiring is a forecast, and its returns findings come from merchant and consumer surveys. Deloitte's outsourcing findings cover multiple industries and countries.

Sources:

• U.S. Census Bureau, Quarterly Retail E-Commerce Sales
• BLS, Hand Laborers and Material Movers
• BLS, Customer Service Representatives
• BLS, May 2025 Occupational Employment and Wage Statistics
• NRF, 2025 holiday sales and hiring forecast
• NRF, Thanksgiving weekend shopper survey
• NRF, 2025 retail returns findings
• Deloitte, 2024 Global Outsourcing Survey