Why e-commerce employees leave and how to understand why
Warehouse associates, support agents and fast-scaling teams leave for different reasons. How to ask what shaped their decision and act on it between peaks.
8 min readRead articleA fashion D2C brand lives on drops and sale days. Orders surge, returns follow a few days later, and the warehouse and support teams must expand and shrink quickly while design and marketing keep to a launch calendar.

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Share your requirementsA fashion D2C brand designs or sources clothing and sells it directly through its own site and app. A small head office holds design, merchandising, marketing and finance, while a warehouse packs orders and handles returns. A support team answers questions on size, delivery and exchanges. Sales cluster around drops, festival periods and end-of-season clearances, when order volume can multiply within hours. Returns arrive later and need checking, steaming and restocking. Some staff work remotely, some on warehouse floors and some on rotating support shifts. See also HR for e-commerce and HR for e-commerce and D2C brands.
These are the places the people side of this kind of business tends to give way. The rest of this page works through them.
HR here has to work for each of these groups, not only the office. The set-up below is written with all of them in mind.
A drop or sale can double the packing load in hours, and people are needed at once without losing accuracy.
Size and fit returns arrive days after the peak, so the warehouse is busy again when the extra hands have gone.
Size charts, delivery delays and exchanges repeat, and agents on rotating shifts burn out in the weeks around a sale.
Design wants a late change and the warehouse wants a locked plan. Without a calendar, each blames the other.
Freelance editors, shoot assistants and seasonal packers come on varied terms, and records of who did what are thin.
A packer paid on count may rush and cause wrong sizes or damaged items, which come back as returns.
Start with the topics that matter most here: HR Strategy and Workforce Planning; Recruitment and Talent Acquisition; Performance Management. Then work through the rest. Each topic is written for e-commerce and d2c, not in general.
How many people, in which roles, by when — and what they will cost.
Requisition to joining, the same way every time.
Goals, reviews and ratings that hold up in a conversation.
Structure, reporting lines and who is allowed to decide what.
A first day that is the same for the fifth joiner as the first.
Records, attendance, leave and the day-to-day HR that must simply work.
Salary structure, payroll inputs and a month that closes on time.
Training planned from need rather than from the calendar.
Named backups for the roles that cannot be vacant.
Communication, recognition and the conditions people actually work in.
Two routes — one for complaints, one for conduct — kept separate.
Policies a manager can apply, and obligations with owners and dates.
Induction, records, incident reporting and follow-through.
Who leaves, when, why — and which of them mattered.
Resignation to relieving letter, in a defined order.
Records that survive people, and approvals that do not queue.
A short monthly pack management actually reads.
An HR function that runs the same way every month.
The pieces a fashion D2C business puts in place, in an order that makes each easier. Open any card for the detail.
Mark drops, sale days and return waves on one calendar, and set the headcount for each.
What this coversHideMark drops, sale days and return waves on one calendar, and set the headcount for each. The HR strategy and workforce planning work covers it.
A written map of who is permanent, who is seasonal and who is freelance, with clear terms for each.
What this coversHideA written map of who is permanent, who is seasonal and who is freelance, with clear terms for each.
A list of trained people who can return for each sale, with a short refresher.
What this coversHideA list of trained people who can return for each sale, with a short refresher. The recruitment process keeps the list fresh.
What an agent or inspector decides alone, what they pass on and how many contacts or items a shift is expected to cover.
What this coversHideWhat an agent or inspector decides alone, what they pass on and how many contacts or items a shift is expected to cover. See role design.
A packer measure that includes wrong-item and damage rates, shared with the shift.
What this coversHideA packer measure that includes wrong-item and damage rates, shared with the shift. The performance management and incentive design work can shape it.
A weekly check between design, marketing and fulfilment on what lands in the next two weeks and what staffing it needs.
What this coversHideA weekly check between design, marketing and fulfilment on what lands in the next two weeks and what staffing it needs.
Before changing anything, find out what is true today. These checks take an afternoon and tell you which of the topics above to start with.
Share your requirementsConfirm with a qualified professional. What applies to you depends on your business, your state and your arrangements, and it changes. This page describes practice. It does not state a legal position.
The services below fit this kind of business best. Each starts by recording where you stand, and every later report compares against that. We do not promise outcomes.
A staffing plan that follows the drop and sale calendar, with core and flex roles.
A seasonal packer and support agent pool that can be called back before each sale.
Measures for packers and agents that count accuracy and customer outcome, not only speed.
Clear role pages for support agents, returns inspectors and merchandisers.
Start with a free conversation, or see the paid HR Diagnostic.
Understand the business, its workforce, current processes and HR challenges.
Find the missing, weak, inconsistent or person-dependent processes.
Create the structure, processes, policies, SOPs, dashboards and systems needed.
Help HR and department managers actually adopt the new system.
Digitise repetitive and approval-based workflows where it is worth doing.
Track hiring, attendance, employee cost, performance, training and attrition.
Strengthen the people-management system continuously, not once.
From the GullyHR blog: one on HR in e-commerce and d2c, and one on each of the topics this page points to.

Warehouse associates, support agents and fast-scaling teams leave for different reasons. How to ask what shaped their decision and act on it between peaks.
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Hiring decisions made one request at a time, in the month the pain is worst. What a workforce plan contains and why a twelve-month view changes what you hire.
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Measures that show how reactor, console, lab and gantry staff are really doing, the ones that mislead or bury near misses, and a monthly sheet an in-charge can run in twenty minutes.
7 min readRead articleMore on the GullyHR blog.
Estimate from past sale orders and the number one packer can pack accurately in a shift. Add a small margin and a trained reserve. Then review after each sale and adjust.
It depends on volume and the complexity of your questions. Many brands start with in-house agents who know the product and add flexible capacity at sale times. Whatever you choose, train the team on your size and exchange rules.
Count wrong-item and damage returns, trace them to shifts and give feedback. A second check on high-value or popular items, and a clear pack slip, often cut avoidable returns.
Yes, in the sense that their terms, deliverables and payment dates should be clear and written. Keep a simple record for each, so questions of scope and payment are settled easily.
Plan shifts early, cap long runs, rotate hard queues and give a rest after the peak. Ask the team what drains them most and change one thing at a time.
We would ask how many people you added for the last sale, how returns were staffed afterwards and which roles are freelance. A drop calendar linked to a staffing plan is a common first project, with scope agreed in writing.
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