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 dark store is judged in minutes: pick, pack, hand over, ride. Here is how to run the people side for a model where a short delay is visible to a customer straight away.

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Share your requirementsA quick commerce or dark store operator runs small fulfilment points inside a city, close to customers, with a promise of delivery in minutes. Each store has a handful of people at a time: pickers who collect items, packers who bag them, a store manager, an inventory person, and a changing group of delivery riders who may be employed directly, by a partner fleet or on a gig basis. Orders come in waves around mornings, evenings and weekends, and each wave must be met by exactly the right number of people. Stores open late and close early, and many are multiplied across areas, so a manager's hold on the store decides how it runs. Churn among pickers and riders is high, and restocking and cycle counts compete with order work. See also HR for e-commerce and D2C.
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.
An evening rush needs more hands than the quiet hours justify, and the shift pattern rarely matches the order curve.
A first-time manager runs a full store with limited coaching, and the store's mood and results follow their ability.
Repetitive work at speed, odd hours and little progression send new joiners out before they become fast.
Gig, partner and own riders work side by side under different terms, with different records and different grievances.
One absentee in a small team changes pick time, and the store has no standby.
Short counts, wrong placement and damages come from rushed shifts, and nobody is clear on who is responsible.
Start with the topics that matter most here: Employee Administration; Onboarding and Probation; Retention and Attrition Management. Then work through the rest. Each topic is written for e-commerce and d2c, not in general.
Records, attendance, leave and the day-to-day HR that must simply work.
A first day that is the same for the fifth joiner as the first.
Who leaves, when, why — and which of them mattered.
How many people, in which roles, by when — and what they will cost.
Structure, reporting lines and who is allowed to decide what.
Requisition to joining, the same way every time.
Salary structure, payroll inputs and a month that closes on time.
Goals, reviews and ratings that hold up in a conversation.
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.
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 quick commerce and dark store operators business puts in place, in an order that makes each easier. Open any card for the detail.
Shift start times and headcounts that follow the hourly pattern of each store, with short and split shifts where suitable.
What this coversHideShift start times and headcounts that follow the hourly pattern of each store, with short and split shifts where suitable. The attendance and shift process defines it.
A small group who can cover a store at short notice, so one absence does not slow the whole shift.
What this coversHideA small group who can cover a store at short notice, so one absence does not slow the whole shift.
A first-ninety-days plan covering rosters, stock, people and escalation, with a named area manager to check in.
What this coversHideA first-ninety-days plan covering rosters, stock, people and escalation, with a named area manager to check in. The manager development programme is built for this.
One list of who rides for the store, on what terms, and with which access, even where partners are involved.
What this coversHideOne list of who rides for the store, on what terms, and with which access, even where partners are involved. See employee information management.
A short induction on pick routes, safety and stock handling with a buddy, plus a check on day three and day ten.
What this coversHideA short induction on pick routes, safety and stock handling with a buddy, plus a check on day three and day ten. The onboarding and probation work sets it up.
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.
Rosters shaped around the hourly order pattern, with standby cover.
A short, structured start for pickers, packers and new managers.
Support for first-time store managers who run a store without much coaching.
A look at who leaves, from which store, and after how many weeks.
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.
8 min readRead article
Payroll says one joining date, the personal file says another and the manager remembers a third. How to establish a single trustworthy employee record and keep it that way.
7 min readRead article
A practical joining checklist covering documents, assets, system access and statutory enrolments, with owners and timings, so nobody's first salary is wrong.
8 min readRead article
How to spot an unmanageable workload before it becomes an exit or an error, what to look at, how to talk about it and what to change, without guessing.
5 min readRead articleMore on the GullyHR blog.
Match start times and shift lengths to the order curve, use split or short shifts where possible, and keep a standby pool. Work it out from your own hourly order data, store by store.
Common reasons are pay timing, rushed first weeks, difficult hours and no sign of progression. Exit conversations and a look at the weeks of service when people leave show which applies to you.
Be clear on who they work for, what rules apply at the store and how issues are handled. Keep the store records tidy and take advice from a qualified professional on engagement terms.
Roster planning, stock accuracy, handling absentees and how to coach a team. Pair them with an area manager for the early weeks.
Name an owner for counts and putaway, keep the routine short and consistent, and review errors by shift. Rushed shifts and unclear ownership cause most gaps.
We would look at the hourly roster against order patterns, how new store managers are prepared, and how picker exits are spread over their first weeks. A sensible first piece of work is a roster and induction redesign for one or two stores. Scope is agreed in writing before work begins.
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