On your busiest sale day, how many of your team's hours go to confirming orders, chasing addresses, answering "where is my order?" and processing return requests?
E-commerce operations are built on a handful of workflows repeated thousands of times a day. Sales, operations and support teams each own a part of them. As order volume grows, so does the share of their time spent on work that follows the same steps every time.
Where team time goes today
| Team | Recurring work |
|---|---|
| Sales | Following up abandoned checkouts, answering product questions |
| Order operations | Confirming cash-on-delivery orders, verifying addresses |
| Logistics | Rescheduling failed deliveries, updating couriers |
| Support | Order status, returns, exchanges and refund updates |
| Retention | Post-purchase follow-up, reviews, repeat-purchase reminders |
Each of these starts from an event the order, courier or payment system already records. The steps are clear. What stretches the team is doing them for every order, quickly, on every channel.
What end-to-end automation looks like
Cllr runs these workflows end to end for e-commerce businesses.
1. Detect
The workflow subscribes to order, courier and payment events. A failed delivery attempt, a new cash-on-delivery order or a return request opens a case as it happens.
2. Decide
The business sets the rules once, in trigger policies:
- Confirm high-value or first-time cash orders before dispatch
- Verify the address and preferred time after a failed delivery attempt
- Offer an exchange first when a return is for size or fit
- Send damaged-item or high-value cases straight to a person, with details attached
The same standard applies on a quiet weekday and on the biggest sale of the year.
3. Act, personalised to each shopper
The workflow engages each shopper with context: what they ordered, their delivery history, their past purchases and their language. A first-time buyer gets a clear order confirmation. A returning customer with a size issue is offered the right size in the same item. Each interaction reflects the brand and the shopper, not a template.
4. Confirm
The result is written back where it belongs: the order confirmed or cancelled, the courier updated with the corrected address and slot, the return converted to an exchange, the refund triggered. Every step is logged, and leaders see completed cases per workflow, not messages sent.
What changes for the teams
- Operations stops working queues and handles only the exceptions that need a decision
- Support sees fewer repeat contacts, because shoppers are updated before they ask
- Sales and retention reach every shopper at the right moment, with a relevant message
- Leadership sees each workflow's results in the order system, not in a separate report
The same model across commerce
E-commerce shares its workflows with quick commerce, where the window is minutes, and hyper-local delivery, where riders and merchants are part of every order. One platform runs all of them with separate policies.
Where to start
Pick the workflow that takes most of your team's time today. For many brands, that is cash-on-delivery confirmation, delivery exceptions or returns. See how Cllr works for e-commerce, or talk to the team.


