Short answer: don't compare systems on features — they all publish the same list. Compare them on two things: does the system understand how an order fails in your market, and does it tell you at the end whether that order made money. Any system that stops at "delivered" is managing work, not a business.
Disclosure before you read on: I built an operations system called Rabehni, so I am not a neutral party. That is why the criteria below are written as questions to ask any system — mine included — rather than as a spec shaped around it. If another system answers them better, take it.
The mistake: comparing checklists
Most people open two sites side by side and compare: order management ✓ inventory ✓ shipping ✓ reports ✓. Everything looks the same, so the decision ends up being made on price, or on whichever ad was seen last.
A checklist tells you what is in there, not how it behaves when things go wrong. And things go wrong daily: a customer refuses delivery, a courier tries twice and gives up, an order comes back and nobody knows whether the item reached the warehouse, and an ad keeps running on a product that is out of stock.
The eight questions
1. Does it speak your market's language?
A cash-on-delivery market behaves nothing like a prepaid one. Ask: is there a confirmation step before shipping? Are delivery attempts counted? Does it distinguish refused, unreachable and postponed? Are your couriers genuinely integrated, or will you be uploading spreadsheets?
If the system cannot count delivery attempts, it does not know the single most important number in an Egyptian operation.
2. Does it tell you whether the order made money?
This is the question that sorts the field. Showing "today's sales" is easy. A useful system subtracts cost of goods, outbound shipping, return shipping when it comes back, packaging, and the order's share of ad spend. Ask: can I see net profit per order? Per product? If not — how would you ever know whether your best-selling product is your most profitable one?
3. Is a return an event or a line item?
Most systems record "returned" and stop. A real return is a chain: why it was refused, who has it, whether the item reached the warehouse or vanished, whether it was resold, and where the money spent on it went. If your return rate is above 10% — which is normal here — this question alone can justify changing systems.
4. Is inventory connected to advertising?
The worst ad spend is spend on a product about to run out. Ask: does it warn me a number of days ahead based on the sales rate, rather than at a fixed quantity? And does it separate stock on hand, stock out with couriers, and stock coming back?
5. Permissions
Who can see cost? Who can change a price? Who can cancel an order? And is there a log of who did what and when? This is not a luxury — it is what lets the team grow without you being the only review step.
6. Is the data yours or theirs?
Ask one blunt question: if I leave tomorrow, how do I get my data out? Orders, customers, inventory and costs, in a format you can import elsewhere. Any vendor that gets vague here is renting you your own data.
7. How does the price grow?
Pricing by order volume means your bill rises as you grow — which is fair, but do the arithmetic first. Ask what it costs at double your current volume, not today's. And ask what sits outside the plan: extra users, integrations, support, data migration.
8. Who built it?
Ask the people behind it: have you run a store yourself? Did this come out of real operational pain or out of market research? The second is not automatically worse, but the first shows up in the small details — the order of the screen you open in the morning, the field somebody added because it burned them once.
Signs you will be switching again within a year
- No published price and no way to try it without a sales call.
- Not one named customer in your sector.
- Operational questions get answered with feature demos.
- Everything is "on the roadmap". Buy what exists today.
- No clear, documented data export.
Test it before you commit
Don't decide from a demo. Run a one-week trial with rules:
- Take 100 real orders from last week, including returns and delivery problems.
- Put them through the full cycle — confirmation, shipping, delivery, return.
- At the end ask two questions: can it tell me what those orders earned? Can it tell me what the returns cost?
- Measure a third thing: did the team use it without asking you every few minutes?
If a system cannot answer those two questions on 100 orders, it will not answer them on 1,000.
Takeaway
The right system is not the one with more features — it is the one that understands how orders fail in your operation and tells you at the end of the day what you earned. Run these criteria across every system on the market, mine included.
If you want to see how I applied these criteria myself: the Rabehni story explains which operational pain the system came out of, and the systems page shows the tools I built while running my own brands.
Read next: What an e-commerce operating system is · The owner dashboard: beyond ROAS · A system or more people.