I’ve worked with a few e-commerce setups where nothing looked broken.
Dashboards green.
Orders going through.
Payments captured.
But support tickets kept increasing.
Refunds slowly rising.
Customers saying:
“Why was it out of stock after I paid?”
Nothing “crashed”.
Inventory didn’t fail loudly.
It just… drifted.
One channel updated stock first.
Another lagged.
Someone fixed numbers in a spreadsheet.
No one fully trusted the data anymore.
Everything still worked — just worse each week.
The hardest part wasn’t tech.
It was realizing this wasn’t a CRUD problem.
It was a systems coordination problem:
delays between systems
retries overwriting newer state
humans patching gaps manually
By the time teams notice, the damage isn’t technical:
It’s refunds, bad reviews, support overload, and lost trust.
Curious if other builders here ran into this kind of “slow failure” —
where the system is “up” but correctness slowly erodes?
I’m curious — do any teams here treat correctness/invariants as a first-class metric? How do you detect silent divergence early?