Angelo Stubbs

Chargeback infrastructure for $10k–$50k Shopify brands. Fraud filtering. Bank-priority evidence. Ratio protection.

[Angelo Stubbs @AngeloStubbs1]

I put together a structured dispute control system specifically for Shopify stores dealing with fraud and payment pressure.

It focuses on prevention first, then evidence structure second.

Sharing it here in case it’s useful:

https://t.co/9c2v3PRNcZ

[Angelo Stubbs @AngeloStubbs1]

Something I keep seeing:

A store gets reviewed and immediately asks:

“What was my chargeback rate?”

Meanwhile the bigger clue was sitting somewhere else the whole time.

Usually in refunds.
Or fulfillment.
Or fraud attempts.
#disputeinfrastucture

[Angelo Stubbs @AngeloStubbs1]

Most merchants think chargebacks are the biggest threat to their payment account.

They’re not.

The bigger threat is usually the pattern behind them.

Refund spikes.
Fulfillment issues.
Fraud attempts.

Chargebacks are often just the visible symptom.

[Angelo Stubbs @AngeloStubbs1]

Still refining it…

but it’s been interesting seeing how consistent the patterns are.

[Angelo Stubbs @AngeloStubbs1]

Most chargeback problems I see aren’t random.

They usually come from:

• Small breakdowns
• Repeated over time
• Without much visibility

Once you step back, it’s actually pretty predictable.

That’s what I’ve been spending time organizing into a system.

[Angelo Stubbs @AngeloStubbs1]

But once frustration builds, people stop trying to solve it directly.

That’s when the bank gets involved.

The dispute is just the visible part.

What caused it usually happened much earlier.

[Angelo Stubbs @AngeloStubbs1]

A lot of merchants think chargebacks are the problem.

Most of the time, they’re the symptom.

The actual problem usually showed up earlier.

A customer got confused.
Something took too long.
Support didn’t respond clearly.

Nothing major by itself.

[Angelo Stubbs @AngeloStubbs1]

But once frustration builds, people stop trying to solve it directly.

That’s when the bank gets involved.

The dispute is just the visible part.

What caused it usually happened much earlier.

[Angelo Stubbs @AngeloStubbs1]

From the merchant side, it can feel random.

From the customer side, the decision was building for a while.

That disconnect creates a lot more disputes than people realize.

And honestly, most businesses don’t even see it happening until it’s too late.

[Angelo Stubbs @AngeloStubbs1]

One thing I keep noticing with chargebacks…

The customer usually makes the decision emotionally first.

The dispute itself just comes later.

Something felt confusing.
Something felt ignored.
Something didn’t feel worth dealing with anymore.

So they go to the bank.

[Angelo Stubbs @AngeloStubbs1]

You can see where things are breaking down
You can catch issues earlier
You’re not surprised when something happens

That shift is what changes everything.

That’s the part I’ve been focused on building around.

[Angelo Stubbs @AngeloStubbs1]

There’s a big difference between dealing with chargebacks…

and actually controlling them.

Dealing with them looks like:

Responding when they happen
Trying to win disputes
Hoping it doesn’t get worse

Control looks different.

[Angelo Stubbs @AngeloStubbs1]

Silence is what creates friction.

And friction is what turns small issues into disputes.

That part gets underestimated all the time.

[Angelo Stubbs @AngeloStubbs1]

Timing plays a bigger role in chargebacks than most people realize.

Not just how long something takes…

but when the customer feels the delay.

A 2-day delay with no update feels worse than a 5-day delay with clear communication.

[Angelo Stubbs @AngeloStubbs1]

Shipping takes longer than expected
Updates aren’t clear
Policies don’t match what they assumed

From the business side, everything might feel reasonable.

From the customer side, it feels off.

And when it feels off…

they look for the fastest way to f

[Angelo Stubbs @AngeloStubbs1]

A lot of chargebacks come down to one thing most businesses don’t track well.

Expectations.

What the customer thought was going to happen
vs
what actually happened

That gap is where problems start.

ix it.

That’s usually the bank.

[Angelo Stubbs @AngeloStubbs1]

@EcomH3NZ @Shopify @harleyf @tobi From the outside everything can look solid, but there’s usually something under the surface that triggers a review.

Doesn’t make it any easier when it happens, but there’s almost always more going on behind the scenes than what’s visible.

[Angelo Stubbs @AngeloStubbs1]

@EcomH3NZ @Shopify @harleyf @tobi That’s tough, especially after building something for that long.

What I’ve been seeing more lately is that these decisions usually aren’t tied to one thing—it’s often a mix of signals building over time that aren’t always obvious day to day.

[Angelo Stubbs @AngeloStubbs1]

everything else gets easier to manage.

That’s what I’ve been spending more time building around.

[Angelo Stubbs @AngeloStubbs1]

The more I look at this, the less it feels like a “chargeback problem.”

It feels like a visibility problem.

Not seeing where things break down.
Not catching it early enough.
Not having structure around it.

Once that part becomes clear…

[Angelo Stubbs @AngeloStubbs1]

Once you start connecting those dots…

things get a lot more predictable.

[Angelo Stubbs @AngeloStubbs1]

Chargebacks don’t usually happen in the moment.

There’s usually a delay.

A few days. Sometimes weeks.

That gap matters.

Because it hides the connection between cause and effect.

Something happens here…
the dispute shows up later.

And it feels unrelated.