You’re not losing on Amazon because you’re doing too little. You’re losing because you’re doing too much. That’s what keyword stuffing is about.
I open accounts every week with hundreds, sometimes thousands of keywords running. Campaigns stacked on campaigns. Layers of structure that look impressive in a screenshot.
Most of it shouldn’t exist.
Bruce Lee had a rule: Not more. Better.
He wrote about it constantly. That you have to strip away what doesn’t work. Keep what does. “Everything else is in the way,” he used to say.
That’s not philosophy for posters.
That’s how high-performing ad accounts actually win.
Bruce Lee wasn’t adding moves. He was removing them.
If you read Tao of Jeet Kune Do, the whole point revolves around doing less, with precision.
Bruce Lee rejected rigid systems. He avoided memorizing techniques for the sake of it. He focused on what actually worked in real situations.
His words, not mine: “Hack away at the unessential.”

Now take that and look at your Amazon account.
- Hundreds of keywords
- Dozens of campaigns
- Constant bid changes
- “Best practices” layered on top of each other
It feels advanced… but it’s not.
It’s crowded.
And crowded systems don’t move fast.
Most Amazon accounts are throwing punches at the air
Let’s make this simple. Keywords are punches. Why? Every keyword you run is an attempt to land something.
Now ask yourself: Are these punches landing? Or are you just throwing more, hoping something connects?
Because a lot of accounts look like this:
- 30 to 40 percent of spend goes to search terms that never convert
- Multiple campaigns target the same query
- Budgets get diluted across low-value traffic
- Decisions get made daily on unstable data
See the problem? It’s collective inefficiency. It’s motion without impact.
Related article:
Why operators keep adding instead of cutting
Adding feels like progress.
When performance dips, you launch more campaigns.
When ACoS creeps up, you add more keywords.
Sales slow. So you test another tactic.
It feels like control.
But Amazon doesn’t reward effort.
It rewards outcomes. And outcomes don’t come from volume.
They come from clarity.
The BellaVix lens: Context over rules
This is where most strategies fall apart.
They rely on keyword stuffing instead of thinking.
Always negate after X clicks. Always scale low ACoS. Always cap spend here.
The real problem is ignoring context.
We’ve seen keywords with zero sales turn into top performers once bids were adjusted. We’ve also seen keywords burn thousands with no path to conversion.
Same metric. Different reality.
That’s why our approach is simple.
Context over rules. Always.
Because the data doesn’t tell you what to do. It tells you what’s happening.
You still have to think.
What we actually subtract
This is where things get practical. Here’s what we remove first to avoid keyword stuffing.
Irrelevant traffic
If it doesn’t match your product, it doesn’t belong in your account.
No exceptions.

Non-converting spend
If something spends and doesn’t produce, it gets addressed.
- Lower the bid
- Restrict match type
- Or cut it entirely
Doing nothing is not a strategy.
Overlapping structure
More campaigns do not mean more control.
They often mean you’re bidding against yourself.
We simplify structure so each campaign has a job. And use every tool available on Amazon.

Low-value tactics
Not everything deserves budget.
If a tactic consistently underperforms, it doesn’t get “more time.”
It gets removed.
Over-optimization
This one is subtle.
Daily changes feel productive.
They’re usually noise.
If the data hasn’t matured, you’re reacting to fluctuations, not trends.
Sometimes the right move is to leave it alone.
Related article:
What we keep, and why it works
Once you strip everything down, what remains is surprisingly simple.
And more effective.
We keep:
- High intent keywords that actually convert
- Clear campaign roles tied to specific goals
- Bidding based on real math, not guesswork
- Focus on non-brand growth, not just defending branded traffic
- Data-driven decisions grounded in context
The fighting stance: simplified execution
Bruce Lee reduced fighting to what mattered most.
We do the same with bidding.
Instead of endless rules, we look at four situations.
- High ACoS
Bid down based on revenue per click - High spend, no sales
Set conservative bids tied to average order value - Low ACoS
Scale gradually, not aggressively - Low visibility
Increase bids to gain access to traffic
That’s the system.
Simple. Adaptable. Effective.
What happens when you actually apply this
This is where it gets interesting.
We’ve seen accounts where:
- 30 percent of keywords were removed and conversion rate improved within weeks
- Spend dropped while revenue increased because budget shifted to what worked
- Campaign count was reduced and performance became easier to manage
Nothing new was added.
Performance improved anyway.
That’s the part most people miss.
Be like water, not like your current campaign structure
Bruce Lee talked about being like water.
Adaptable. Flexible. Responsive.
Most ad accounts are the opposite.
Rigid. Overbuilt. Slow to react.
Templates get followed even when they stop working.
Structure gets preserved even when it creates inefficiency.
That’s not strategy.
That’s inertia.
Every account is different.
Different margins. Different competition. Different lifecycle.
Which means your approach should adjust.
Not stay fixed.

This applies beyond ads
This isn’t just about Amazon.
It’s how we approach everything.
More tools don’t fix a broken process.
More hires don’t fix unclear strategy.
More effort doesn’t fix poor direction.
You don’t scale by stacking.
You scale by focusing.
And focus comes from removing what doesn’t matter.
The real reason this works
Because simplicity scales.
Complexity breaks.
The more moving parts you have, the harder it is to:
- Identify what’s working
- Fix what’s not
- Move quickly when conditions change
When you simplify, everything becomes clearer.
Better decisions.
Faster adjustments.
Stronger results.
The takeaway
You don’t need more keywords.
You need better ones.
You don’t need more campaigns.
You need clearer ones.
You don’t need more strategy.
You need less of what isn’t working.
So take a look at your account.
Not what you can add.
What you can remove.
Because right now, you’re probably not missing the next big tactic.
You’re buried under everything that never should have been there.
Related article:
Amazon PPC Audit Guide: How to Find Wasted Ad Spend and Improve Performance

Final thoughts
Bruce Lee didn’t win because he knew more moves.
He won because he removed the ones that didn’t matter.
Your ad account works the same way.
So the question is simple.
Are you throwing punches that land?
Or just hoping one eventually does?