Module 8 ยท Lesson 2
A/B Testing, Cutting Losses, and Scaling Wins
A/B testing is a controlled experiment where you compare two variants of one element (headline, image, CTA, landing page, etc.) to identify which performs better.
What can be checked?
| Element | Variant A | Variant B |
|---|---|---|
| Post title | "The 5 best headphones in 2026" | "Don't buy headphones before reading this" |
| Image | Product on white background | Lifestyle image in use |
| CTA | "for purchase at a discount" | "Check current price" |
| Posting time | 09:00 | 20:00 |
| Landing page | Long text with an overview | Short text + comparison table |
Core A/B testing rules
- Test one variable at a time so you can attribute the result correctly
- Wait for enough data (for example 100+ clicks per variant or several days of stable traffic)
- Promote the winner to baseline, then test a new challenger
- Document every test: hypothesis, variants, results, and decision
Cutting losses
One of the hardest affiliate skills is knowing when to stop. Use objective stop rules:
๐ช When to cut a product/campaign?
- 100+ clicks with zero conversions โ pause and investigate fit, page quality, or offer mismatch
- Steady CR decline โ check pricing, competition, landing page changes, or traffic quality shifts
- Paid campaigns stay negative after structured optimization โ stop and reallocate budget
- High refund/chargeback risk โ pause promotion and review offer reliability
Leverage success (scaling)
When you find a proven winner, scale methodically:
- Do more of what works - replicate the winning format with new angles
- Distribute across channels - SEO winner? Share via email, social, and community channels
- Increase paid budgets gradually - for example +20% every 3-5 days
- Expand to adjacent offers - similar products, same audience intent
๐ The winning loop
Winning affiliate operations run on a loop: test โ measure โ optimize โ scale โ repeat. Consistency in this loop creates compounding growth.
In the next lesson - negotiations with networks and advertisers: how to ask for a dedicated coupon and a higher commission.