How do I test different pricing strategies and discount offers?
Muhammed Tüfekyapan
Founder & CEO
TL;DR - Quick Answer
Complete Expert Analysis
Testing Pricing Strategies and Discount Offers
Pricing tests are uniquely high-stakes in e-commerce: the right price point can dramatically improve unit economics, while the wrong one suppresses revenue or attracts low-LTV customers. The discipline required is to measure revenue per visitor, not just conversion rate - because higher prices at slightly lower conversion can outperform lower prices at higher conversion on total revenue.
Pricing Test Types
| Test Type | Example | Primary Metric |
|---|---|---|
| Price point test | $48 vs. $52 for same product | Revenue per visitor |
| Discount frame test | "20% off" vs. "Save $10" for same discount | Conversion rate |
| Threshold test | Free shipping at $45 vs. $55 | AOV + conversion rate combined |
| Bundle pricing test | 15% vs. 20% bundle discount | Bundle take rate + revenue per order |
| Offer type test | % off vs. free gift vs. BOGO | Revenue per email sent (for campaigns) |
Pricing Test Methodology
- Traffic-split, not time-split: Never run a price test where $48 is shown in week 1 and $52 in week 2 - seasonal variation, traffic source changes, and news events all contaminate time-based tests
- Minimum 1,000 visitors per variant: Price tests need larger samples than copy tests because conversion variance is higher
- Test on a mid-traffic product first: Not your #1 bestseller (highest risk) and not your slowest mover (takes too long)
- Monitor return rate separately: A higher price that converts at similar rate but increases returns is not a winning test
- Check customer quality: In some markets, lower prices attract lower-LTV customers - monitor 90-day repeat purchase rates of test cohorts before declaring a winner
Discount Offer Testing with Growth Suite
Growth Suite's A/B Testing Module enables systematic testing of different discount offer types within Trigger Campaigns - for example, testing whether a "15% off your first order" offer converts better than a "free sample with your first order" offer for equivalent walk-away customer segments. Because Growth Suite targets only visitors showing exit intent or abandonment signals (not all visitors), these tests measure discount effectiveness on the specific customer segment where discounts are most relevant, producing more actionable data than blanket sitewide tests.
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With over a decade of experience in e-commerce optimization, Muhammed founded Growth Suite to help Shopify merchants maximize their conversion rates through intelligent behavior tracking and personalized offers. His expertise in growth strategies and conversion optimization has helped thousands of online stores increase their revenue.
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