Feb 20, 2024
A/B Test Segmentation
This guide explains traffic allocation and audience segmentation in A/B testing and split testing environments. Learn how to configure traffic distribution, user segmentation, and variant assignment for your website optimization and conversion rate optimization (CRO) experiments.
Segmentation Options
Location Targeting
Users are matched against their country of origin. A variant can be limited to one or multiple countries. The system evaluates the user's location against the configured countries list.
Language Targeting
Variants can be restricted to specific browser languages. The system checks the user's browser language settings against the configured language list. Multiple languages can be specified for a variant.
Browser Targeting
Browser targeting offers two methods:
Vendor matching: Target specific browser vendors (e.g., Chrome, Firefox, Safari)
User-Agent pattern matching: Use regular expressions to match the User-Agent header for more granular control
UTM Parameter Targeting
Variants can be restricted to users based on UTM parameters in their entry URL:
Supports all UTM parameters (utm_source, utm_medium, utm_campaign, etc.)
UTM parameters are sticky - they persist across the user's session
If a user navigates away from the entry URL, the system still uses their original UTM parameters for variant assignment
Traffic Allocation Process
Segmentation Check
System evaluates all configured targeting rules (Location, Language, Browser, UTM)
Users must match ALL configured rules to be eligible for the variant
If any rule fails, the user is redirected to a different variant
Ratio Application
After passing all segmentation rules, users are assigned based on the specified ratio
Ratio determines the percentage of eligible traffic assigned to the variant
Original Variant
Captures all traffic that doesn't match other variant criteria
Acts as a fallback for users who:
Don't match segmentation rules
Match rules but fall outside the ratio
Have technical issues during evaluation
Traffic Flow Example
Given two variants with the following configuration:
Variant B (Test):
Location: US, UK
Language: en
Browser: Chrome
UTM: utm_source=email
Ratio: 30%
Variant A (Original):
No restrictions (catches remaining traffic)
A user will be assigned to Variant B only if:
They are from the US or UK
Their browser language is English
They are using Chrome
They arrived via an email campaign (utm_source=email)
They fall within the 30% ratio allocation
Otherwise, they will be assigned to Variant A (Original).
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