(Source: https://pltfrm.com.cn)
Introduction
One of the biggest challenges for overseas brands in China is understanding which marketing activities actually drive conversions. Unlike many Western markets, Chinese consumers often interact with multiple platforms before making a purchase. A typical customer may discover a brand on Xiaohongshu, watch a Douyin livestream, search on Baidu, join a WeChat membership program, and finally purchase on Tmall.
If brands only measure the final conversion touchpoint, they risk undervaluing important awareness and consideration channels. Multi-touch attribution (MTA) provides a more accurate view of the customer journey by assigning credit across multiple interactions.
This article explores how overseas brands can implement multi-touch attribution frameworks to improve marketing effectiveness in China.
1. Understand Why Last-Click Attribution Fails in China
1.1 Chinese Customer Journeys Are Multi-Platform
Unlike traditional website-driven funnels, Chinese consumers move across:
- Xiaohongshu
- Douyin
- Baidu
- Tmall
- JD
before making purchase decisions.
A last-click model ignores many influential touchpoints that shape buying behavior.
1.2 Awareness Channels Often Receive No Credit
Content marketing, influencer campaigns, and brand-building activities frequently influence purchases without generating immediate conversions.
Without multi-touch attribution, brands may underinvest in channels that contribute significantly to customer acquisition.
2. Map the Complete Customer Journey
2.1 Identify Key Touchpoints
Brands should document interactions across:
- Social content engagement
- Search behavior
- Livestream participation
- Membership registration
- Marketplace visits
- Purchases
A complete journey map forms the foundation for attribution analysis.
2.2 Connect Online and Offline Interactions
Many China campaigns include retail stores, events, QR codes, and private traffic communities.
Offline touchpoints should also be incorporated into attribution frameworks whenever possible.
3. Establish a Unified Customer Identity Strategy
3.1 Leverage First-Party Data
WeChat memberships, Mini Programs, CRM systems, and loyalty programs help brands identify customers across multiple touchpoints.
First-party data is essential for connecting fragmented interactions.
3.2 Build Customer Profiles
Customer profiles should combine:
- Behavioral data
- Purchase history
- Engagement activity
- Membership participation
Unified profiles provide better visibility into conversion journeys.
4. Select Appropriate Attribution Models
4.1 Linear Attribution
Linear models distribute conversion credit equally across all touchpoints.
For example:
Credit per Touchpoint=Number of Touchpoints100%
This approach is simple and useful for brands beginning attribution analysis.
4.2 Position-Based Attribution
Many brands assign greater value to:
- First-touch awareness
- Last-touch conversion
- Key middle-funnel interactions
This better reflects how consumers move through China’s content-heavy ecosystem.
5. Use Attribution Insights to Improve Budget Allocation
5.1 Evaluate Channel Contribution
Multi-touch analysis often reveals that channels such as Xiaohongshu and Douyin contribute significantly to conversions even when they do not generate direct purchases.
Understanding these relationships supports smarter investment decisions.
5.2 Optimize Full-Funnel Performance
Brands should evaluate performance based on overall customer journey influence rather than isolated channel metrics.
This creates a more balanced and effective marketing strategy.
Case Study: A British Beauty Brand Implements Multi-Touch Attribution
A British beauty brand attributed nearly all sales to Tmall because purchases occurred there. As a result, management reduced spending on Xiaohongshu and influencer campaigns.
We implemented a multi-touch attribution framework integrating Xiaohongshu, Douyin, WeChat CRM, and Tmall data. Analysis revealed that over 60% of purchasers had engaged with Xiaohongshu content before converting.
After reallocating budget based on attribution insights, overall conversion volume increased by 43% while customer acquisition costs decreased by 21% within nine months.
PLTFRM is an international brand consulting agency that works with companies such as Red, TikTok, Tmall, Baidu, and other well-known Chinese internet e-commerce platforms. We have been working with Chile Cherries for many years, reaching Chinese consumers in depth through different platforms and realizing that Chile Cherries’ exports in China account for 97% of the total exports in Asia. Contact us, and we will help you find the best China e-commerce platform for you. Search PLTFRM for a free consultation!
