Swaroop Krishnan
11 Months Ago
Personalization is the buzzword you hear so often these days, but what does it actually mean in terms of your e-commerce site. Personalization for your e-commerce means that you’re offering each of your customers a unique shopping experience with dynamic content and product recommendations. By creating personalized shopping experiences, you’re helping your customer by showing them more of what’s relevant to their interests and buying behaviors. This improves customer service and drives incremental revenue.
The Elements of Developing a Commerce Based Personalization Strategy
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)
Data Collection
Personalization starts with data collection. With the help of analytics tools, it is possible to capture data such as page visits, traffic, email clicks, purchases, and search history. It is important to define what data you want track, the users you are tracking and when you track the data. Capturing and tracking this data is the starting point to creating a personalization strategy
Role of AI and Machine Learning
Once you have collected enough relevant data from your e-commerce site, artificial intelligence (AI) will play a critical role in personalization. Leveraging machine learning and data mining allows you to process Big Data efficiently and help you find patterns in the data that will make personalization decisions and product suggestions. An AI driven personalization platform works as follows:
- Gathers Data: Collects data based on user behavior such as clicks, add to carts, checkouts, and coupon code uses etc.
- Segments Data: Segmentation of data can be done on:
- Customer Type – new, returning
- Traffic sources – channel from which they arrived from – email , promotions , organic search , referral url
- Geolocation – Segmentation of users by language, region
- Behavior – You can define behaviors such as when a user returns what are the chances of purchasing
- Devices – Mobile, Tablet, Desktop.
- Takes action: making recommendations such as cross-sell, upsell, display promotions that are specific to customer. Following are some of the actions –
- Dynamic Content Block – Show data that is most relevant to users
- Overlays – Display promotions or sales events in a modal
- Display product recommendations on different places of the website
- Social media targeting – Display ads on social media
- Send email promotions or ads through email
Interested in learning more? Dunn Solutions has decades of experience creating effective personalization strategies for both B2C and B2B e-commerce sites.
To learn more about how Dunn Solutions can help your business deliver personalized e-commerce experiences to your customers, contact us today!