- Focuses on practical loyalty strategies and portfolio-building.
- Does not delve deeply into advanced CRM systems or segmentation.
- Introduces basic analytics via Shopify and heatmap insights.
- Emphasizes applying data-driven insights in simple workflows.
- Prepares learners for entry-level marketing analytics tasks rather than advanced technical roles.

