online vs. in-store vs. mobile purchase ratios - **Category affinity** — what product categories does the customer favor? - **Engagement metrics** — email open rates, app usage, loyalty program activity - **Return behavior** — what percentage of purchases are returned? - **Price sensitivity** — does