Acquisition Source Analysis
→Dataset has 3,750 users mapped to 6 acquisition sources: Facebook, Google, Instagram, Snapchat, Organic, Offline Campaign.
→Offline Campaign drives significant acquisition alongside digital channels — multi-channel strategy in use.
→Facebook & Google are the primary paid digital channels based on user volume in source data.
→Organic acquisition present — indicating word-of-mouth and brand recall working alongside paid media.
→Recommendation: Compare revenue-per-user by channel — Offline Campaign users may have higher lifetime value than Snapchat/Instagram users despite lower digital engagement signals.