How can I use personalization to improve recovery rates?

As an e-commerce store owner, I'm constantly battling with cart abandonment and lost revenue opportunities. Every day, I see potential customers browsing my products, adding items to their cart, and then mysteriously disappearing. It's frustrating because I know these aren't just random visitors—they're genuinely interested shoppers who just need a little extra nudge. I've tried generic discount popups and email reminders, but they feel impersonal and rarely convert. My conversion rates are stagnating, and I'm spending significant money on ads to drive traffic that ultimately doesn't translate into sales. I need a smarter approach that doesn't just blast discounts indiscriminately but actually understands each visitor's unique purchase intent. My goal is to create personalized, timely interventions that feel helpful rather than pushy. I want to recover those almost-lost sales by showing the right offer to the right customer at precisely the right moment. The challenge is finding a solution that's sophisticated enough to predict behavior, yet simple enough to implement without requiring a team of data scientists.