Blog
Shopify bot traffic, abandoned-cart pollution, and ad analytics integrity — written for merchants who actually have to look at the dashboards.
How to filter bot abandoned carts out of Klaviyo (without breaking real recovery flows)
Bots in your Klaviyo flows tank sender reputation and pad your bill. Three filter recipes you can ship today, plus what they don't actually fix.
Shopify bot traffic: the complete 2026 field guide
Bot traffic on Shopify is hitting more merchants in 2026. Patterns, mechanisms, what it costs, and the actual mitigation tiers, all in one place.
Why is my Shopify abandoned cart rate so high? (The cause nobody talks about)
Most abandoned cart advice tells you to fix shipping and checkout friction. If your rate spiked overnight, the cause is probably bots, and the fix is different.
What Shopify's human or bot session filter actually does (and what it still misses)
Shopify shipped a Human or bot session filter in October 2025. It cleans your sessions reports, but your pixel, ESP, and customer list stay polluted. Here's the gap.