Field notes

Blog

Shopify bot traffic, abandoned-cart pollution, and ad analytics integrity — written for merchants who actually have to look at the dashboards.

botsshopify

Where Shopify bot protection actually runs — and why that decides what it can catch

Storefront script, DNS proxy, checkout validation, order review: four layers, four different blind spots. A plain map of which tools can see which attacks, and the trade-off each one asks you to make.

botsshopify

How to stop direct-to-checkout bots on Shopify (and why your bot blocker can't see them)

Bots that hit cart permalinks never load your storefront, so storefront bot apps, CAPTCHA and IP blockers never get a vote. Here's what's actually happening and what genuinely helps.

botsshopify

How to stop bots on Shopify (the free methods first, then what actually holds)

An honest walkthrough of the free ways to stop bots on Shopify, what each one really blocks, and where the free path runs out. No fear-selling.

card-testingbots

What a Shopify card-testing bot attack actually costs you

Card testing is the most expensive bot pattern on Shopify. What an attack looks like in your admin, the real cost beyond the test charges, and how to stop it.

klaviyobots

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.

botsanalytics

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.

shopifyabandoned-cart

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.

botsanalytics

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.