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How to Protect a Public AI Chat Interface Without Slowing Down Legitimate Shoppers

How to Protect a Public AI Chat Interface Without Slowing Down Legitimate Shoppers

Published 9/7/2026
Thom Zolghadr

Public AI chat can be a powerful shopping tool, and an expensive target for automated abuse. This walkthrough shows how a layered security model blocks bad traffic early, applies tenant-specific risk scoring, and gives merchants the visibility needed to tune protection without adding friction for real shoppers.

SoftwareAI
How to Protect a Public AI Chat Interface Without Slowing Down Legitimate Shoppers
How to Run Paid Search Campaigns When Lead Quality Matters More Than Click Volume

How to Run Paid Search Campaigns When Lead Quality Matters More Than Click Volume

Published 9/30/2026
Gabriel Richards

A paid search program needs a clear definition of a qualified lead before it needs more budget. This guide explains how to connect campaign structure, landing pages, tracking, and governance so teams can make defensible keep, fix, or stop decisions.

MarketingAIShopify
How to Run Paid Search Campaigns When Lead Quality Matters More Than Click Volume
Isolate Shared State Before Adding Parallel Test Workers

Isolate Shared State Before Adding Parallel Test Workers

Published 10/20/2026
Willem Luijt

Parallel test runs break on shared state, not CPU count. Here is how we isolated databases, temp files, locks, and reports in a Symfony coverage run, locked only the truly shared fixtures, and merged coverage without hiding failures.

SoftwareWeb DevelopmentSymfonyPHP
Isolate Shared State Before Adding Parallel Test Workers
Why You Should Consider Hiring an Email Marketing Agency

Why You Should Consider Hiring an Email Marketing Agency

Published 12/19/2023

Discover the benefits of outsourcing your email marketing to a specialized email marketing agency, including saving money and time, and helping your business run more efficiently.

MarketingEmail Mktg Strategy
Why You Should Consider Hiring an Email Marketing Agency
Magento-to-Shopify Data Mapping: Products, Customers, Orders, and Integrations

Magento-to-Shopify Data Mapping: Products, Customers, Orders, and Integrations

Published 9/29/2026
Gabriel Richards

Magento to Shopify data mapping needs rules before imports. Map products, customers, orders, and ERP identifiers, then validate relationships before launch.

E-CommerceShopifyMagento
Magento-to-Shopify Data Mapping: Products, Customers, Orders, and Integrations

Why do you need a React-friendly CMS?

Published 12/17/2015
Software
Why do you need a React-friendly CMS?
Should You Use React for Your Next Website?

Should You Use React for Your Next Website?

Published 1/29/2020
Gabriel Richards

React has become the newest coolest way to build modern web applications. Is it right for your project? Learn some important considerations in this article.

SoftwareWeb Development
Should You Use React for Your Next Website?
API Platform max_joins Errors: Fix the Serializer Cycle, Not the Limit

API Platform max_joins Errors: Fix the Serializer Cycle, Not the Limit

Published 10/15/2026
Gabriel Richards

An API Platform max_joins error can signal a recursive serializer graph. Learn how one vehicle-fitment API removed a targeted back-reference, preserved storefront data, and added a regression test.

SoftwareWeb DevelopmentSymfonyPHP
API Platform max_joins Errors: Fix the Serializer Cycle, Not the Limit
Can an ecommerce platform migration happen without downtime?

Can an ecommerce platform migration happen without downtime?

Published 10/13/2026
Gabriel Richards

Ecommerce platform migration downtime is avoidable with a tested cutover plan. Learn how to protect checkout, synchronize data, and prepare recovery steps.

Web DevelopmentE-CommerceShopifyMagento
Can an ecommerce platform migration happen without downtime?
How Furniture Retailers Should Choose a Web Development Partner

How Furniture Retailers Should Choose a Web Development Partner

Published 10/2/2026
Gabriel Richards

Learn how furniture retailers should choose a web developer: prioritize operational fit, verify integrations, and define migration, testing, and support ownership.

Web DevelopmentE-CommerceShopifyMagento
How Furniture Retailers Should Choose a Web Development Partner
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