AdRoll
Unified marketing and advertising platform driven by AI-powered predictive modeling and omnichannel orchestration.
The Shopify-native automation engine for hyper-scalable e-commerce operations.
Mesa is a specialized workflow automation platform engineered specifically for the Shopify ecosystem, positioned in 2026 as the primary competitor to generalist tools like Zapier for high-volume merchants. Its technical architecture is built on a high-availability event-driven engine that captures real-time Shopify webhooks to trigger complex sequences. Unlike generic middleware, Mesa provides deep access to the Shopify GraphQL and REST APIs, allowing for granular manipulation of order metadata, customer profiles, and product catalogs. In 2026, Mesa has significantly expanded its 'AI-First' capabilities, integrating LLM-driven decision nodes that can perform sentiment analysis on customer reviews, generate personalized marketing copy for abandoned carts, and automate customer support routing based on intent. The platform differentiates itself through its 'Mesa Code' feature, which allows developers to inject custom JavaScript or Python snippets into workflows, providing a hybrid no-code/pro-code environment. This makes it an essential tool for Shopify Plus merchants looking to eliminate manual data entry, sync inventory across heterogeneous systems, and implement sophisticated loyalty logic without the overhead of custom app development.
A serverless execution environment allowing users to write Node.js or Python directly within a workflow step.
Unified marketing and advertising platform driven by AI-powered predictive modeling and omnichannel orchestration.
AI-driven background extraction for high-fidelity design workflows and e-commerce automation.
Enterprise-grade GAN-based image enhancement for high-volume digital asset workflows.
Professional-Grade AI Background Isolation with Zero-Latency Edge Matting for High-Scale Production.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Native integration with LLMs to interpret unstructured text data from customer notes or emails.
The ability to pause workflows for a specific duration or until a specific calendar event.
Human-in-the-loop nodes that pause automation until a staff member manually approves an action.
Visual drag-and-drop interface for mapping JSON fields between disparate APIs.
Automated retry logic and detailed stack traces for failed workflow executions.
Native capabilities to trigger actions in Store A based on events in Store B.
Manually identifying and rewarding high-spending customers is time-consuming and prone to delay.
Registry Updated:2/7/2026
Send an automated Slack notification to the loyalty team.
Brand managers cannot read every review to identify product defects or shipping issues.
Need for real-time reporting outside of Shopify for finance teams.