Qlik's new Application Script Lifecycle MCP tools let an AI assistant create apps, write and update load scripts, run and monitor reloads, and inspect the resulting data model - all without touching the Qlik Sense hub. In our latest video and article, we break down each tool and demo the full loop live: an LLM building, reloading, and fixing a Qlik Cloud app on its own. Watch the video and see how close agentic AI is getting to managing Qlik Cloud directly.

Did your Qlik reloads suddenly stop picking up dashboard variable values? Qlik has made critical changes to variable pass-through behavior, rendering old methods unreliable. If your ETL process depends on user input from the UI, you need a new approach immediately. This post breaks down the official changes to system variables and demonstrates the modern, robust solution: using Qlik Application Automation to bridge the gap between the dashboard and the load script.