# End-to-End AI Applications Day 2 Lab

> In this lab, Zach walks through the integration of various components, concentrating on n8n and webhooks to build a LinkedIn shout‑out workflow. Zach demonstrates how to set up triggers, parse and handle JSON data, and implement a human‑in‑the‑loop validation process using Discord for approvals. He…

- Web page: https://www.dataexpert.io/lesson/building-end-to-end-ai-application-day2-lab-oct25
- Program: [AI Engineering Boot Camp starting October 20th, 2025](https://www.dataexpert.io/program/the-ai-engineering-challenge-starting-october-20th-2025)
- Access: Requires enrollment in AI Engineering Boot Camp starting October 20th, 2025
- Length: 49 min video
- Academy: DataExpert.io Academy

## About this lesson

In this lab, Zach  walks through the integration of various components, concentrating on n8n and webhooks to build a LinkedIn shout‑out workflow. Zach demonstrates how to set up triggers, parse and handle JSON data, and implement a human‑in‑the‑loop validation process using Discord for approvals. He guides through troubleshooting steps, ensuring the application is deployment‑ready.

## Navigation

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