# Capstone Project Day 3 Class

> In this lab, zach walks through the data pipeline process, emphasizing the importance of not writing directly to production. He discusses various data quality checks and how we aggregate data to ensure everything is functioning correctly. He also highlights the significance of monitoring declines i…

- Web page: https://www.dataexpert.io/lesson/capstone-project-day-3-class-april2025
- Program: [Analytics Engineering Boot Camp starting April 14th, 2025](https://www.dataexpert.io/program/analytics-engineering-boot-camp-april-2025-5702)
- Access: Requires enrollment in Analytics Engineering Boot Camp starting April 14th, 2025
- Length: 1 h 28 min video
- Skills: SQL, Python, Data Modeling, ETL/ELT, Airflow
- Academy: DataExpert.io Academy

## About this lesson

In this lab, zach walks through the data pipeline process, emphasizing the importance of not writing directly to production. He discusses various data quality checks and how we aggregate data to ensure everything is functioning correctly. He also highlights the significance of monitoring declines in data quality.

## Navigation

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