# Graph Data Modeling Lecture

> Zach discusses the importance of data modeling and metrics in building a successful pipeline. He emphasizes that conceptual data modeling is accessible to everyone and highlight the need to consider the right people for feedback and collaboration. He also touches on the challenges of understanding…

- Web page: https://www.dataexpert.io/lesson/graph-data-modeling-lecture-p735-l587
- Program: [AnalyticsExpert](https://www.dataexpert.io/program/analytics-expert)
- Module: Bonus
- Access: Requires enrollment in AnalyticsExpert
- Length: 39 min video
- Skills: Data Modeling
- Academy: DataExpert.io Academy

## About this lesson

Zach discusses the importance of data modeling and metrics in building a successful pipeline. He emphasizes that conceptual data modeling is accessible to everyone and highlight the need to consider the right people for feedback and collaboration. He also touches on the challenges of understanding stakeholders' true requirements and share his experience with choosing the right database solution. Throughout the video, he emphasizes the importance of metrics-driven approaches and the potential impact of well-designed dashboards. Overall, this lecture provides valuable insights and guidance for data engineers looking to optimize their pipeline.

## Navigation

- Previous lesson: [Slowly Changing Dimensions Lab](https://www.dataexpert.io/lesson/slowly-changing-dimensions-lab-p735-l577.md)
- Next lesson: [Graph Data Modeling Lab](https://www.dataexpert.io/lesson/graph-data-modeling-lab-p735-l588.md)