📜 Disclaimer and Acknowledgments

This project leverages free and open-source resources from various educational platforms and cloud services. All content is non-commercial and is shared for educational purposes only. The following sections outline the use of external resources, cloud services, and attribution.

Google Cloud Acknowledgment

This project heavily leverages Google Cloud Platform (GCP) services, including but not limited to:

  • BigQuery: Used for data warehousing and transformation tasks.
  • Cloud Composer: Used for orchestration and workflow management.
  • Cloud Storage: Used for storing data during ingestion and transformation.
  • Streamlit: Used for building interactive dashboards.

MotherDuck Acknowledgment

This project utilizes MotherDuck, a cloud-native SQL engine, for data processing and analysis.

If you plan to use this repository, please be aware that some features may incur costs on your Google Cloud account, depending on your usage. I recommend using the Google Cloud free tier to get started without incurring charges.

📺 YouTube Channels

This project is based on educational resources from several YouTube channels that provide useful content on data engineering and cloud platforms:

These channels offer valuable tutorials and discussions related to cloud computing, data engineering, and more.

🔗 GitHub Accounts

The following GitHub accounts have provided significant resources, including code repositories, libraries, and tutorials, that have been integrated into this project:

These accounts offer free resources to support data engineering workflows and cloud-based solutions.

📜 Non-Monetization Statement

This repository and project are non-commercial. The primary goal is to share educational content and collaborate with others in the data engineering community. The project does not intend to generate any profit or revenue. All tools, tutorials, and content used within this project are referenced for educational purposes and are attributed to their respective authors and organizations.

If you represent any of the resources used in this project and would like something modified or removed, please feel free to reach out.

Thank you for your understanding and support!