This pet project for Data/Analytics Engineers involves using dbt Core, Snowflake, Fivetran, and GitHub Actions to build an end-to-end data lifecycle from Google Calendar to Snowflake Dashboard. It includes steps for data extraction, transformation, storage, and visualization, offering a practical experience with modern data stack tools.
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Unlock the Power of Modern Data Stack Tools for Data Engineers
Key Tools: dbt Core, Snowflake, Fivetran, GitHub Actions
Project Overview
Embark on a pet project that takes you through the entire data lifecycle using cutting-edge tools. Extract data from Google Calendar and showcase it on a Snowflake dashboard. This project is perfect for hands-on learning and practical application.
Technical Steps
Architecture: Google Calendar -> Fivetran -> Snowflake -> dbt -> Snowflake Dashboard
Data Engineering Lifecycle
Data Generation:
- Use Fivetran to automate data extraction from Google Calendar to Snowflake.
- Free Trial: Test Fivetran with a 14-day free trial.
Storage:
- Snowflake is your cloud-based data warehouse for analytics.
- Free Trial: Get a 30-day free Snowflake trial with a $400 credit.
Ingestion:
- Set up Google Calendar sync with Fivetran and Snowflake.
- Access your synced data in Snowflake UI.
Transformation:
- Use dbt Core for data transformation within Snowflake.
- dbt Core is free and modularizes SQL queries for reuse and version control.
- Create structured folders and models for data transformations.
- Ensure data quality with dbt tests and capture data changes with dbt snapshots.
Serving:
- Create visual representations of your data with Snowflake Dashboards.
Deploying:
- Utilize GitHub Actions for automated deployment of your dbt Core project.
- Set up GitHub secrets for sensitive data.
- Monitor deployment through GitHub Actions tab.
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