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Itinai.com a team of professionals in a corporate office brai be16c239 8fc4 4cac b404 a2ca3545b9e3 3

dbt Core, Snowflake, and GitHub Actions: pet project for Data Engineers

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.

 dbt Core, Snowflake, and GitHub Actions: pet project for Data Engineers

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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.

Practical AI Solutions for Your Business

Transform your business with AI. Identify automation opportunities and define clear KPIs. Choose and implement AI solutions that fit your needs. For personalized AI KPI management advice, reach out to us at hello@itinai.com.

Stay Updated: Follow us on Telegram (t.me/itinainews) and Twitter (@itinaicom).

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Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

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