snowflake-dbt-airbnb-analytics

Automate ETL workflows with Snowflake and dbt by loading source data into Snowflake, transforming it through dbt's staging, intermediate, and mart layers, and serving insights via Streamlit dashboards.

dbt handles data transformation for large datasets by routing raw data through structured staging, intermediate, and mart layers, applying schema checks and data quality tests to validate analytics outputs.

Yes, you need Snowflake for data storage and ingestion, dbt for data transformation and quality assurance, and Streamlit to visualize insights and dashboard performance metrics from the processed datasets.

Visualize Airbnb listing data using Streamlit by automating data ingestion into Snowflake, transforming listing and calendar data with dbt, and serving neighborhood and listing performance metrics through a dashboard.

Yes, dbt validates data quality through comprehensive tests and schema checks across the transformation layers before the processed data is served and visualized through the Streamlit dashboard.

Use Snowflake and dbt for data analytics when processing large datasets like Airbnb listings that require automated ingestion, structured multi-layer transformation, quality assurance, and interactive dashboard visualization.