How to Connect to DuckDB with dbt Developer Hub

Connect DuckDB to dbt Developer Hub using dbt-duckdb adapter. Configure profile & attach databases. Leverage dbt's in-memory processing for faster analytics.
Published
May 10, 2024
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Connect to DuckDB with dbt Developer Hub

In order to connect DuckDB with dbt Developer Hub, the first step is to install the dbt-duckdb adapter. This can be done using the pip3 install command in your terminal or command prompt.

pip3 install dbt-duckdb

This command installs the dbt-duckdb adapter which is necessary for the connection between DuckDB and dbt Developer Hub. The pip3 command is a package installer for Python.

  • Keyword: dbt-duckdb - It is an adapter that enables the connection between DuckDB and dbt Developer Hub.
  • Keyword: pip3 - It is a package installer for Python.

How to Configure Your Profile for DuckDB?

Once the dbt-duckdb adapter is installed, the next step is to configure your profile. A minimal profile only needs one setting: default: outputs: dev: type: duckdb target: dev.

default:
outputs:
dev:
type: duckdb
target: dev

This configuration is necessary to set up the connection between your development environment and DuckDB. The 'type' field should be set to 'duckdb' and the 'target' field should be set to 'dev'.

  • Keyword: default - It is the main configuration setting in your profile.
  • Keyword: type - It specifies the type of database you are connecting to.
  • Keyword: target - It specifies the target environment for your database.

How to Attach Additional Databases to DuckDB?

After configuring your profile, you can attach additional databases to DuckDB. This can be done using dbt run hooks or the attach argument in your profile.

dbt run --models my_model
attach 'my_database'

The 'dbt run' command is used to run your models, and the 'attach' argument is used to attach additional databases to your DuckDB setup. 'my_model' and 'my_database' should be replaced with the names of your actual model and database.

  • Keyword: dbt run - It is a command used to run your models in dbt.
  • Keyword: attach - It is an argument used to attach additional databases to DuckDB.

What is the Role of the Path Field in DuckDB Configuration?

The only configuration parameter that is required in your profile is the path field. This should refer to a path on your local filesystem where you would like the DuckDB database file (and its associated write-ahead log) to be written.

path: /path/to/your/database

The 'path' field in your profile configuration should be set to the location on your local filesystem where you want your DuckDB database file and its associated write-ahead log to be written.

  • Keyword: path - It is a configuration parameter that specifies the location for your DuckDB database file.
  • Keyword: write-ahead log - It is a log that records all changes made to the database before they are committed.

How to Use dbt and DuckDB Together?

You can use dbt and DuckDB together to harness the power of analytical databases built for speed and efficiency. dbt's in-memory processing capabilities can enable faster data transformation and analytics.

dbt run

The 'dbt run' command is used to execute your models in dbt, enabling faster data transformation and analytics when used in conjunction with DuckDB.

  • Keyword: dbt run - It is a command used to run your models in dbt.
  • Keyword: in-memory processing - It is a method of processing data that is stored in the main memory of your computer, enabling faster data transformation and analytics.

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