The vertica adapter plugin for dbt (data build tool)
Project description
dbt-vertica
Uses vertica-python to connect to Vertica database.
Supported Features
dbt Core Features
Below is a table for what features the current Vertica adapter supports for dbt. This is constantly improving and changing as both dbt adds new functionality, as well as the dbt-vertica driver improves. This list is based upon dbt 1.0.3.
dbt Core Features | Supported |
---|---|
Table Materializations | Yes |
Ephemeral Materializations | Yes |
View Materializations | Yes |
Incremental Materializations - Append | Untested |
Incremental Materailizations - Insert + Overwrite | Yes |
Incremental Materializations - Merge | Yes |
Snapshots - Timestamp | Passes Test |
Snapshots - Check Cols | Passes Test |
Seeds | Yes |
Tests | Yes |
Documentation | Yes |
External Tables | Untested |
- Yes - Supported, and tests pass.
- No - Not supported or implemented.
- Untested - May support out of the box, though hasn't been tested.
- Passes Test -The testes have passed, though haven't tested in a production like environment
Vertica Features
Below is a table for what features the current Vertica adapter supports for Vertica. This is constantly improving and changing as both dbt adds new functionality, as well as the dbt-vertica driver improves.
Vertica Features | Supported |
---|---|
Created/Drop Schema | Yes |
Analyze Statistics | No |
Purge Delete Vectors | No |
Projection Management | No |
Primary/Unique Keys | No |
Other DDLs | No |
Changes
1.0.3
- Refactored the adapter to model after dbt's global_project macros
- Unimplemented functions should throw an exception that it's not implemented. If you stumble across this, please open an Issue or PR so we can investigate.
1.0.2
- Added support for snapshot timestamp with passing tests
- Added support for snapshot check cols with passing tests
1.0.1
- Fixed the Incremental method implementation (was buggy/incomplete)
- Removed the
unique_id
as it wasn't implemented - Fixed when no fields were added - full table merge
- Removed the
- Added testing for Incremental materialization
- Testing for dbt Incremental full table
- Testing for dbt Incremental specified merged columns
- Added more logging to the connector to help understand why tests were failing
- Using the official Vertica CE 11.0.x docker image now for tests
1.0.0
- Add support for DBT version 1.0.0
0.21.1
- Add testing, fix schema drop.
0.21.0
- Add
unique_field
property on connection, supporting 0.21.x.
0.20.2
- Added SSL options.
0.20.1
- Added the required changes from dbt 0.19.0. Details found here.
- Added support for the MERGE command for incremental loading isntead of DELETE+INSERT
Install
pip install dbt-vertica
You don't need to install dbt separately. Installing dbt-vertica
will also install dbt-core
and vertica-python
.
Sample Profile Configuration
your-profile:
outputs:
dev:
type: vertica # Don't change this!
host: vertica-host-name
port: 5433 # or your custom port (optional)
username: your-username
password: your-password
database: vertica-database-name
schema: your-default-schema
target: dev
By default, dbt-vertica
will request ConnectionLoadBalance=true
(which is generally a good thing), and set a session label of dbt_your-username
.
There are three options for SSL: ssl
, ssl_env_cafile
, and ssl_uri
.
See their use in the code here.
Reach out!
First off, I would not have been able to make this adapater if the smart folks at dbt labs didn't make it so easy. That said, it seems every database has its own little quirks. I ran into several different issues when adapting the macros to Vertica. If you find something not working right, please open an issue (assuming it has to do with the adapter and not dbt itself).
Also, I would be excited to hear about anyone who is able to benefit from using dbt with Vertica. (Just open an issue to leave me a comment.)
Develop
Run a local Vertica instance like:
docker run -p 5433:5433 \
-p 5444:5444 \
-e VERTICA_DB_NAME=docker \
-e VMART_ETL_SCRIPT="" \
-e VMART_ETL_SQL="" \
vertica/vertica-ce
Access the local Vertica instance like:
docker exec -it <docker_image_name> /opt/vertica/bin/vsql
You need the pytest dbt adapter:
pip3 install pytest-dbt-adapter==0.6.0
Run tests via:
pytest tests/integration.dbtspec
# run an individual test with increased logging:
pytest tests/integration.dbtspec::test_dbt_base -xs --ff
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