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#ask-ai
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# ask-ai
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Ivan Fokeev

06/23/2021, 5:18 PM
Hi everyone! We’ve developed an Open Source alternative to Looker, it’s very suitable to use it with `airbyte`: you could download the data from the integrations into a database and visualize the data using our project
mlcraft
Github repo: https://github.com/mlcraft-io/mlcraft. Will glad to help you with installation
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Noel Gomez

06/23/2021, 5:48 PM
@Ivan Fokeev going to check out the project, qq, have you thought of dbt integration?
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Ivan Fokeev

06/23/2021, 9:08 PM
@Noel Gomez you can do transformation via data schemas, we use cube.js, check out their docs https://cube.dev/docs/getting-started-cubejs-schema. It’s turing-complete, you able to do anything with it.
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Noel Gomez

06/23/2021, 10:00 PM
yeah, the issue with doing transformations in this layer is that it is not reusable. My thinking is that you should try to do as much as possible in the DW and limit things in the analytics layer to things like dynamic metrics etc
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gunu

06/23/2021, 10:32 PM
data schemas remind me of domo datasets and dataflows. the analysts can author entire ETL pipelines within the BI tool without any of the engineering best practices that dbt provides. current in the long process to pull all this into dbt to get better documentation, testing, modularity and readability etc
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Ivan Fokeev

06/24/2021, 8:23 AM
@Noel Gomez could you, please, explain, what is reusable for you? Data schemas are native javascript scripts, you can reuse code in schemas
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