<@U04SE163WC8> is there a way to force the SFTP Bu...
# replication-ask-ai
m
@kapa.ai is there a way to force the SFTP Bulk connector to treat a field as a specific data type, rather than the type picked during auto discovery? Ex: force a field that has numbers with leading zeroes to be treated as a nvarchar, rather than as a float, when syncing to SQL Server
k
Yes, you can force the SFTP Bulk connector to treat a field as a specific data type by using the
reader_options
parameter. This allows you to specify the data type for specific columns, overriding the type that would be picked during auto-discovery. For example, if you want to force a field to be treated as a string (nvarchar) rather than a float, you can use the following
reader_options
configuration:
Copy code
json {   "dtype": {     "your_column_name": "string"   } }
This configuration will ensure that the specified column is treated as a string, preserving any leading zeroes. Here is a step-by-step guide to achieve this: 1. Access the SFTP Bulk Source Configuration: When setting up or editing your SFTP Bulk source in Airbyte, locate the section where you can input
reader_options
. 2. Specify the Data Type: Use the
reader_options
parameter to specify the desired data type for your column. For example:
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json     {       "dtype": {         "your_column_name": "string"       }     }
3. Save and Sync: Save your configuration and run the sync. The specified column should now be treated as a string in the destination. For more details on how to use
reader_options
, you can refer to the [Airbyte documentation on changing data types of source columns](https://docs.airbyte.com/integrations/sources/file#storage-providers). If you encounter any issues or need further assistance, you can also check the [Airbyte forum post](https://discuss.airbyte.io/t/2833) where similar topics are discussed.
m
@kapa.ai this doesn't appear to update the normalization logic for an existing connection. Is there a way to tell the connection to also change the schema for the normalization code without directly modifying the dbt project?
k
A message from kapa.ai
To update the normalization logic for an existing connection without directly modifying the dbt project, you can follow these steps to customize Airbyte normalization using a custom dbt run: 1. Enable Airbyte’s Normalization for the Connection and Run the First Sync: - This will generate the initial dbt project with the default normalization logic. 2. Find the Generated dbt Project Folder in the Running Container: - Locate the dbt project that was generated during the first sync. This is typically found within the Airbyte container. 3. Export the Project to a Separate Repository: - Copy the generated dbt project to a separate repository where you can make custom modifications. 4. Tweak Parameters for the Project: - Modify the dbt project as needed to change the schema or any other normalization logic. 5. Disable Airbyte’s Normalization and Enable Custom Normalization Using the New Repository: - In the Airbyte UI, disable the default normalization for the connection. - Configure the connection to use the custom dbt project from your repository. Here is a summary of the steps in a list format: - Enable Airbyte’s normalization for the connection and run the first sync. - Find the generated dbt project folder in the running container. - Export the project to a separate repository. - Tweak parameters for the project. - Disable Airbyte’s normalization and enable custom normalization using the new repo. For more detailed instructions, you can refer to the relevant documentation: - [Transformations with dbt](https://docs.airbyte.io/operator-guides/transformation-and-normalization/transformations-with-dbt) - [Transformations with Airbyte](https://docs.airbyte.io/operator-guides/transformation-and-normalization/transformations-with-airbyte) If you need further assistance, you can also check the [Airbyte forum post](https://discuss.airbyte.io/t/1295) where similar topics are discussed.