ADF to Snowflake incremental load and streams

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I am trying to load files from my Azure blob to Snowflake table incrementally. After which in snowflake, I put streams on that table and load the data to the target table.

I am unable to do incremental load from Azure to Snowflake. I have tried many ways but not working. I am attaching the images of my 2 different ways (pipelines) to do the same.

In this pipeline, I just added 3 extra columns which I wanted in my sink

In this pipeline, I tried creating conditional splits

Both of these have not worked out. Kindly suggest me how to go about this.

incremental-load azure-data-factory snowflake-cloud-data-platform azure
1 Answers

You can achieve this by selecting Allow Upsert in sink settings under the Update method.

Below are my repro details:

  1. This is the staging table in snowflake which I am loading incremental data to.

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  1. Source file – Incremental data

a) This file contains records that exist in the staging table (StateCode = ‘AK’ & ‘CA’), so these 2 records should be updated in the staging table with new values in Flag.

b) Other 2 records (StateCode = ‘FL’ & ‘AZ’) should be inserted into the staging table.

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  1. Dataflow source settings:

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  1. Adding DerivedColumn transformation to add a column modified_date which is not in the source file but in the sink table.

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  1. Adding AlterRow transformation: When you are using the Upsert method, AlterRow transformation is a must to include the upsert condition.

a) In condition, you can mention to upsert the rows only when the unique column (StateCode in my case) is not null.

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  1. Adding sink transformation to AlterRow with Snowflake stage table as sink dataset.

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a) In sink settings, select Update method as Allow upsert and provide the Key (unique) column based on which the Upsert should happen in sink table.

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  1. After you run the pipeline, you can see the results in a sink.

a) As StateCode AK & CA already exists in the table, only other column values (flag & modified_date) for those rows are updated.

b) StateCode AZ & FL are not found in the stage (sink) table so, these rows are inserted.

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