Structured streaming in Databricks using delta table
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ā11-19-2024 04:04 AM
Hi everyone, Iām new to Databricks and exploring its features. Iām trying to implement Change Data Capture (CDC) from the bronze layer to the silver layer using streaming. Could anyone share sample code or reference materials for implementing CDC with streaming in Databricks? Iām also looking to better understand the concept of streaming in Databricks. Any guidance would be greatly appreciated š!!
India .
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ā11-19-2024 07:52 AM
I will suggest you to go through blog https://www.databricks.com/blog/2022/04/25/simplifying-change-data-capture-with-databricks-delta-liv... this will provide you with more details and few examples you can use
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ā11-19-2024 10:03 AM
Hi @Walter_C ,
Iām looking to implement streaming using Delta tables. While I understand that Delta Live Tables simplify this process, they are unfortunately not available to use in the free trial version. Could you help guide me on how to achieve streaming with Delta tables, or share any examples or resources for this approach? Thank you!
India .
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ā11-21-2024 04:11 AM
Why you need to implement CDC from bronze to silver - that is strange.
Some time ago a kind person replied to me in a similar situation: 'Maybe you can more elaborate about your ground problem than asking about some solutian that you think is proper.' This is related to https://en.wikipedia.org/wiki/XY_problem
Do you need:
- process your data from bronze to silver in the streaming manner (using Sructured Streaming)
- process your data from bronze to silver using CDC (because in Bronze you have for example Delete operations on your data)
- process tour data from bronze to silver using CDC in the streaming manner
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ā11-21-2024 09:50 AM
yeah , I need this case
- process your data from bronze to silver in the streaming manner (using Sructured Streaming)
India .
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ā11-22-2024 02:42 AM
Ok, so I recommend to familiar with this documents:
https://docs.databricks.com/en/structured-streaming/delta-lake.html#language-python
https://docs.databricks.com/en/structured-streaming/tutorial.html
Here you can find some sample generic transformation between batch and streaming approach:
# Batch approach:
(spark.read
.table("<table-name1>")
.<some_transformations>
.write
.saveAsTable("<table-name3>")
)
# Streaming approach:
(spark.readStream
.table("<table-name1>")
.<some_transformations>
.writeStream
.trigger(availableNow=True)
.option("checkpointLocation", "<checkpoint-path>")
.saveAsTable("<table-name3>")
)Good luck š
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ā11-22-2024 02:44 AM