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01-06-2025 08:51 AM
I was able to connect our Bigquery account to our Databricks catalog. However, all the keys in the nested dictionary columsn populate as 'v'. For example:
{"v":[{"v":{"f":[{"v":"engagement_time_msec"},{"v":{"f":[{"v":null},{"v":"2"},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"engaged_session_event"},{"v":{"f":[{"v":null},{"v":"1"},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"page_location"},{"v":{"f":[{"v":"https://www.logos.com/cart"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"ignore_referrer"},{"v":{"f":[{"v":"true"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"batch_page_id"},{"v":{"f":[{"v":null},{"v":"1735751131326"},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"batch_ordering_id"},{"v":{"f":[{"v":null},{"v":"3"},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"currency"},{"v":{"f":[{"v":"USD"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"page_referrer"},{"v":{"f":[{"v":"https://www/subscriber"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"page_title"},{"v":{"f":[{"v":"Shopping Cart | Logos Bible Software"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"value"},{"v":{"f":[{"v":null},{"v":null},{"v":null},{"v":"74.87"}]}}]}},{"v":{"f":[{"v":"ga_session_id"},{"v":{"f":[{"v":null},{"v":"1735745404"},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"session_engaged"},{"v":{"f":[{"v":"1"},{"v":null},{"v":null},{"v":null}]}}]}},{"v":{"f":[{"v":"ga_session_number"},{"v":{"f":[{"v":null},{"v":"6"},{"v":null},{"v":null}]}}]}}]}
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01-07-2025 12:32 AM
Sorry @KristiLogos , I didn't notice that you're using lakehouse federation. In my case the extraction part was done in ADF, so I was able to use bigquery TO_JSON_STRING function to resolve this issue.
You can also take a look at below discussion and try to use autoflatten_optimised function.
Or take similar approach as @AnaMocanu in that thread.
Solved: Best way to parse Google Analytics data in Databri... - Databricks Community - 66976
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01-06-2025 08:58 AM
Did you use any specific guide or code you can share with me to make this connection?
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01-06-2025 09:32 AM
@Walter_C - I've pretty much connected via unity catalog by adding BigQuery as a new connection. I was asked and added my json key from Google Console for the specific BigQuery project when creating the connection:
https://docs.databricks.com/en/query-federation/bigquery.html
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01-06-2025 12:10 PM - edited 01-06-2025 12:11 PM
Hi @KristiLogos ,
I had the same problem as you, but in my case I was extracting ga4 data from big query using ADF.
Try to use following code for every column that has JSON content.
select TO_JSON_STRING(items) as jsondata FROM ...
The result will contain the proper names instead of the "v" names.
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01-06-2025 02:02 PM
@szymon_dybczak I couldn't run select TO_JSON_STRING(event_params) as event_params FROM ...
I don't think thats a built-in Databricks. Is there another way you've had success?
error:
[UNRESOLVED_ROUTINE] Cannot resolve routine `TO_JSON_STRING` on search path
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01-07-2025 12:32 AM
Sorry @KristiLogos , I didn't notice that you're using lakehouse federation. In my case the extraction part was done in ADF, so I was able to use bigquery TO_JSON_STRING function to resolve this issue.
You can also take a look at below discussion and try to use autoflatten_optimised function.
Or take similar approach as @AnaMocanu in that thread.
Solved: Best way to parse Google Analytics data in Databri... - Databricks Community - 66976
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01-07-2025 07:42 AM
@szymon_dybczak No worries, and thanks I'll try that out. Also, was there a reason in particular you went with ADF and not federated connection to BQ? Just curious

