topic Re: Dataflow Gen2 not reading latest data after Copy Job in Data Engineering

Dataflow Gen2 not reading latest data after Copy Job

Stefanve — Fri, 05 Dec 2025 09:34:50 GMT

We are experiencing an identical issue with two clients where a Dataflow Gen2 in Fabric (Silver layer) does not copy recent data from the Bronze layer during the execution of a nightly pipeline, even though the preceding Copy job has successfully copied the recent data to the bronze layer.

The problem:

New records written to Bronze by the Copy job are not visible to the Silver Dataflow during the pipeline run.
Even with a wait delay of 20 minutes between Bronze and Silver, new records are not visible in the Silver dataflow.
In the morning, when we open the dataflow, the Preview does show the recent data. After a manual refresh, the new records are processed.
The dataflow contains no filter transformations and refers to the correct Lakehouse tables.

Any assistance, insights, or suggestions to help resolve this issue would be greatly appreciated.

Re: Dataflow Gen2 not reading latest data after Copy Job

Gpop13 — Fri, 05 Dec 2025 10:36:53 GMT

Hi Stefanve - Have you tried triggering the SQL endpoint refresh before the bronze to silver dataflow execution?

https://blog.fabric.microsoft.com/en-us/blog/refresh-sql-analytics-endpoint-metadata-rest-api-now-in-public-preview?ft=All

I had a similar issue (instead of dataflow gen2 I had notebooks), where I added an extra activity between bronze and silver in the pipeline, to call a notebook with this API that triggers the SQL Endpoint refresh of the source lakehouse.

https://github.com/microsoft/fabric-toolbox/blob/main/samples/notebook-refresh-tables-in-sql-endpoint/MDSyncNewRESTAPI.ipynb

Re: Dataflow Gen2 not reading latest data after Copy Job

tayloramy — Fri, 05 Dec 2025 14:31:55 GMT

Hi Stefanve,

Gpop13 is on the right track. Are you using the SQL endpoint in the dataflow?

THe SQL Endpoints can take a few minutes to sync themselves, so you should force a metadata sync after loading data via the copy job, and before reading data from the dataflow to ensure that everything is up to date.

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Re: Dataflow Gen2 not reading latest data after Copy Job

Stefanve — Mon, 08 Dec 2025 13:04:39 GMT

Thank you for your answers,

tayloramy The Dataflow Gen2 source is connected to the bronze lakehouse and not to the SQL endpoint.

Gpop13 Thanks for the links; I will test the refresh of the SQL endpoint. However, I still don’t understand why this is necessary since I’m not using the SQL endpoint.

The interesting part is that, as a test, I added a notebook with a query to check whether the notebook would pick up the latest changes. This step is placed before the 20-minute delay, and now, on our latest refresh the dataflow did picked up the most recent data.