Ingesting data from D365 F&O for both real-time and batch processing

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Posted on by Gokhan.Guler

Hi, I am seeking best practices for ingesting data from D365 F&O for both real-time and batch processing.

I have reviewed the Dual-Stream Architecture pattern (D365 F&O → Azure Synapse Link → Dataverse → Event Processing) and the Event-Driven Pipeline pattern (D365 F&O → Custom CDC Layer → Multiple Targets).

Do you have experience with data ingestion from D365 F&O? What are your recommended best practices?

My focus is strictly on technical aspects.

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Dynamics 365 general

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André Arnaud de Cal... 291,965 Super User 2025 Season 1 on at

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Ingesting data from D365 F&O for both real-time and batch processing

Hi Gokhan,

Can you explain what exactly you want to achieve? In case you need e.g. real-time data in Dataverse, you can consider dual write. Note that this is not for high volume transactions. Can you elaborate on the full scenario, so we can suggest you something meaningful?