Hi @J-Data One thing worth distinguishing here is successful OAuth authentication versus successful API access. OAuth can complete successfully, but the connector may still fail when it tries to discover Salesforce objects or retrieve their metadata....
Hi @krishgarikipati For this architecture, I'd keep Bronze as an immutable, replayable CDC layer and use Lakeflow AUTO CDC in Silver, provided HVR supplies reliable source sequencing metadata.The key is to order changes using source transaction seque...
Hi @elias2 The practical options are:- For Lakehouse//RT: Contact a Databricks account representative and ask whether beta access can be enabled for a trial or paid account in a supported region(if this is for a company use case).For hands-on learnin...
Hi @David_M, Thanks for sharing this implementation guide! For teams migrating existing Auto Loader streams from classic file notifications to Managed File Events, what migration approach would you recommend to avoid duplicate or missed file processi...
Hi @vkondepati 1. Is a new role necessary?Not necessarily in every organization. A dedicated Semantic Steward makes sense when multiple business domains and AI applications rely on shared metrics. Smaller organizations could assign this responsibilit...