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RAN-DBDEA-00027
Ranvier · DBDEA

Exam DBDEA Topics: ingestion Difficulty: medium

Sales operations needs Salesforce data — accounts, opportunities, and their ongoing changes — replicated into Unity Catalog-governed Delta tables. The requirements are minimal operational overhead, no ingestion code for the team to maintain, change capture from the SaaS source, and full governance on the target tables. Which approach should the data engineering team prioritize?

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  1. A. A nightly full CSV export from Salesforce into S3, loaded by a scheduled COPY INTO statement
  2. B. A partner ELT tool deployed on the team's own compute that writes Parquet files to an external location
  3. C. A custom Structured Streaming job against the Salesforce REST API, owned and maintained by the platform team, with the team patching and scaling its compute
  4. D. The Lakeflow Connect managed Salesforce connector: serverless, Databricks-operated, landing in UC-governed streaming tables
Reveal answer

Correct answer: The Lakeflow Connect managed Salesforce connector: serverless, Databricks-operated, landing in UC-governed streaming tables

Reference: https://docs.databricks.com/aws/en/ingestion/lakeflow-connect/

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Official Answer (D): The Lakeflow Connect managed Salesforce connector: serverless, Databricks-operated, landing in UC-governed streaming tables

Ranvier · DBDEA

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