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Certified Data Engineer Professional Exam - Question 108


Which statement describes the default execution mode for Databricks Auto Loader?

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Correct Answer: D

The default execution mode for Databricks Auto Loader identifies new files by listing the input directory. This mode allows new files to be incrementally and idempotently loaded into the target Delta Lake table, which ensures data consistency and efficiency in processing.

Discussion

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vctrhugoOption: D
Feb 6, 2024

"Auto Loader uses directory listing mode by default. In directory listing mode, Auto Loader identifies new files by listing the input directory." https://learn.microsoft.com/en-us/azure/databricks/ingestion/auto-loader/directory-listing-mode

spaceexplorerOption: E
Jan 25, 2024

E is the answer

spaceexplorer
Jan 27, 2024

https://www.databricks.com/blog/2020/02/24/introducing-databricks-ingest-easy-data-ingestion-into-delta-lake.html

Isio05
Jun 8, 2024

Surely it's not vendor specific solution

get_certified9Option: D
Jan 26, 2024

D is the answer. The default execution mode for Databricks Auto Loader is the Directory Listing mode

ranithOption: D
Jan 27, 2024

https://docs.databricks.com/en/ingestion/auto-loader/options.html#:~:text=By%20default%2C%20Auto%20Loader%20makes,as%20true%20or%20false%20respectively. Selected answer: D

RinscyOption: D
Jan 28, 2024

D definitely ! Auto Loader is an optimized file source that overcomes all the above limitations and provides a seamless way for data teams to load the raw data at low cost and latency with minimal DevOps effort. You just need to provide a source directory path and start a streaming job. The new structured streaming source, called "cloudFiles", will automatically set up file notification services that subscribe file events from the input directory and process new files as they arrive, with the option of also processing existing files in that directory.