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1. A data architect has heard about lake's built-in versioning and time travel capabilities. For auditing purposes they have a requirement to maintain a full of all valid street addresses as they appear in the customers table.
The architect is interested in implementing a Type 1 table, overwriting existing records with new values and relying on Delta Lake time travel to support long-term auditing. A data engineer on the project feels that a Type 2 table will provide better performance and scalability. Which piece of Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from information is critical to this decision?

A) Shallow clones can be combined with Type 1 tables to accelerate historic queries for long-term versioning.
B) Delta Lake only supports Type 0 tables; once records are inserted to a Delta Lake table, they cannot be modified.
C) Delta Lake time travel does not scale well in cost or latency to provide a long-term versioning solution.
D) Data corruption can occur if a query fails in a partially completed state because Type 2 tables requires setting multiple fields in a single update.
E) Delta Lake time travel cannot be used to query previous versions of these tables because Type 1 changes modify data files in place.

2. The marketing team is looking to share data in an aggregate table with the sales organization, but the field names used by the teams do not match, and a number of marketing specific fields have not been approval for the sales org.
Which of the following solutions addresses the situation while emphasizing simplicity?

A) Create a new table with the required schema and use Delta Lake's DEEP CLONE functionality to sync up changes committed to one table to the corresponding table.
B) Create a view on the marketing table selecting only these fields approved for the sales team alias the names of any fields that should be standardized to the sales naming conventions.
C) Add a parallel table write to the current production pipeline, updating a new sales table that varies Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from as required from marketing table.
D) Use a CTAS statement to create a derivative table from the marketing table configure a production jon to propagation changes.
E) Instruct the marketing team to download results as a CSV and email them to the sales organization.

3. What statement is true regarding the retention of job run history?

A) It is retained for 30 days, during which time you can deliver job run logs to DBFS or S3
B) It is retained for 60 days, after which logs are archived
C) It is retained for 90 days or until the run-id is re-used through custom run configuration
D) t is retained for 60 days, during which you can export notebook run results to HTML
E) It is retained until you export or delete job run logs

4. When scheduling Structured Streaming jobs for production, which configuration automatically recovers from query failures and keeps costs low?

A) Cluster: New Job Cluster;
Retries: Unlimited;
Maximum Concurrent Runs: Unlimited
B) Cluster: New Job Cluster;
Retries: None;
Maximum Concurrent Runs: 1
C) Cluster: Existing All-Purpose Cluster;
Retries: None;
Maximum Concurrent Runs: 1
D) Cluster: Existing All-Purpose Cluster;
Retries: Unlimited;
Maximum Concurrent Runs: 1
E) Cluster: Existing All-Purpose Cluster;
Retries: Unlimited;
Maximum Concurrent Runs: 1

5. In order to facilitate near real-time workloads, a data engineer is creating a helper function to Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from leverage the schema detection and evolution functionality of Databricks Auto Loader. The desired function will automatically detect the schema of the source directly, incrementally process JSON files as they arrive in a source directory, and automatically evolve the schema of the table when new fields are detected.
The function is displayed below with a blank:

Which response correctly fills in the blank to meet the specified requirements?

A)

B) Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from
C)

D)

E)

問題與答案：

問題 #1 答案： C

問題 #2 答案： B

問題 #3 答案： D

問題 #4 答案： D

問題 #5 答案： E