Databricks-Certified-Data-Engineer-Associate Exam Question 51

A data engineer is designing a data pipeline. The source system generates files in a shared directory that is also used by other processes. As a result, the files should be kept as is and will accumulate in the directory.
The data engineer needs to identify which files are new since the previous run in the pipeline, and set up the pipeline to only ingest those new files with each run.
Which of the following tools can the data engineer use to solve this problem?
  • Databricks-Certified-Data-Engineer-Associate Exam Question 52

    A data engineer and data analyst are working together on a data pipeline. The data engineer is working on the raw, bronze, and silver layers of the pipeline using Python, and the data analyst is working on the gold layer of the pipeline using SQL The raw source of the pipeline is a streaming input. They now want to migrate their pipeline to use Delta Live Tables.
    Which change will need to be made to the pipeline when migrating to Delta Live Tables?
  • Databricks-Certified-Data-Engineer-Associate Exam Question 53

    A data engineer wants to schedule their Databricks SQL dashboard to refresh every hour, but they only want the associated SQL endpoint to be running when It is necessary. The dashboard has multiple queries on multiple datasets associated with it. The data that feeds the dashboard is automatically processed using a Databricks Job.
    Which approach can the data engineer use to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard?
  • Databricks-Certified-Data-Engineer-Associate Exam Question 54

    What is the structure of an Asset Bundle?
  • Databricks-Certified-Data-Engineer-Associate Exam Question 55

    A data architect has determined that a table of the following format is necessary:

    Which of the following code blocks uses SQL DDL commands to create an empty Delta table in the above format regardless of whether a table already exists with this name?