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Snowflake SnowPro Advanced: Data Engineer Certification copyright Sample Questions (Q270-Q275):
NEW QUESTION # 270
Which column provides information when the stream became stale or may become stale if not con-sumed?
- A. STALE_STREAM_PERIOD
- B. STREAM_STALE_PERIOD
- C. STALE_AFTER
- D. STALE_PERIOD_AFTER
Answer: C
Explanation:
Explanation
execute SHOW STREAMS command.
Column Name: STALE_AFTER
Timestamp when the stream became stale or may become stale if not consumed. The value is calcu-lated by adding the retention period for the source table (i.e. the larger of the DA-TA_RETENTION_TIME_IN_DAYS or MAX_DATA_EXTENSION_TIME_IN_DAYS parame-ter setting) to the last time the stream was read.
NEW QUESTION # 271
Which output is provided by both theSYSTEM$CLUSTERING_DEPTHfunction and theSYSTEM$CLUSTERING_INFORMATIONfunction?
- A. average_depth
- B. notes
- C. total_partition_count
- D. average_overlaps
Answer: A
Explanation:
Explanation
The output that is provided by both the SYSTEM$CLUSTERING_DEPTH function and the SYSTEM$CLUSTERING_INFORMATION function is average_depth. This output indicates the average number of micro-partitions that contain data for a given column value or combinationof column values. The other outputs are not common to both functions. The notes output is only provided by the SYSTEM$CLUSTERING_INFORMATION function and it contains additional information or recommendations about the clustering status of the table. The average_overlaps output is only provided by the SYSTEM$CLUSTERING_DEPTH function and it indicates the average number of micro-partitions that overlap with other micro-partitions for a given column value or combination of column values. The total_partition_count output is only provided by the SYSTEM$CLUSTERING_INFORMATION function and it indicates the total number of micro-partitions in the table.
NEW QUESTION # 272
What is the primary purpose of data lineage in data engineering?
- A. To optimize query performance.
- B. To transform data formats.
- C. To trace the source and flow of data.
- D. To create visualizations.
Answer: C
NEW QUESTION # 273
To help manage STAGE storage costs, Data engineer recommended to monitor stage files and re-move them from the stages once the data has been loaded and the files which are no longer needed. Which option he can choose to remove these files either during data loading or afterwards?
- A. Files no longer needed, can be removed using the REMOVE command.
- B. Script can be used during data loading & post data loading with DELETE command.
- C. He can choose to remove stage files during data loading (using the COPY INTO <table> command).
- D. Files no longer needed, can be removed using the PURGE=TRUE command.
Answer: C,D
Explanation:
Explanation
Managing Data Files
Staged files can be deleted from a Snowflake stage (user stage, table stage, or named stage) using the following methods:
Files that were loaded successfully can be deleted from the stage during a load by specifying the PURGE copy option in the COPY INTO <table> command.
After the load completes, use the REMOVE command to remove the files in the stage.
Removing files ensures they aren't inadvertently loaded again. It also improves load performance, because it reduces the number of files that COPY commands must scan to verify whether existing files in a stage were loaded already.
NEW QUESTION # 274
A Data Engineer wants to check the status of a pipe named my_pipe. The pipe is inside a database named test and a schema named Extract (case-sensitive).
Which querywill provide the status of the pipe?
- A. SELE2T * FROM SYSTEM$PIPE_STATUS < ' test. "Extract", my_pipe');
- B. SELECT FROM SYSTEM$PIPE_STATUS (,test.,,Extracr,,.ny_pipe, i I
- C. SELECT FROM SYSTEM$PIPE_STATUS (''test.'extract'.my_pipe"i:
- D. SELECT * FROM SYSTEM$PIPE_STATUS ("test. 'extract' .my_pipe"};
Answer: A
Explanation:
Explanation
The query that will provide the status of the pipe is SELECT * FROM
SYSTEM$PIPE_STATUS('test."Extract".my_pipe');. The SYSTEM$PIPE_STATUS function returns information about a pipe, such as its name, status, last received message timestamp, etc. The function takes one argument: the pipe name in a qualified form. The pipe name should include the database name, the schema name, and the pipe name, separated by dots. If any of these names are case-sensitive identifiers, they should be enclosed in double quotes. In this case, the schema name Extract is case-sensitive and should be quoted. The other options are incorrect because they do not follow the correct syntax for the pipe name argument. Option A and B use single quotes instead of double quotes for case-sensitive identifiers. Option D uses double quotes instead of single quotes for non-case-sensitive identifiers.
NEW QUESTION # 275
......
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