Snowflake SNOWPRO ADVANCED DATA ENGINEER Exam Questions

Questions for the SNOWPRO ADVANCED DATA ENGINEER were updated on : Sep 09 ,2024

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Question 1

A Data Engineer is trying to load the following rows from a CSV file into a table in Snowflake with the following structure:


The engineer is using the following COPY INTO statement:

However, the following error is received:
Number of columns in file (6) does not match that of the corresponding table (3), use file format option error_on_column_count_mismatch=false to ignore this error File 'address.csv.gz', line 3, character 1 Row 1 starts at line 2, column STGCUSTOMER[6] If you would like to continue loading when an error is encountered, use other values such as 'SKIP_FILE' or 'CONTINUE' for the ON_ERROR option.
Which file format option should be used to resolve the error and successfully load all the data into the table?

  • A. ESCAPE_UNENCLOSED FIELD = '\\'
  • B. ERROR_ON_COLUMN_COUNT_MISMATCH = FALSE
  • C. FIELD_DELIMITER = ','
  • D. FIELD_OPTIONALLY_ENCLOSED_BY = '"'
Answer:

d

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Question 2

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 query will provide the status of the pipe?

  • A. SELECT SYSTEM$PIPE_STATUS("test.'extract'.my_pipe");
  • B. SELECT SYSTEM$PIPE_STATUS('test."Extract".my_pipe');
  • C. SELECT * FROM SYSTEM$PIPE_STATUS('test."Extract".my_pipe');
  • D. SELECT * FROM SYSTEM$PIPE_STATUS("test.'extract'.my_pipe");
Answer:

b

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Question 3

A Data Engineer is evaluating the performance of a query in a development environment.


Based on the Query Profile, what are some performance tuning options the Engineer can use? (Choose two.)

  • A. Add a LIMIT to the ORDER BY if possible
  • B. Use a multi-cluster virtual warehouse with the scaling policy set to standard
  • C. Move the query to a larger virtual warehouse
  • D. Create indexes to ensure sorted access to data
  • E. Increase the MAX_CLUSTER_COUNT
Answer:

ac

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Question 4

At what isolation level are Snowflake streams?

  • A. Snapshot
  • B. Repeatable read
  • C. Read committed
  • D. Read uncommitted
Answer:

b

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Question 5

A secure function returns data coming through an inbound share.
What will happen if a Data Engineer tries to assign USAGE privileges on this function to an outbound share?

  • A. An error will be returned because the Engineer cannot share data that has already been shared.
  • B. An error will be returned because only views and secure stored procedures can be shared.
  • C. An error will be returned because only secure functions can be shared with inbound shares.
  • D. The Engineer will be able to share the secure function with other accounts.
Answer:

a

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Question 6

A database contains a table and a stored procedure defined as:

The log_table is initially empty and a Data Engineer issues the following command:
CALL insert_log(NULL::VARCHAR);
No other operations are affecting the log_table.
What will be the outcome of the procedure call?

  • A. The log_table contains zero records and the stored procedure returned 1 as a return value.
  • B. The log_table contains one record and the stored procedure returned 1 as a return value.
  • C. The log_table contains one record and the stored procedure returned NULL as a return value.
  • D. The log_table contains zero records and the stored procedure returned NULL as a return value.
Answer:

d

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Question 7

A company is building a dashboard for thousands of Analysts. The dashboard presents the results of a few summary queries on tables that are regularly updated. The query conditions vary by topic according to what data each Analyst needs. Responsiveness of the dashboard queries is a top priority, and the data cache should be preserved.
How should the Data Engineer configure the compute resources to support this dashboard?

  • A. Assign queries to a multi-cluster virtual warehouse with economy auto-scaling. Allow the system to automatically start and stop clusters according to demand.
  • B. Assign all queries to a multi-cluster virtual warehouse set to maximized mode. Monitor to determine the smallest suitable number of clusters.
  • C. Create a virtual warehouse for every 250 Analysts. Monitor to determine how many of these virtual warehouses are being utilized at capacity.
  • D. Create a size XL virtual warehouse to support all the dashboard queries. Monitor query runtimes to determine whether the virtual warehouse should be resized.
Answer:

b

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Question 8

A new CUSTOMER table is created by a data pipeline in a Snowflake schema where MANAGED ACCESS is enabled.
Which roles can grant access to the CUSTOMER table? (Choose three.)

  • A. The role that owns the schema
  • B. The role that owns the database
  • C. The role that owns the CUSTOMER table
  • D. The SYSADMIN role
  • E. The SECURITYADMIN role
  • F. The USERADMIN role with the MANAGE GRANTS privilege
Answer:

abc

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Question 9

A Data Engineer has created table t1 with one column c1 with datatype VARIANT: create or replace table t1 (c1 variant);
The Engineer has loaded the following JSON data set, which has information about 4 laptop models, into the table.

The Engineer now wants to query that data set so that results are shown as normal structured data. The result should be 4 rows and 4 columns, without the double quotes surrounding the data elements in the JSON data.
The result should be similar to the use case where the data was selected from a normal relational table t2, where t2 has string data type columns model_id, model, manufacturer, and model_name, and is queried with the SQL clause select * from t2;
Which select command will produce the correct results?

  • D. None
Answer:

b

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Question 10

What is a characteristic of the operations of streams in Snowflake?

  • A. Whenever a stream is queried, the offset is automatically advanced.
  • B. When a stream is used to update a target table, the offset is advanced to the current time.
  • C. Querying a stream returns all change records and table rows from the current offset to the current time.
  • D. Each committed and uncommitted transaction on the source table automatically puts a change record in the stream.
Answer:

b

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