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By snowflake
Aug, 2025

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Question 1

Snowflake provides a mechanism for its customers to override its natural clustering algorithms. This method is:

  • A: Micro-partitions
  • B: Clustering keys
  • C: Key partitions
  • D: Clustered partitions

Question 2

Which statement best describes clustering?

  • A: Clustering represents the way data is grouped together and stored within Snowflake's micro-partitions
  • B: The database administrator must define the clustering methodology for each Snowflake table
  • C: The clustering key must be included on the COPY command when loading data into Snowflake
  • D: Clustering can be disabled within a Snowflake account

Question 3

What is the most granular object that the Time Travel retention period can be defined on?

  • A: Account
  • B: Database
  • C: Schema
  • D: Table

Question 4

Which task is supported by the use of Access History in Snowflake?

  • A: Data backups
  • B: Cost monitoring
  • C: Compliance auditing
  • D: Performance optimization

Question 5

Which feature of Snowflake’s Continuous Data Protection (CDP) has associated costs?

  • A: Fail-safe
  • B: Network policies
  • C: End-to-end encryption
  • D: Multi-Factor Authentication (MFA)

Question 6

When enabling access to unstructured data, which URL permits temporary access to a staged file without the need to grant privileges to the stage or to issue access tokens?

  • A: File URL
  • B: Scoped URL
  • C: Relative URL
  • D: Pre-Signed URL

Question 7

Which Snowflake function is maintained separately from the data and helps to support features such as Time Travel, Secure Data Sharing, and pruning?

  • A: Column compression
  • B: Data clustering
  • C: Micro-partitioning
  • D: Metadata management

Question 8

A tag object has been assigned to a table (TABLE_A) in a schema within a Snowflake database.

Which CREATE object statement will automatically assign the TABLE_A tag to a target object?

  • A: CREATE TABLE [table_name] LIKE TABLE_A;
  • B: CREATE VIEW [view_name] AS SELECT * FROM TABLE_A;
  • C: CREATE TABLE [table_name] AS SELECT * FROM TABLE_A;
  • D: CREATE MATERIALIZED VIEW [view_name] AS SELECT * FROM TABLE_A;

Question 9

In addition to performing all the standard steps to share data, which privilege must be granted on each database referenced by a secure view in order to be shared?

  • A: READ
  • B: REFERENCES
  • C: REFERENCE_USAGE
  • D: USAGE

Question 10

Which function can be used with the COPY INTO [LOCATION] statement to convert rows from a relational table to a single VARIANT column, and to unload rows into a JSON file?

  • A: FLATTEN
  • B: OBJECT_AS
  • C: OBJECT_CONSTRUCT
  • D: TO_VARIANT

Question 11

Which type of role can be granted to a share?

  • A: Account role
  • B: Custom role
  • C: Database role
  • D: Secondary role

Question 12

When unloading data with the COPY INTO [location] command, what is the purpose of the PARTITION BY parameter option?

  • A: To sort the contents of the output file by the specified expression.
  • B: To delimit the records in the output file using the specified expression.
  • C: To include a new column in the output using the specified window function expression.
  • D: To split the output into multiple files, one for each distinct value of the specified expression.

Question 13

What are potential impacts of storing non-native values like dates and timestamps in a VARIANT column in Snowflake?

  • A: Faster query performance and increased storage consumption
  • B: Slower query performance and increased storage consumption
  • C: Faster query performance and decreased storage consumption
  • D: Slower query performance and decreased storage consumption

Question 14

Which of the following statements is true of Snowflake micro-partitioning?

  • A: Micro-partitioning has been known to introduce data skew
  • B: Micro-partitioning: requires a partitioning schema to be defined up front
  • C: Micro-partitioning is transparently completed using the ordering that occurs when the data is inserted/loaded
  • D: Micro-partitioning can be disabled within a Snowflake account

Question 15

Which views are included in the DATA_SHARING_USAGE schema? (Choose two.)

  • A: ACCESS_HISTORY
  • B: DATA_TRANSFER_HISTORY
  • C: WAREHOUSE_METERING_HISTORY
  • D: MONETIZED_USAGE_DAILY
  • E: LISTING_TELEMETRY_DAILY

Question 16

What does a table with a clustering depth of 1 mean in Snowflake?

  • A: The table has only 1 micro-partition.
  • B: The table has 1 overlapping micro-partition.
  • C: The table has no overlapping micro-partitions.
  • D: The table has no micro-partitions.

Question 17

Which Snowflake object contains all the information required to share a database?

  • A: Private listing
  • B: Secure view
  • C: Sequence
  • D: Share

Question 18

What is the PRIMARY factor that determines the cost of using a virtual warehouse in Snowflake?

  • A: The type of SQL statements executed
  • B: The number of tables or databases queried
  • C: The amount of data stored in the warehouse
  • D: The length of time the compute resources in each cluster run

Question 19

Which function generates a Snowflake-hosted file URL to a staged file using the stage name and relative file path as inputs, with a file URL that does not expire?

  • A: BUILD_SCOPED_FILE_URL
  • B: BUILD_STAGE_FILE_URL
  • C: GET_ABSOLUTE_PATH
  • D: GET_PRESIGNED_URL

Question 20

When a Snowflake user loads CSV data from a stage, which COPY INTO [table] command guideline should they follow?

  • A: The CSV field delimiter must be a comma character (‘,’).
  • B: The number of columns in each row should be consistent.
  • C: The data file in the stage must be in a compressed format.
  • D: The data file must have the same number of columns as the target table.

Question 21

A user creates a stage using the following command:

CREATE STAGE mystage -
DIRECTORY = (ENABLE = TRUE)
FILE_FORMAT = myformat;

What will be the outcome?

  • A: A stage with a directory table set to automatically refresh will be created.
  • B: A stage with a directory table that has metadata that must be manually refreshed will be created.
  • C: An error will be received stating that the storage location for the stage must be identified when creating a stage with a directory table.
  • D: The command will fail to run because the name of the directory table is not specified.

Question 22

Which statistics on a Query Profile reflect the efficiency of the query pruning? (Choose two.)

  • A: Partitions scanned
  • B: Partitions total
  • C: Bytes scanned
  • D: Bytes spilled
  • E: Bytes written

Question 23

Which operation can be performed on Snowflake external tables?

  • A: INSERT
  • B: JOIN
  • C: RENAME
  • D: ALTER

Question 24

A user wants to access files stored in a stage without authenticating into Snowflake.

Which type of URL should be used?

  • A: File URL
  • B: Staged URL
  • C: Scoped URL
  • D: Pre-signed URL

Question 25

True or False: Snowflake bills for a minimum of five minutes each time a Virtual Warehouse is started.

  • A: True
  • B: False
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