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COF-R02 Questions and Answers

Question # 6

Which of the following are best practice recommendations that should be considered when loading data into Snowflake? (Select TWO).

A.

Load files that are approximately 25 MB or smaller.

B.

Remove all dates and timestamps.

C.

Load files that are approximately 100-250 MB (or larger)

D.

Avoid using embedded characters such as commas for numeric data types

E.

Remove semi-structured data types

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Question # 7

Query compilation occurs in which architecture layer of the Snowflake Cloud Data Platform?

A.

Compute layer

B.

Storage layer

C.

Cloud infrastructure layer

D.

Cloud services layer

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Question # 8

What happens to the underlying table data when a CLUSTER BY clause is added to a Snowflake table?

A.

Data is hashed by the cluster key to facilitate fast searches for common data values

B.

Larger micro-partitions are created for common data values to reduce the number of partitions that must be scanned

C.

Smaller micro-partitions are created for common data values to allow for more parallelism

D.

Data may be colocated by the cluster key within the micro-partitions to improve pruning performance

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Question # 9

When reviewing the load for a warehouse using the load monitoring chart, the chart indicates that a high volume of Queries are always queuing in the warehouse

According to recommended best practice, what should be done to reduce the Queue volume? (Select TWO).

A.

Use multi-clustered warehousing to scale out warehouse capacity.

B.

Scale up the warehouse size to allow Queries to execute faster.

C.

Stop and start the warehouse to clear the queued queries

D.

Migrate some queries to a new warehouse to reduce load

E.

Limit user access to the warehouse so fewer queries are run against it.

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Question # 10

Which statement about billing applies to Snowflake credits?

A.

Credits are billed per-minute with a 60-minute minimum

B.

Credits are used to pay for cloud data storage usage

C.

Credits are consumed based on the number of credits billed for each hour that a warehouse runs

D.

Credits are consumed based on the warehouse size and the time the warehouse is running

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Question # 11

The PUT command: (Choose two.)

A.

Automatically creates a File Format object

B.

Automatically uses the last Stage created

C.

Automatically compresses files using Gzip

D.

Automatically encrypts files

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Question # 12

True or False: Query ID’s are unique across all Snowflake deployments and can be used in communication with Snowflake Support to help troubleshoot issues.

A.

True

B.

False

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Question # 13

Which of the following objects can be directly restored using the UNDROP command? (Choose two.)

A.

Schema

B.

View

C.

Internal stage

D.

Table

E.

User

F.

Role

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Question # 14

What versions of Snowflake should be used to manage compliance with Personal Identifiable Information (PII) requirements? (Choose two.)

A.

Custom Edition

B.

Virtual Private Snowflake

C.

Business Critical Edition

D.

Standard Edition

E.

Enterprise Edition

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Question # 15

How can a user change which columns are referenced in a view?

A.

Modify the columns in the underlying table

B.

Use the ALTER VIEW command to update the view

C.

Recreate the view with the required changes

D.

Materialize the view to perform the changes

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Question # 16

What is the SNOWFLAKE.ACCOUNT_USAGE view that contains information about which objects were read by queries within the last 365 days (1 year)?

A.

VIEWS_HISTORY

B.

OBJECT_HISTORY

C.

ACCESS_HISTORY

D.

LOGIN_HISTORY

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Question # 17

The bulk data load history that is available upon completion of the COPY statement is stored where and for how long?

A.

In the metadata of the target table for 14 days

B.

In the metadata of the pipe for 14 days

C.

In the metadata of the target table for 64 days

D.

In the metadata of the pipe for 64 days

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Question # 18

True or False: Data Providers can share data with only the Data Consumer.

A.

True

B.

False

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Question # 19

Which of the following terms best describes Snowflake’s database architecture?

A.

Columnar shared nothing

B.

Shared disk

C.

Multi-cluster, shared data

D.

Cloud-native shared memory

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Question # 20

True or False: Snowflake’s data warehouse was built from the ground up for the cloud in lieu of using an existing database or a platform, like Hadoop, as a base.

A.

True

B.

False

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Question # 21

True or False: Snowflake charges a premium for storing semi-structured data.

A.

True

B.

False

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Question # 22

When a Pipe is recreated using the CREATE OR REPLACE PIPE command:

A.

The Pipe load history is reset to empty

B.

The REFRESH parameter is set to TRUE

C.

Previously loaded files will be ignored

D.

All of the above

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Question # 23

The number of queries that a Virtual Warehouse can concurrently process is determined by:

Choose 2 answers

A.

The complexity of each query

B.

The CONCURRENT_QUERY_UMIT parameter set on the Snowflake account

C.

The size of the data required for each query

D.

The tool that s executing the query

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Question # 24

What are the three things customers want most from their enterprise data warehouse solution?

Choose 3 answers

A.

On-premise availability

B.

Simplicity

C.

Open source based

D.

Concurrency

E.

Performance

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Question # 25

Which of the following DML commands isn’t supported by Snowflake?

A.

UPSERT

B.

MERGE

C.

UPDATE

D.

TRUNCATE TABLE

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Question # 26

True or False: A Virtual Warehouse consumes Snowflake credits even when inactive.

A.

True

B.

False

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Question # 27

Which of the following objects is not covered by Time Travel?

A.

Tables

B.

Schemas

C.

Databases

D.

Stages

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Question # 28

What tasks can be completed using the copy command? (Select TWO)

A.

Columns can be aggregated

B.

Columns can be joined with an existing table

C.

Columns can be reordered

D.

Columns can be omitted

E.

Data can be loaded without the need to spin up a virtual warehouse

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Question # 29

Which semi-structured file formats are supported when unloading data from a table? (Select TWO).

A.

ORC

B.

XML

C.

Avro

D.

Parquet

E.

JSON

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Question # 30

Which is the MINIMUM required Snowflake edition that a user must have if they want to use AWS/Azure Privatelink or Google Cloud Private Service Connect?

A.

Standard

B.

Premium

C.

Enterprise

D.

Business Critical

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Question # 31

True or False: A Virtual Warehouse can be resized while suspended.

A.

True

B.

False

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Question # 32

In which scenarios would a user have to pay Cloud Services costs? (Select TWO).

A.

Compute Credits = 50 Credits Cloud Services = 10

B.

Compute Credits = 80 Credits Cloud Services = 5

C.

Compute Credits = 10 Credits Cloud Services = 9

D.

Compute Credits = 120 Credits Cloud Services = 10

E.

Compute Credits = 200 Credits Cloud Services = 26

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Question # 33

A marketing co-worker has requested the ability to change a warehouse size on their medium virtual warehouse called mktg__WH.

Which of the following statements will accommodate this request?

A.

ALLOW RESIZE ON WAREHOUSE MKTG__WH TO USER MKTG__LEAD;

B.

GRANT MODIFY ON WAREHOUSE MKTG WH TO ROLE MARKETING;

C.

GRANT MODIFY ON WAREHOUSE MKTG__WH TO USER MKTG__LEAD;

D.

GRANT OPERATE ON WAREHOUSE MKTG WH TO ROLE MARKETING;

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Question # 34

What happens when a cloned table is replicated to a secondary database? (Select TWO)

A.

A read-only copy of the cloned tables is stored.

B.

The replication will not be successful.

C.

The physical data is replicated

D.

Additional costs for storage are charged to a secondary account

E.

Metadata pointers to cloned tables are replicated

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Question # 35

Which URL type allows users to access unstructured data without authenticating into Snowflake or passing an authorization token?

A.

Pre-signed URL

B.

Scoped URL

C.

Signed URL

D.

File URL

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Question # 36

The following JSON is stored in a VARIANT column called src of the CAR_SALES table:

A user needs to extract the dealership information from the JSON.

How can this be accomplished?

A.

select src:dealership from car_sales;

B.

select src.dealership from car_sales;

C.

select src:Dealership from car_sales;

D.

select dealership from car_sales;

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Question # 37

Which of the following are best practices for loading data into Snowflake? (Choose three.)

A.

Aim to produce data files that are between 100 MB and 250 MB in size, compressed.

B.

Load data from files in a cloud storage service in a different region or cloud platform from the service or region containing the Snowflake account, to save on cost.

C.

Enclose fields that contain delimiter characters in single or double quotes.

D.

Split large files into a greater number of smaller files to distribute the load among the compute resources in an active warehouse.

E.

When planning which warehouse(s) to use for data loading, start with the largest warehouse possible.

F.

Partition the staged data into large folders with random paths, allowing Snowflake to determine the best way to load each file.

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Question # 38

Which formats does Snowflake store unstructured data in? (Choose two.)

A.

GeoJSON

B.

Array

C.

XML

D.

Object

E.

BLOB

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Question # 39

A user is preparing to load data from an external stage

Which practice will provide the MOST efficient loading performance?

A.

Organize files into logical paths

B.

Store the files on the external stage to ensure caching is maintained

C.

Use pattern matching for regular expression execution

D.

Load the data in one large file

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Question # 40

What types of data listings are available in the Snowflake Data Marketplace? (Choose two.)

A.

Reader

B.

Consumer

C.

Vendor

D.

Standard

E.

Personalized

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Question # 41

Assume there is a table consisting of five micro-partitions with values ranging from A to Z.

Which diagram indicates a well-clustered table?

A.

C:\Users\Admin\Desktop\Data\Odt data\Untitled.jpg

B.

C:\Users\Admin\Desktop\Data\Odt data\Untitled.jpg

C.

C:\Users\Admin\Desktop\Data\Odt data\Untitled.jpg

D.

C:\Users\Admin\Desktop\Data\Odt data\Untitled.jpg

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Question # 42

Which statement MOST accurately describes clustering in Snowflake?

A.

The database ACCOUNTADMIN must define the clustering methodology for each Snowflake table.

B.

Clustering is the way data is grouped together and stored within Snowflake micro-partitions.

C.

The clustering key must be included in the COPY command when loading data into Snowflake.

D.

Clustering can be disabled within a Snowflake account.

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Question # 43

Which of the following are valid Snowflake Virtual Warehouse Scaling Policies? (Choose two.)

A.

Custom

B.

Economy

C.

Optimized

D.

Standard

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Question # 44

Network policies can be set at which Snowflake levels? (Choose two.)

A.

Role

B.

Schema

C.

User

D.

Database

E.

Account

F.

Tables

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Question # 45

How would a user execute a series of SQL statements using a task?

A.

Include the SQL statements in the body of the task CREATE TASK mytask .. AS INSERT INTO target1 SELECT .. FROM stream_s1 WHERE .. INSERT INTO target2 SELECT .. FROM stream_s1

WHERE ..

B.

A stored procedure can have only one DML statement per stored procedure invocation and therefore the user should sequence stored procedure calls in the task definition CREATE TASK mytask .... AS

call stored_proc1(); call stored_proc2();

C.

Use a stored procedure executing multiple SQL statements and invoke the stored procedure from the task. CREATE TASK mytask .... AS call stored_proc_multiple_statements_inside();

D.

Create a task for each SQL statement (e.g. resulting in task1, task2, etc.) and string the series of SQL statements by having a control task calling task1, task2, etc. sequentially.

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Question # 46

What happens when an external or an internal stage is dropped? (Select TWO).

A.

When dropping an external stage, the files are not removed and only the stage is dropped

B.

When dropping an external stage, both the stage and the files within the stage are removed

C.

When dropping an internal stage, the files are deleted with the stage and the files are recoverable

D.

When dropping an internal stage, the files are deleted with the stage and the files are not recoverable

E.

When dropping an internal stage, only selected files are deleted with the stage and are not recoverable

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Question # 47

What is the recommended file sizing for data loading using Snowpipe?

A.

A compressed file size greater than 100 MB, and up to 250 MB

B.

A compressed file size greater than 100 GB, and up to 250 GB

C.

A compressed file size greater than 10 MB, and up to 100 MB

D.

A compressed file size greater than 1 GB, and up to 2 GB

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Question # 48

What feature can be used to reorganize a very large table on one or more columns?

A.

Micro-partitions

B.

Clustering keys

C.

Key partitions

D.

Clustered partitions

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Question # 49

Which of the following conditions must be met in order to return results from the results cache? (Select TWO).

A.

The user has the appropriate privileges on the objects associated with the query

B.

Micro-partitions have been reclustered since the query was last run

C.

The new query is run using the same virtual warehouse as the previous query

D.

The query includes a User Defined Function (UDF)

E.

The query has been run within 24 hours of the previously-run query

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