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How does Snowflake describe its unique architecture?

A.
A single-cluster shared data architecture using a central data repository and massively parallel processing (MPP)
A.
A single-cluster shared data architecture using a central data repository and massively parallel processing (MPP)
Answers
B.
A multi-duster shared nothing architecture using a soloed data repository and massively parallel processing (MPP)
B.
A multi-duster shared nothing architecture using a soloed data repository and massively parallel processing (MPP)
Answers
C.
A single-cluster shared nothing architecture using a sliced data repository and symmetric multiprocessing (SMP)
C.
A single-cluster shared nothing architecture using a sliced data repository and symmetric multiprocessing (SMP)
Answers
D.
A multi-cluster shared nothing architecture using a siloed data repository and symmetric multiprocessing (SMP)
D.
A multi-cluster shared nothing architecture using a siloed data repository and symmetric multiprocessing (SMP)
Answers
Suggested answer: A

Explanation:

Snowflake's unique architecture is described as a multi-cluster, shared data architecture that leverages massively parallel processing (MPP). This architecture separates compute and storage resources, enabling Snowflake to scale them independently. It does not use a single cluster or rely solely on symmetric multiprocessing (SMP); rather, it uses a combination of shared-nothing architecture for compute clusters (virtual warehouses) and a centralized storage layer for data, optimizing for both performance and scalability.

References:

Snowflake Documentation: Snowflake Architecture Overview

What information does the Query Profile provide?

A.
Graphical representation of the data model
A.
Graphical representation of the data model
Answers
B.
Statistics for each component of the processing plan
B.
Statistics for each component of the processing plan
Answers
C.
Detailed Information about I he database schema
C.
Detailed Information about I he database schema
Answers
D.
Real-time monitoring of the database operations
D.
Real-time monitoring of the database operations
Answers
Suggested answer: B

Explanation:

The Query Profile in Snowflake provides a graphical representation and statistics for each component of the query's execution plan. This includes details such as the execution time, the number of rows processed, and the amount of data scanned for each operation within the query. The Query Profile is a crucial tool for understanding and optimizing the performance of queries, as it helps identify potential bottlenecks and inefficiencies.

References:

Snowflake Documentation: Understanding the Query Profile

By default, how long is the standard retention period for Time Travel across all Snowflake accounts?

A.
0 days
A.
0 days
Answers
B.
1 day
B.
1 day
Answers
C.
7 days
C.
7 days
Answers
D.
14 days
D.
14 days
Answers
Suggested answer: B

Explanation:

By default, the standard retention period for Time Travel in Snowflake is 1 day across all Snowflake accounts. Time Travel enables users to access historical data within this retention window, allowing for point-in-time data analysis and recovery. This feature is a significant aspect of Snowflake's data management capabilities, offering flexibility in handling data changes and accidental deletions.

References:

Snowflake Documentation: Using Time Travel

Which role has the ability to create a share from a shared database by default?

A.
ACCOUNTADMIN
A.
ACCOUNTADMIN
Answers
B.
SECURITYADMIN
B.
SECURITYADMIN
Answers
C.
SYSADMIN
C.
SYSADMIN
Answers
D.
ORGADMIN
D.
ORGADMIN
Answers
Suggested answer: A

Explanation:

By default, the ACCOUNTADMIN role in Snowflake has the ability to create a share from a shared database. This role has the highest level of access within a Snowflake account, including the management of all aspects of the account, such as users, roles, warehouses, and databases, as well as the creation and management of shares for secure data sharing with other Snowflake accounts.

References:

Snowflake Documentation: Roles

Why would a Snowflake user decide to use a materialized view instead of a regular view?

A.
The base tables do not change frequently.
A.
The base tables do not change frequently.
Answers
B.
The results of the view change often.
B.
The results of the view change often.
Answers
C.
The query is not resource intensive.
C.
The query is not resource intensive.
Answers
D.
The query results are not used frequently.
D.
The query results are not used frequently.
Answers
Suggested answer: A

Explanation:

A Snowflake user would decide to use a materialized view instead of a regular view primarily when the base tables do not change frequently. Materialized views store the result of the view query and update it as the underlying data changes, making them ideal for situations where the data is relatively static and query performance is critical. By precomputing and storing the query results, materialized views can significantly reduce query execution times for complex aggregations, joins, and calculations.

References:

Snowflake Documentation: Materialized Views

Which command can be used to list all the file formats for which a user has access privileges?

A.
LIST
A.
LIST
Answers
B.
ALTER FILE FORMAT
B.
ALTER FILE FORMAT
Answers
C.
DESCRIBE FILE FORMAT
C.
DESCRIBE FILE FORMAT
Answers
D.
SHOW FILE FORMATS
D.
SHOW FILE FORMATS
Answers
Suggested answer: D

Explanation:

The command to list all the file formats for which a user has access privileges in Snowflake is SHOW FILE FORMATS. This command provides a list of all file formats defined in the user's current session or specified database/schema, along with details such as the name, type, and creation time of each file format. It is a valuable tool for users to understand and manage the file formats available for data loading and unloading operations.

References:

Snowflake Documentation: SHOW FILE FORMATS

Which common query problems are identified by the Query Profile? (Select TWO.)

A.
Syntax error
A.
Syntax error
Answers
B.
Inefficient pruning
B.
Inefficient pruning
Answers
C.
Ambiguous column names
C.
Ambiguous column names
Answers
D.
Queries too large to fit in memory
D.
Queries too large to fit in memory
Answers
E.
Object does not exist or not authorized
E.
Object does not exist or not authorized
Answers
Suggested answer: B, D

Explanation:

The Query Profile in Snowflake can identify common query problems, including:

B . Inefficient pruning: This refers to the inability of a query to effectively limit the amount of data being scanned, potentially leading to suboptimal performance.

D . Queries too large to fit in memory: This indicates that a query requires more memory than is available in the virtual warehouse, which can lead to spilling to disk and degraded performance.

The Query Profile helps diagnose these issues by providing detailed execution statistics and visualizations, aiding in query optimization and troubleshooting.

References:

Snowflake Documentation: Query Profile

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By default, which role has access to the SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER function?

A.
ACCOUNTADMIN
A.
ACCOUNTADMIN
Answers
B.
SECURITYADMIN
B.
SECURITYADMIN
Answers
C.
SYSADMIN
C.
SYSADMIN
Answers
D.
ORGADMIN
D.
ORGADMIN
Answers
Suggested answer: A

Explanation:

By default, the ACCOUNTADMIN role in Snowflake has access to the SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER function. This function is used to set global account parameters, impacting the entire Snowflake account's configuration and behavior. The ACCOUNTADMIN role is the highest-level administrative role in Snowflake, granting the necessary privileges to manage account settings and security features, including the use of global account parameters.

References:

Snowflake Documentation: SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER

If a virtual warehouse runs for 61 seconds, shut down, and then restart and runs for 30 seconds, for how many seconds is it billed?

A.
60
A.
60
Answers
B.
91
B.
91
Answers
C.
120
C.
120
Answers
D.
121
D.
121
Answers
Suggested answer: C

Explanation:

Snowflake bills virtual warehouse usage in one-minute increments, rounding up to the nearest minute for any partial minute of compute time used. If a virtual warehouse runs for 61 seconds and then, after being shut down, restarts and runs for an additional 30 seconds, the total time billed would be 120 seconds or 2 minutes. The first 61 seconds are rounded up to 2 minutes, and the subsequent 30 seconds are within a new minute, which is also rounded up to the nearest minute.

References:

Snowflake Documentation: Virtual Warehouses Billing

Which Snowflow object does not consume and storage costs?

A.
Secure view
A.
Secure view
Answers
B.
Materialized view
B.
Materialized view
Answers
C.
Temporary table
C.
Temporary table
Answers
D.
Transient table
D.
Transient table
Answers
Suggested answer: C

Explanation:

Temporary tables in Snowflake do not consume storage costs. They are designed for transient data that is needed only for the duration of a session. Data stored in temporary tables is held in the virtual warehouse's cache and does not persist beyond the session's lifetime, thereby not incurring any storage charges.

References:

Snowflake Documentation: Temporary Tables

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