Pass Guaranteed Quiz Snowflake - High Hit-Rate Useful ARA-C01 Dumps

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q40-Q45):

NEW QUESTION # 40
Data loading transformation as part of copying data to a table from stage supports selecting data from user stage and named stages(internal and external) only

A. TRUE
B. FALSE

Answer: A

NEW QUESTION # 41
Which system functions does Snowflake provide to monitor clustering information within a table (Choose two.)

A. SYSTEM$CLUSTERING_DEPTH
B. SYSTEM$CLUSTERING_KEYS
C. SYSTEM$CLUSTERING_USAGE
D. SYSTEM$CLUSTERING_INFORMATION
E. SYSTEM$CLUSTERING_PERCENT

Answer: A,D

Explanation:
According to the Snowflake documentation, these two system functions are provided by Snowflake to monitor clustering information within a table. A system function is a type of function that allows executing actions or returning information about the system. A clustering key is a feature that allows organizing data across micro-partitions based on one or more columns in the table. Clustering can improve query performance by reducing the number of files to scan.
* SYSTEM$CLUSTERING_INFORMATION is a system function that returns clustering information, including average clustering depth, for a table based on one or more columns in the table. The function takes a table name and an optional column name or expression as arguments, and returns a JSON string
* with the clustering information. The clustering information includes the cluster by keys, the total partition count, the total constant partition count, the average overlaps, and the average depth1.
* SYSTEM$CLUSTERING_DEPTH is a system function that returns the clustering depth for a table based on one or more columns in the table. The function takes a table name and an optional column name or expression as arguments, and returns an integer value with the clustering depth. The clustering depth is the maximum number of overlapping micro-partitions for any micro-partition in the table. A lower clustering depth indicates a better clustering2.
References:
* SYSTEM$CLUSTERING_INFORMATION | Snowflake Documentation
* SYSTEM$CLUSTERING_DEPTH | Snowflake Documentation

NEW QUESTION # 42
Out of the three query optimization techniques(search optimization, clustering and materialized view) which one does not have storage cost

A. Search Optimization Service
B. Clustering the Table
C. Materialized View

Answer: B

NEW QUESTION # 43
What are purposes for creating a storage integration? (Choose three.)

A. Avoid supplying credentials when creating a stage or when loading or unloading data.
B. Create private VPC endpoints that allow direct, secure connectivity between VPCs without traversing the public internet.
C. Manage credentials from multiple cloud providers in one single Snowflake object.
D. Control access to Snowflake data using a master encryption key that is maintained in the cloud provider's key management service.
E. Support multiple external stages using one single Snowflake object.
F. Store a generated identity and access management (IAM) entity for an external cloud provider regardless of the cloud provider that hosts the Snowflake account.

Answer: A,E,F

Explanation:
Explanation
* A storage integration is a Snowflake object that stores a generated identity and access management (IAM) entity for an external cloud provider, such as Amazon S3, Google Cloud Storage, or Microsoft Azure Blob Storage. This integration allows Snowflake to read data from and write data to an external storage location referenced in an external stage1.
* One purpose of creating a storage integration is to support multiple external stages using one single Snowflake object. An integration can list buckets (and optional paths) that limitthe locations users can specify when creating external stages that use the integration. Note that many external stage objects can reference different buckets and paths and use the same storage integration for authentication1.
Therefore, option C is correct.
* Another purpose of creating a storage integration is to avoid supplying credentials when creating a stage or when loading or unloading data. Integrations are named, first-class Snowflake objects that avoid the need for passing explicit cloud provider credentials such as secret keys or access tokens. Integration objects store an IAM user ID, and an administrator in your organization grants the IAM user permissions in the cloud provider account1. Therefore, option D is correct.
* A third purpose of creating a storage integration is to store a generated IAM entity for an external cloud provider regardless of the cloud provider that hosts the Snowflake account. For example, you can create a storage integration for Amazon S3 even if your Snowflake account is hosted on Azure or Google Cloud Platform. This allows you to access data across different cloud platforms using Snowflake1.
Therefore, option B is correct.
* Option A is incorrect, because creating a storage integration does not control access to Snowflake data using a master encryption key. Snowflake encrypts all data using a hierarchical key model, and the master encryption key is managed by Snowflake or by the customer using a cloud provider's key management service. This is independent of the storage integration feature2.
* Option E is incorrect, because creating a storage integration does not create private VPC endpoints.
Private VPC endpoints are a network configuration option that allow direct, secure connectivity between VPCs without traversing the public internet. This is also independent of the storage integration feature3.
* Option F is incorrect, because creating a storage integration does not manage credentials from multiple cloud providers in one single Snowflake object. A storage integration is specific to one cloud provider, and you need to create separate integrations for each cloud provider you want to access4.
References: : Encryption and Decryption : Private Link for Snowflake : CREATE STORAGE INTEGRATION : Option 1: Configuring a Snowflake Storage Integration to Access Amazon S3

NEW QUESTION # 44
Select the true statement

A. Privileges are granted to roles. Roles are granted to users
B. Privileges are granted to users. Users are granted to roles
C. Privileges are granted to both roles and users

Answer: A

NEW QUESTION # 45
......

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Pass Guaranteed Quiz Snowflake - High Hit-Rate Useful ARA-C01 Dumps

Useful ARA-C01 Dumps - Your Best Friend to Pass SnowPro Advanced Architect Certification

Snowflake SnowPro Advanced Architect Certification Sample Questions (Q40-Q45):

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