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The SnowPro Advanced Architect Certification is a comprehensive exam that tests the candidate's knowledge of Snowflake's advanced features, including Snowflake data sharing, multi-cluster and multi-region data replication, and advanced security features. It tests the candidate's ability to design and implement Snowflake environments that are highly scalable, performant, and secure. SnowPro Advanced Architect Certification certification also validates the candidate's ability to troubleshoot complex Snowflake environments and resolve performance issues.

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The Snowflake ARA-C01 Exam is intended for experienced Snowflake architects who have a deep understanding of Snowflake's architecture, data warehousing concepts, and best practices. It is also designed to test an individual's ability to design, implement, and manage complex Snowflake solutions that meet a variety of business needs.

Snowflake SnowPro Advanced Architect Certification Sample Questions (Q80-Q85):

NEW QUESTION # 80
How do you validate the data that is unloaded using COPY INTO command

A. Load the data into a CSV file to validate the rows
B. After unloading, load the data into a relational table and validate the rows
C. Use validation_mode='RETURN_ROWS'; with COPY command

Answer: C

NEW QUESTION # 81
A company has a table with that has corrupted data, named Data. The company wants to recover the data as it was 5 minutes ago using cloning and Time Travel.
What command will accomplish this?

A. CREATE TABLE Recover Data CLONE Data AT(TIME => -60*5);
B. CREATE TABLE Recover_Data CLONE Data AT(OFFSET => -60*5);
C. CREATE CLONE TABLE Recover_Data FROM Data AT(OFFSET => -60*5);
D. CREATE CLONE Recover_Data FROM Data AT(OFFSET => -60*5);

Answer: B

Explanation:
This is the correct command to create a clone of the table Data as it was 5 minutes ago using cloning and Time Travel. Cloning is a feature that allows creating a copy of a database, schema, table, or view without duplicating the data or metadata. Time Travel is a feature that enables accessing historical data (i.e. data that has been changed or deleted) at any point within a defined period. To create a clone of a table at a point in time in the past, the syntax is:
CREATE TABLE <clone_name> CLONE <source_table> AT (OFFSET => <offset_in_seconds>); The OFFSET parameter specifies the time difference in seconds from the present time. A negative value indicates a point in the past. For example, -60*5 means 5 minutes ago. Alternatively, the TIMESTAMP parameter can be used to specify an exact timestamp in the past. The clone will contain the data as it existed in the source table at the specified point in time12.
Snowflake Documentation: Cloning Objects
Snowflake Documentation: Cloning Objects at a Point in Time in the Past

NEW QUESTION # 82
A company's client application supports multiple authentication methods, and is using Okta.
What is the best practice recommendation for the order of priority when applications authenticate to Snowflake?

A. 1) Okta native authentication2) Key Pair Authentication, mostly used for production environment users3) Password4) OAuth (either Snowflake OAuth or External OAuth)5) External browser, SSO
B. 1) OAuth (either Snowflake OAuth or External OAuth)2) External browser3) Okta native authentication4) Key Pair Authentication, mostly used for service account users5) Password
C. 1) External browser, SSO2) Key Pair Authentication, mostly used for development environment users3) Okta native authentication4) OAuth (ether Snowflake OAuth or External OAuth)5) Password
D. 1) Password2) Key Pair Authentication, mostly used for production environment users3) Okta native authentication4) OAuth (either Snowflake OAuth or External OAuth)5) External browser, SSO

Answer: B

Explanation:
This is the best practice recommendation for the order of priority when applications authenticate to Snowflake, according to the Snowflake documentation and the web search results. Authentication is the process of verifying the identity of a user or application that connects to Snowflake. Snowflake supports multiple authentication methods, each with different advantages and disadvantages. The recommended order of priority is based on the following factors:
* Security: The authentication method should provide a high level of security and protection against unauthorized access or data breaches. The authentication method should also support multi-factor authentication (MFA) or single sign-on (SSO) for additional security.
* Convenience: The authentication method should provide a smooth and easy user experience, without requiring complex or manual steps. The authentication method should also support seamless integration with external identity providers or applications.
* Flexibility: The authentication method should provide a range of options and features to suit different use cases and scenarios. The authentication method should also support customization and configuration to meet specific requirements.
Based on these factors, the recommended order of priority is:
* OAuth (either Snowflake OAuth or External OAuth): OAuth is an open standard for authorization that allows applications to access Snowflake resources on behalf of a user, without exposing the user's credentials. OAuth provides a high level of security, convenience, and flexibility, as it supports MFA, SSO, token-based authentication, and various grant types and scopes. OAuth can be implemented using either Snowflake OAuth or External OAuth, depending on the identity provider and the application12.
* External browser: External browser is an authentication method that allows users to log in to Snowflake using a web browser and an external identity provider, such as Okta, Azure AD, or Ping Identity.
External browser provides a high level of security and convenience, as it supports MFA, SSO, and federated authentication. External browser also provides a consistent user interface and experience across different platforms and devices34.
* Okta native authentication: Okta native authentication is an authentication method that allows users to log in to Snowflake using Okta as the identity provider, without using a web browser. Okta native authentication provides a high level of security and convenience, as it supports MFA, SSO, and federated authentication. Okta native authentication also provides a native user interface and experience for Okta users, and supports various Okta features, such as password policies and user management56.
* Key Pair Authentication: Key Pair Authentication is an authentication method that allows users to log in to Snowflake using a public-private key pair, without using a password. Key Pair Authentication provides a high level of security, as it relies on asymmetric encryption and digital signatures. Key Pair Authentication also provides a flexible and customizable authentication option, as it supports various key formats, algorithms, and expiration times. Key Pair Authentication is mostly used for service account users, such as applications or scripts that connect to Snowflake programmatically7 .
* Password: Password is the simplest and most basic authentication method that allows users to log in to Snowflake using a username and password. Password provides a low level of security, as it relies on symmetric encryption and is vulnerable to brute force attacks or phishing. Password also provides a low level of convenience and flexibility, as it requires manual input and management, and does not support MFA or SSO. Password is the least recommended authentication method, and should be used only as a last resort or for testing purposes .
Snowflake Documentation: Snowflake OAuth
Snowflake Documentation: External OAuth
Snowflake Documentation: External Browser Authentication
Snowflake Blog: How to Use External Browser Authentication with Snowflake Snowflake Documentation: Okta Native Authentication Snowflake Blog: How to Use Okta Native Authentication with Snowflake Snowflake Documentation: Key Pair Authentication
[Snowflake Blog: How to Use Key Pair Authentication with Snowflake]
[Snowflake Documentation: Password Authentication]
[Snowflake Blog: How to Use Password Authentication with Snowflake]

NEW QUESTION # 83
Running EXPLAIN on a query does not require a running warehouse

A. TRUE
B. FALSE

Answer: A

NEW QUESTION # 84
A company is designing high availability and disaster recovery plans and needs to maximize redundancy and minimize recovery time objectives for their critical application processes. Cost is not a concern as long as the solution is the best available. The plan so far consists of the following steps:
1. Deployment of Snowflake accounts on two different cloud providers.
2. Selection of cloud provider regions that are geographically far apart.
3. The Snowflake deployment will replicate the databases and account data between both cloud provider accounts.
4. Implementation of Snowflake client redirect.
What is the MOST cost-effective way to provide the HIGHEST uptime and LEAST application disruption if there is a service event?

A. Connect the applications using the <organization_name>-<accountLocator> URL. Use the Enterprise Snowflake edition.
B. Connect the applications using the <organization_name>-<accountLocator> URL. Use the Business Critical Snowflake edition.
C. Connect the applications using the <organization_name>-<connection_name> URL. Use the Virtual Private Snowflake (VPS) edition.
D. Connect the applications using the <organization_name>-<connection_name> URL. Use the Business Critical Snowflake edition.

Answer: B

Explanation:
To provide the highest uptime and least application disruption in case of a service event, the best option is to use the Business Critical Snowflake edition and connect the applications using the <organization_name>-
<accountLocator> URL. The Business Critical Snowflake edition offers the highest level of security, performance, and availability for Snowflake accounts. It includes features such as customer-managed encryption keys, HIPAA compliance, and 4-hour RPO and RTO SLAs. It also supports account replication and failover across regions and cloud platforms, which enables business continuity and disaster recovery. By using the <organization_name>-<accountLocator> URL, the applications can leverage the Snowflake Client Redirect feature, which automatically redirects the client connections to the secondary account in case of a failover. This way, the applications can seamlessly switch to the backup account without any manual intervention or configuration changes. The other options are less cost-effective or less reliable because they either use a lower edition of Snowflake, which does not support account replication and failover, or they use the <organization_name>-<connection_name> URL, which does not support client redirect and requires manual updates to the connection string in case of a failover. References:
* [Snowflake Editions] 1
* [Replication and Failover/Failback] 2
* [Client Redirect] 3
* [Snowflake Account Identifiers] 4

NEW QUESTION # 85
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