A company is using a Snowflake account in Azure. The account has SAML SSO set up using ADFS as a SCIM identity provider. To validate Private Link connectivity, an Architect performed the following steps:* Confirmed Private Link URLs are working by logging in with a username/password account* Verified DNS resolution by running nslookups against Private Link URLs* Validated connectivity using SnowCD* Disabled public access using a network policy set to use the company's IP address rangeHowever, the following error message is received when using SSO to log into the company account:IP XX.XXX.XX.XX is not allowed to access snowflake. Contact your local security administrator.What steps should the Architect take to resolve this error and ensure that the account is accessed using only Private Link? (Choose two.)

Add the IP address in the error message to the allowed list in the network policy.

Update the configuration of the Azure AD SSO to use the Private Link URLs.

Alter the Azure security integration to use the Private Link URLs.

Add the IP address in the error message to the allowed list in the network policy.

Generate a new SCIM access token using system$generate_scim_access_token and save it to Azure AD.

Update the configuration of the Azure AD SSO to use the Private Link URLs.

Open a case with Snowflake Support to authorize the Private Link URLs' access to the account.

Which steps are recommended best practices for prioritizing cluster keys in Snowflake? (Choose two.)

Choose columns that are frequently used in join predicates.

Choose cluster columns that are most actively used in selective filters.

Choose columns that are frequently used in join predicates.

Choose lower cardinality columns to support clustering keys and cost effectiveness.

Choose TIMESTAMP columns with nanoseconds for the highest number of unique rows.

Choose cluster columns that are most actively used in selective filters.

Choose cluster columns that are actively used in the GROUP BY clauses.

A company has several sites in different regions from which the company wants to ingest data.Which of the following will enable this type of data ingestion?

The company should use a storage integration for the external stage.

The company must have a Snowflake account in each cloud region to be able to ingest data to that account.

The company must replicate data between Snowflake accounts.

The company should provision a reader account to each site and ingest the data through the reader accounts.

The company should use a storage integration for the external stage.

What Snowflake features should be leveraged when modeling using Data Vault?

Snowflake's support of multi-table inserts into the data model's Data Vault tables

Scaling up the virtual warehouses will support parallel processing of new source loads

Snowflake's support of multi-table inserts into the data model's Data Vault tables

Data needs to be pre-partitioned to obtain a superior data access performance

Scaling up the virtual warehouses will support parallel processing of new source loads

Snowflake's ability to hash keys so that hash key joins can run faster than integer joins

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?

1) OAuth (either Snowflake OAuth or External OAuth) 2) External browser 3) Okta native authentication 4) Key Pair Authentication, mostly used for service account users 5) Password

1) External browser, SSO 2) Key Pair Authentication, mostly used for development environment users 3) Okta native authentication 4) OAuth (ether Snowflake OAuth or External OAuth) 5) Password

1) Okta native authentication 2) Key Pair Authentication, mostly used for production environment users 3) Password 4) OAuth (either Snowflake OAuth or External OAuth) 5) External browser, SSO

1) Password 2) Key Pair Authentication, mostly used for production environment users 3) Okta native authentication 4) OAuth (either Snowflake OAuth or External OAuth) 5) External browser, SSO

What is a valid object hierarchy when building a Snowflake environment?

Organization --> Account --> Database --> Schema --> Stage

Account --> Database --> Schema --> Warehouse

Organization --> Account --> Database --> Schema --> Stage

Account --> Schema > Table --> Stage

Organization --> Account --> Stage --> Table --> View

Which of the following are characteristics of Snowflake's parameter hierarchy?

Schema parameters override account parameters.

Session parameters override virtual warehouse parameters.

Virtual warehouse parameters override user parameters.

Table parameters override virtual warehouse parameters.

Schema parameters override account parameters.

A Snowflake Architect is designing a multi-tenant application strategy for an organization in the Snowflake Data Cloud and is considering using an Account Per Tenant strategy.Which requirements will be addressed with this approach? (Choose two.)

Tenant data shape may be unique per tenant.

Storage costs must be optimized.

There needs to be fewer objects per tenant.

Security and Role-Based Access Control (RBAC) policies must be simple to configure.

Compute costs must be optimized.

Tenant data shape may be unique per tenant.

Storage costs must be optimized.

An Architect has been asked to clone schema STAGING as it looked one week ago, Tuesday June 1st at 8:00 AM, to recover some objects.The STAGING schema has 50 days of retention.The Architect runs the following statement:CREATE SCHEMA STAGING_CLONE CLONE STAGING at (timestamp => '2021-06-01 08:00:00');The Architect receives the following error: Time travel data is not available for schema STAGING. The requested time is either beyond the allowed time travel period or before the object creation time.The Architect then checks the schema history and sees the following:CREATED_ON|NAME|DROPPED_ON2021-06-02 23:00:00 | STAGING | NULL2021-05-01 10:00:00 | STAGING | 2021-06-02 23:00:00How can cloning the STAGING schema be achieved?

Rename the STAGING schema and perform an UNDROP to retrieve the previous STAGING schema version, then run the CLONE statement.

Undrop the STAGING schema and then rerun the CLONE statement.

Modify the statement: CREATE SCHEMA STAGING_CLONE CLONE STAGING at (timestamp => '2021-05-01 10:00:00');

Rename the STAGING schema and perform an UNDROP to retrieve the previous STAGING schema version, then run the CLONE statement.

Cloning cannot be accomplished because the STAGING schema version was not active during the proposed Time Travel time period.

What are purposes for creating a storage integration? (Choose three.)

Store a generated identity and access management (IAM) entity for an external cloud provider regardless of the cloud provider that hosts the Snowflake account.

Support multiple external stages using one single Snowflake object.

Avoid supplying credentials when creating a stage or when loading or unloading data.

Control access to Snowflake data using a master encryption key that is maintained in the cloud provider's key management service.

Store a generated identity and access management (IAM) entity for an external cloud provider regardless of the cloud provider that hosts the Snowflake account.

Support multiple external stages using one single Snowflake object.

Avoid supplying credentials when creating a stage or when loading or unloading data.

Create private VPC endpoints that allow direct, secure connectivity between VPCs without traversing the public internet.

Manage credentials from multiple cloud providers in one single Snowflake object.

What built-in Snowflake features make use of the change tracking metadata for a table? (Choose two.)

The CHANGE_DATA_CAPTURE command

An Architect uses COPY INTO with the ON_ERROR=SKIP_FILE option to bulk load CSV files into a table called TABLEA, using its table stage. One file named file5.csv fails to load. The Architect fixes the file and re-loads it to the stage with the exact same file name it had previously.Which commands should the Architect use to load only file5.csv file from the stage? (Choose two.)

COPY INTO tablea FROM @%tablea;

COPY INTO tablea FROM @%tablea FILES = ('file5.csv');

COPY INTO tablea FROM @%tablea RETURN_FAILED_ONLY = TRUE;

COPY INTO tablea FROM @%tablea;

COPY INTO tablea FROM @%tablea FILES = ('file5.csv');

COPY INTO tablea FROM @%tablea FORCE = TRUE;

COPY INTO tablea FROM @%tablea NEW_FILES_ONLY = TRUE;

COPY INTO tablea FROM @%tablea MERGE = TRUE;

A large manufacturing company runs a dozen individual Snowflake accounts across its business divisions. The company wants to increase the level of data sharing to support supply chain optimizations and increase its purchasing leverage with multiple vendors.The company's Snowflake Architects need to design a solution that would allow the business divisions to decide what to share, while minimizing the level of effort spent on configuration and management. Most of the company divisions use Snowflake accounts in the same cloud deployments with a few exceptions for European-based divisions.According to Snowflake recommended best practice, how should these requirements be met?

Deploy a Private Data Exchange in combination with data shares for the European accounts.

Migrate the European accounts in the global region and manage shares in a connected graph architecture. Deploy a Data Exchange.

Deploy a Private Data Exchange in combination with data shares for the European accounts.

Deploy to the Snowflake Marketplace making sure that invoker_share() is used in all secure views.

Deploy a Private Data Exchange and use replication to allow European data shares in the Exchange.

A user has the appropriate privilege to see unmasked data in a column.If the user loads this column data into another column that does not have a masking policy, what will occur?

Unmasked data will be loaded in the new column.

Masked data will be loaded into the new column.

Unmasked data will be loaded into the new column but only users with the appropriate privileges will be able to see the unmasked data.

Unmasked data will be loaded into the new column and no users will be able to see the unmasked data.

How can an Architect enable optimal clustering to enhance performance for different access paths on a given table?

Create multiple materialized views with different cluster keys.

Create multiple clustering keys for a table.

Create multiple materialized views with different cluster keys.

Create super projections that will automatically create clustering.

Create a clustering key that contains all columns used in the access paths.

Company A would like to share data in Snowflake with Company B. Company B is not on the same cloud platform as Company A.What is required to allow data sharing between these two companies?

Setup data replication to the region and cloud platform where the consumer resides.

Create a pipeline to write shared data to a cloud storage location in the target cloud provider.

Ensure that all views are persisted, as views cannot be shared across cloud platforms.

Setup data replication to the region and cloud platform where the consumer resides.

Company A and Company B must agree to use a single cloud platform: Data sharing is only possible if the companies share the same cloud provider.

What are some of the characteristics of result set caches? (Choose three.)

Snowflake persists the data results for 24 hours.

Each time persisted results for a query are used, a 24-hour retention period is reset.

The retention period can be reset for a maximum of 31 days.

Time Travel queries can be executed against the result set cache.

Snowflake persists the data results for 24 hours.

Each time persisted results for a query are used, a 24-hour retention period is reset.

The data stored in the result cache will contribute to storage costs.

The retention period can be reset for a maximum of 31 days.

The result set cache is not shared between warehouses.

Which organization-related tasks can be performed by the ORGADMIN role? (Choose three.)

Viewing a list of organization accounts

Enabling the replication of a database

Changing the name of the organization

Viewing a list of organization accounts

Changing the name of an account

Enabling the replication of a database

A Data Engineer is designing a near real-time ingestion pipeline for a retail company to ingest event logs into Snowflake to derive insights. A Snowflake Architect is asked to define security best practices to configure access control privileges for the data load for auto-ingest to Snowpipe.What are the MINIMUM object privileges required for the Snowpipe user to execute Snowpipe?

OWNERSHIP on the named pipe, USAGE and READ on the named stage, USAGE on the target database and schema, and INSERT end SELECT on the target table

OWNERSHIP on the named pipe, USAGE on the named stage, target database, and schema, and INSERT and SELECT on the target table

OWNERSHIP on the named pipe, USAGE and READ on the named stage, USAGE on the target database and schema, and INSERT end SELECT on the target table

CREATE on the named pipe, USAGE and READ on the named stage, USAGE on the target database and schema, and INSERT end SELECT on the target table

USAGE on the named pipe, named stage, target database, and schema, and INSERT and SELECT on the target table

The IT Security team has identified that there is an ongoing credential stuffing attack on many of their organization's system.What is the BEST way to find recent and ongoing login attempts to Snowflake?

Query the LOGIN_HISTORY view in the ACCOUNT_USAGE schema in the SNOWFLAKE database.

Call the LOGIN_HISTORY Information Schema table function.

Query the LOGIN_HISTORY view in the ACCOUNT_USAGE schema in the SNOWFLAKE database.

View the History tab in the Snowflake UI and set up a filter for SQL text that contains the text 'LOGIN'.

View the Users section in the Account tab in the Snowflake UI and review the last login column.

An Architect has a VPN_ACCESS_LOGS table in the SECURITY_LOGS schema containing timestamps of the connection and disconnection, username of the user, and summary statistics.What should the Architect do to enable the Snowflake search optimization service on this table?

Assume role with OWNERSHIP on VPN_ACCESS_LOGS and ADD SEARCH OPTIMIZATION in the SECURITY_LOGS schema.

Assume role with OWNERSHIP on future tables and ADD SEARCH OPTIMIZATION on the SECURITY_LOGS schema.

Assume role with ALL PRIVILEGES including ADD SEARCH OPTIMIZATION in the SECURITY LOGS schema.

Assume role with OWNERSHIP on VPN_ACCESS_LOGS and ADD SEARCH OPTIMIZATION in the SECURITY_LOGS schema.

Assume role with ALL PRIVILEGES on VPN_ACCESS_LOGS and ADD SEARCH OPTIMIZATION in the SECURITY_LOGS schema.

Which security, governance, and data protection features require, at a MINIMUM, the Business Critical edition of Snowflake? (Choose two.)

Customer-managed encryption keys through Tri-Secret Secure

AWS, Azure, or Google Cloud private connectivity to Snowflake

Extended Time Travel (up to 90 days)

Customer-managed encryption keys through Tri-Secret Secure

Periodic rekeying of encrypted data

AWS, Azure, or Google Cloud private connectivity to Snowflake

Federated authentication and SSO

A company wants to deploy its Snowflake accounts inside its corporate network with no visibility on the internet. The company is using a VPN infrastructure and Virtual Desktop Infrastructure (VDI) for its Snowflake users. The company also wants to re-use the login credentials set up for the VDI to eliminate redundancy when managing logins.What Snowflake functionality should be used to meet these requirements? (Choose two.)

Use private connectivity from a cloud provider.

Set up SSO for federated authentication.

Set up replication to allow users to connect from outside the company VPN.

Provision a unique company Tri-Secret Secure key.

Use private connectivity from a cloud provider.

Set up SSO for federated authentication.

Use a proxy Snowflake account outside the VPN, enabling client redirect for user logins.

How do Snowflake databases that are created from shares differ from standard databases that are not created from shares? (Choose three.)

Shared databases are read-only.

Shared databases cannot be cloned.

Shared databases are not supported by Time Travel.

Shared databases are read-only.

Shared databases must be refreshed in order for new data to be visible.

Shared databases cannot be cloned.

Shared databases are not supported by Time Travel.

Shared databases will have the PUBLIC or INFORMATION_SCHEMA schemas without explicitly granting these schemas to the share.

Shared databases can also be created as transient databases.

The following DDL command was used to create a task based on a stream: Assuming MY_WH is set to auto_suspend -- 60 and used exclusively for this task, which statement is true?

The warehouse MY_WH will only be active when there are results in the stream.

The warehouse MY_WH will be made active every five minutes to check the stream.

The warehouse MY_WH will only be active when there are results in the stream.

The warehouse MY_WH will never suspend.

The warehouse MY_WH will automatically resize to accommodate the size of the stream.

What is a characteristic of loading data into Snowflake using the Snowflake Connector for Kafka?

The Connector creates and manages its own stage, file format, and pipe objects.

The Connector only works in Snowflake regions that use AWS infrastructure.

The Connector works with all file formats, including text, JSON, Avro, Ore, Parquet, and XML.

The Connector creates and manages its own stage, file format, and pipe objects.

Loads using the Connector will have lower latency than Snowpipe and will ingest data in real time.

A healthcare company wants to share data with a medical institute. The institute is running a Standard edition of Snowflake; the healthcare company is running a Business Critical edition.How can this data be shared?

Set the share_restriction parameter on the shared object to false.

The healthcare company will need to change the institute's Snowflake edition in the accounts panel.

By default, sharing is supported from a Business Critical Snowflake edition to a Standard edition.

Contact Snowflake and they will execute the share request for the healthcare company.

Set the share_restriction parameter on the shared object to false.

An Architect is designing a pipeline to stream event data into Snowflake using the Snowflake Kafka connector. The Architect's highest priority is to configure the connector to stream data in the MOST cost-effective manner.Which of the following is recommended for optimizing the cost associated with the Snowflake Kafka connector?

Utilize a higher Buffer.flush.time in the connector configuration.

Utilize a higher Buffer.size.bytes in the connector configuration.

Utilize a lower Buffer.size.bytes in the connector configuration.

Utilize a lower Buffer.count.records in the connector configuration.

An Architect has chosen to separate their Snowflake Production and QA environments using two separate Snowflake accounts.The QA account is intended to run and test changes on data and database objects before pushing those changes to the Production account. It is a requirement that all database objects and data in the QA account need to be an exact copy of the database objects, including privileges and data in the Production account on at least a nightly basis.Which is the LEAST complex approach to use to populate the QA account with the Production account's data and database objects on a nightly basis?

1) Enable replication for each database in the Production account 2) Create replica databases in the QA account 3) Create clones of the replica databases on a nightly basis 4) Run tests directly on those cloned databases

1) Create a share in the Production account for each database 2) Share access to the QA account as a Consumer 3) The QA account creates a database directly from each share 4) Create clones of those databases on a nightly basis 5) Run tests directly on those cloned databases

1) Create a stage in the Production account 2) Create a stage in the QA account that points to the same external object-storage location 3) Create a task that runs nightly to unload each table in the Production account into the stage 4) Use Snowpipe to populate the QA account

1) Enable replication for each database in the Production account 2) Create replica databases in the QA account 3) Create clones of the replica databases on a nightly basis 4) Run tests directly on those cloned databases

1) In the Production account, create an external function that connects into the QA account and returns all the data for one specific table 2) Run the external function as part of a stored procedure that loops through each table in the Production account and populates each table in the QA account

A user can change object parameters using which of the following roles?

ACCOUNTADMIN, USER with PRIVILEGE

SECURITYADMIN, USER with PRIVILEGE

A media company needs a data pipeline that will ingest customer review data into a Snowflake table, and apply some transformations. The company also needs to use Amazon Comprehend to do sentiment analysis and make the de-identified final data set available publicly for advertising companies who use different cloud providers in different regions.The data pipeline needs to run continuously ang efficiently as new records arrive in the object storage leveraging event notifications. Also, the operational complexity, maintenance of the infrastructure, including platform upgrades and security, and the development effort should be minimal.Which design will meet these requirements?

Ingest the data using Snowpipe and use streams and tasks to orchestrate transformations. Create an external function to do model inference with Amazon Comprehend and write the final records to a Snowflake table. Then create a listing in the Snowflake Marketplace to make the data available to other companies.

Ingest the data using COPY INTO and use streams and tasks to orchestrate transformations. Export the data into Amazon S3 to do model inference with Amazon Comprehend and ingest the data back into a Snowflake table. Then create a listing in the Snowflake Marketplace to make the data available to other companies.

Ingest the data using Snowpipe and use streams and tasks to orchestrate transformations. Create an external function to do model inference with Amazon Comprehend and write the final records to a Snowflake table. Then create a listing in the Snowflake Marketplace to make the data available to other companies.

Ingest the data into Snowflake using Amazon EMR and PySpark using the Snowflake Spark connector. Apply transformations using another Spark job. Develop a python program to do model inference by leveraging the Amazon Comprehend text analysis API. Then write the results to a Snowflake table and create a listing in the Snowflake Marketplace to make the data available to other companies.

Ingest the data using Snowpipe and use streams and tasks to orchestrate transformations. Export the data into Amazon S3 to do model inference with Amazon Comprehend and ingest the data back into a Snowflake table. Then create a listing in the Snowflake Marketplace to make the data available to other companies.

How is the change of local time due to daylight savings time handled in Snowflake tasks? (Choose two.)

A task scheduled in a UTC-based schedule will have no issues with the time changes.

Task schedules can be designed to follow specified or local time zones to accommodate the time changes.

A task scheduled in a UTC-based schedule will have no issues with the time changes.

Task schedules can be designed to follow specified or local time zones to accommodate the time changes.

A task will move to a suspended state during the daylight savings time change.

A frequent task execution schedule like minutes may not cause a problem, but will affect the task history.

A task schedule will follow only the specified time and will fail to handle lost or duplicated hours.

An Architect needs to grant a group of ORDER_ADMIN users the ability to clean old data in an ORDERS table (deleting all records older than 5 years), without granting any privileges on the table. The group's manager (ORDER_MANAGER) has full DELETE privileges on the table.How can the ORDER_ADMIN role be enabled to perform this data cleanup, without needing the DELETE privilege held by the ORDER_MANAGER role?

Create a stored procedure that runs with owner's rights, including the appropriate '> 5 years' business logic, and grant USAGE on this procedure to ORDER_ADMIN. The ORDER_MANAGER role owns the procedure.

Create a stored procedure that runs with caller's rights, including the appropriate '> 5 years' business logic, and grant USAGE on this procedure to ORDER_ADMIN. The ORDER_MANAGER role owns the procedure.

Create a stored procedure that can be run using both caller's and owner's rights (allowing the user to specify which rights are used during execution), and grant USAGE on this procedure to ORDER_ADMIN. The ORDER_MANAGER role owns the procedure.

Create a stored procedure that runs with owner's rights, including the appropriate '> 5 years' business logic, and grant USAGE on this procedure to ORDER_ADMIN. The ORDER_MANAGER role owns the procedure.

This scenario would actually not be possible in Snowflake -- any user performing a DELETE on a table requires the DELETE privilege to be granted to the role they are using.

A company's daily Snowflake workload consists of a huge number of concurrent queries triggered between 9pm and 11pm. At the individual level, these queries are smaller statements that get completed within a short time period.What configuration can the company's Architect implement to enhance the performance of this workload? (Choose two.)

Enable a multi-clustered virtual warehouse in maximized mode during the workload duration.

Set the MAX_CONCURRENCY_LEVEL to a higher value than its default value of 8 at the virtual warehouse level.

Enable a multi-clustered virtual warehouse in maximized mode during the workload duration.

Set the MAX_CONCURRENCY_LEVEL to a higher value than its default value of 8 at the virtual warehouse level.

Increase the size of the virtual warehouse to size X-Large.

Reduce the amount of data that is being processed through this workload.

Set the connection timeout to a higher value than its default.

Snowflake ARA-C01 Practice Test 2 - Free Online Exam Questions 41-80

An Architect would like to save quarter-end financial results for the previous six years.

Which Snowflake feature can the Architect use to accomplish this?

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Snowflake ARA-C01 Practice Test 2

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Snowflake ARA-C01 Practice Tests

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