ARA-C01 Practice Questions
168 real ARA-C01 exam questions with expert-verified answers and explanations. Page 3 of 4.
- Question #104Data Integration and Pipelines
An Architect needs to design a data unloading strategy for Snowflake, that will be used with the COPY INTO <location> command. Which configuration is valid?
Data UnloadingCOPY INTO commandExternal StagesCloud Storage Integration - Question #105Performance Optimization
A company has built a data pipeline using Snowpipe to ingest files from an Amazon S3 bucket. Snowpipe is configured to load data into staging database tables. Then a task runs to l...
PruningData ClusteringPerformance OptimizationData Loading Optimization - Question #106Data Governance and Data Sharing
The data share exists between a data provider account and a data consumer account. Five tables from the provider account are being shared with the consumer account. The consumer ro...
Snowflake Data SharingData ProviderData ConsumerGrant Privileges - Question #107Data Governance and Data Sharing
A company is following the Data Mesh principles, including domain separation, and chose one Snowflake account for its data platform. An Architect created two data domains to produc...
Data MeshData SharingArchitectural PrinciplesDomain Separation - Question #108Performance Optimization
An Architect needs to improve the performance of reports that pull data from multiple Snowflake tables, join, and then aggregate the data. Users access the reports using several da...
Multi-cluster warehousesConcurrency managementCost optimizationReporting performance - Question #109Performance Optimization
An Architect is designing a solution that will be used to process changed records in an orders table. Newly-inserted orders must be loaded into the f_orders fact table, which will...
Snowflake StreamsSnowflake TasksCDCData Pipeline Design - Question #110Accounts and Security
A user has activated primary and secondary roles for a session. What operation is the user prohibited from using as part of SQL actions in Snowflake using the secondary role?
Secondary RolesDDL OperationsRole ManagementAccess Control - Question #111Performance Optimization
Two queries are run on the customer_address table: create or replace TABLE CUSTOMER_ADDRESS ( CA_ADDRESS_SK NUMBER(38,0), CA_ADDRESS_ID VARCHAR(16), CA_STREET_NUMBER VARCHAR(IO) CA...
Search OptimizationPerformance TuningQuery OptimizationSnowflake Features - Question #112Accounts and Security
A user, analyst_user has been granted the analyst_role, and is deploying a SnowSQL script to run as a background service to extract data from Snowflake. What steps should be taken...
Network PolicyIP WhitelistingRole-Based Access ControlSecurity Administration - Question #113Performance Optimization
One of your colleagues has submitted a long running query in Snowflake. how long the query can run till snowflake automatically cancels the query?
Query TimeoutSnowflake LimitsLong Running QueriesQuery Execution - Question #114Performance Optimization
When would you usually consider to add clustering key to a table?
Clustering KeyQuery PerformanceTable OptimizationAutomatic Clustering - Question #115Data Engineering
A stream stores data with the same columns as the source data but with additional columns. What are those additional columns?
Snowflake StreamsChange Data CaptureStream MetadataData Engineering - Question #116Performance Optimization
Which of the below approach results in perfromance improvement through linear scaling of data ingestion workload?
Data IngestionPerformance OptimizationScalabilitySnowflake Best Practices - Question #117Architectural Principles and Best Practices
For which use cases, will you use cross-cloud and cross-region replication?
Cross-cloud replicationCross-region replicationBusiness continuityData sharing - Question #118Data Integration and Pipelines
When loading data from stage using COPY INTO, what options can you specify for the ON_ERROR clause?
COPY INTOData LoadingON_ERROR clauseError Handling - Question #119Data Engineering
What built-in Snowflake features make use of the change tracking metadata for a table? (Choose two.)
Snowflake StreamsChange Data Capture (CDC)MERGE commandData Pipelines - Question #120Data Integration and Pipelines
When using the Snowflake Connector for Kafka, what data formats are supported for the messages? (Choose two.)
Snowflake Connector for KafkaData formatsKafka integrationAvro and JSON - Question #121Security and Compliance
At which object type level can the APPLY MASKING POLICY, APPLY ROW ACCESS POLICY and APPLY SESSION POLICY privileges be granted?
Snowflake PoliciesPrivilege ManagementAccount-level Security - Question #122Data Engineering
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...
COPY INTOData LoadingFile FilteringError Handling - Question #123Data Governance and Data Sharing
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 ch...
Private Data ExchangeCross-Region Data SharingData ReplicationDecentralized Data Sharing - Question #124Security and Compliance
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?
Data MaskingColumn-level SecurityData ProtectionSensitive Data - Question #125Performance Optimization
How can an Architect enable optimal clustering to enhance performance for different access paths on a given table?
ClusteringMaterialized ViewsPerformance OptimizationQuery Optimization - Question #126Data Governance and Data Sharing
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 c...
Data SharingCross-Cloud SharingData Replication - Question #127Snowflake Architecture
What are some of the characteristics of result set caches? (Choose three.)
Result Set CacheQuery CachingData RetentionQuery Performance - Question #128Accounts and Security
Which organization-related tasks can be performed by the ORGADMIN role? (Choose three.)
Snowflake ORGADMINOrganization managementAccount managementDatabase replication - Question #129Security and Compliance
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 defi...
SnowpipeAccess ControlPrivilegesData Ingestion Security - Question #130Security and Compliance
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 logi...
Security auditingLogin historyAccount UsageCredential stuffing - Question #131Accounts and Security
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 s...
Snowflake Search OptimizationTable PrivilegesRole-Based Access Control (RBAC)DDL Operations - Question #132Performance Optimization
A table contains five columns and it has millions of records. The cardinality distribution of the columns is shown below: Column C4 and C5 are mostly used by SELECT queries in the...
Clustering KeyPerformance OptimizationMicro-partition PruningSnowflake Best Practices - Question #133Data Engineering
What is the data size limit for loading into a variant column?
VARIANT data typeData size limitsSemi-structured dataData loading - Question #134Cost Optimization
Who can view account-level Credit and Storage Usage?
Account usageRoles and privilegesMONITOR USAGEACCOUNTADMIN - Question #135Accounts and Security
When a database gets cloned, what accesses are replicated?
Database CloningAccess PrivilegesObject Permissions - Question #136Security and Compliance
Which command will you run to list all privileges and roles granted to the role?
SQL commandRole-Based Access ControlGrantsSHOW GRANTS - Question #137Cost Optimization
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?
Snowflake TasksSnowflake StreamsVirtual WarehousesCost Management - Question #138Data Integration and Pipelines
What is a characteristic of loading data into Snowflake using the Snowflake Connector for Kafka?
Snowflake Connector for KafkaData IngestionSnowpipeManaged Ingestion Objects - Question #139Data Governance and Data Sharing
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 e...
Data SharingSnowflake EditionsCross-Edition SharingSHARE_RESTRICTION - Question #140Cost Optimization
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 stre...
Snowflake Kafka ConnectorCost OptimizationData IngestionConnector Configuration - Question #141Architectural Principles and Best Practices
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...
Database ReplicationCross-Account SynchronizationEnvironment ManagementData Copying - Question #142Accounts and Security
A user can change object parameters using which of the following roles?
Snowflake RolesRBACPrivilegesObject Management - Question #143Data Integration and Pipelines
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...
SnowpipeStreams and TasksData PipelinesEvent-driven Processing - Question #144Security and Compliance
A Snowflake Architect is designing an application and tenancy strategy for an organization where strong legal isolation rules as well as multi-tenancy are requirements. Which appro...
Multi-tenancyAccount IsolationLegal IsolationSecurity Design - Question #145Performance Optimization
Which statements describe characteristics of the use of materialized views in Snowflake? (Choose two.)
Materialized ViewsView LimitationsAggregate Functions - Question #146Data Modeling and Design
The Data Engineering team at a large manufacturing company needs to engineer data coming from many sources to support a wide variety of use cases and data consumer requirements whi...
Data modeling strategiesMulti-layered architectureRaw data storageConsumption layer design - Question #147Security and Compliance
An Architect on a new project has been asked to design an architecture that meets Snowflake security, compliance, and governance requirements as follows: 1) Use Tri-Secret Secure i...
Snowflake EditionsDynamic Data MaskingSecure ViewsTri-Secret Secure - Question #148Data Governance and Data Sharing
Which of the following are characteristics of how row access policies can be applied to external tables? (Choose three.)
Row Access PoliciesExternal TablesData GovernanceSecurity Features - Question #150Performance Optimization
What is a key consideration when setting up search optimization service for a table?
Search Optimization ServicePerformance TuningCardinalityTable Optimization - Question #151Performance Optimization
A retail company has 2000+ stores spread across the country. Store Managers report that they are having trouble running key reports related to inventory management, sales targets,...
Virtual WarehousesMulti-cluster WarehousesWorkload ManagementConcurrency - Question #152Accounts and Security
A company needs to have the following features available in its Snowflake account: 1. Support for Multi-Factor Authentication (MFA) 2. A minimum of 2 months of Time Travel availabi...
Snowflake EditionsAccount FeaturesSecurity FeaturesData Availability - Question #153Data Integration and Pipelines
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...
SnowpipeStreams and TasksServerless ELTEvent-driven Data Pipelines - Question #154Data Engineering
When using the copy into <table> command with the CSV file format, how does the match_by_column_name parameter behave?
COPY INTOData LoadingCSV formatFile Format Options