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Snowflake ARA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Accounts and Security25%- Access Control and Authentication
  • 1. Role-based access control
  • 2. SSO and MFA
  • 3. Data masking and row access policies
  • 4. Network policies
- Governance and Compliance
  • 1. Data governance strategies
  • 2. Object ownership and privilege management
  • 3. Encryption and security architecture
Topic 2: Performance Optimization20%- Cost and Resource Optimization
  • 1. Concurrency scaling
  • 2. Warehouse cost optimization
  • 3. Resource monitors
- Query Performance
  • 1. Search optimization service
  • 2. Materialized views
  • 3. Caching strategies
  • 4. Query profiling and tuning
Topic 3: Data Engineering25%- Data Transformation
  • 1. Data modeling strategies
  • 2. Semi-structured data processing
  • 3. ETL and ELT design
- Data Loading and Pipelines
  • 1. Bulk and continuous data loading
  • 2. Streams and CDC
  • 3. Snowpipe and tasks
  • 4. External stages and file formats
Topic 4: Snowflake Architecture30%- Platform Architecture Design
  • 1. Cross-region and cross-cloud architecture
  • 2. Multi-account strategies
  • 3. Data sharing architecture
  • 4. Organization and account structure
- Storage and Compute Design
  • 1. Warehouse sizing and scaling
  • 2. Database and schema design
  • 3. Micro-partitions and clustering

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Snowflake SnowPro Advanced Architect Certification ARA-C01 Prüfungsfragen mit Lösungen (Q131-Q136):

131. Frage
In the default access control hierarchy, both securityadmin and sysadmin are owned by accountadmin

Antwort: A


132. Frage
An Architect is designing a disaster recovery plan for a global fraud reporting system. The plan must support near real-time systems using Snowflake data, operate near regional centers with fully redundant failover, and must not be publicly accessible.
Which steps must the Architect take? (Select THREE).

Antwort: B,C,F

Begründung:
Mission-critical, near real-time systems with strict availability and security requirements require advanced Snowflake features. Business Critical edition (or higher) is required to support failover groups and cross- region replication with higher SLA guarantees and compliance capabilities (Answer B). To meet regional proximity and redundancy requirements, multiple Snowflake accounts must be deployed in each required region, ensuring independence and isolation between regional environments (Answer C).
Failover groups are the core Snowflake mechanism for disaster recovery. They replicate selected databases, schemas, and roles across accounts and allow controlled promotion of secondary accounts to primary during failover events (Answer F). Secure Data Sharing alone does not provide DR or replication, and connection objects are unrelated to availability or redundancy.
This design aligns with SnowPro Architect best practices for multi-region disaster recovery, enabling low- latency regional access, controlled failover, and strong isolation without exposing systems to the public internet.
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133. Frage
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.)

Antwort: C,D

Begründung:
* Option A (RETURN_FAILED_ONLY) will only load files that previously failed to load. Since file5.csv already exists in the stage with the same name, it will not be considered a new file and will not be loaded.
* Option D (FORCE) will overwrite any existing data in the table. This is not desired as we only want to load the data from file5.csv.
* Option E (NEW_FILES_ONLY) will only load files that have been added to the stage since the last COPY command. This will not work because file5.csv was already in the stage before it was fixed.
* Option F (MERGE) is used to merge data from a stage into an existing table, creating new rows for any data not already present. This is not needed in this case as we simply want to load the data from file5.csv.
Therefore, the architect can use either COPY INTO tablea FROM @%tablea or COPY INTO tablea FROM
@%tablea FILES = ('file5.csv') to load only file5.csv from the stage. Both options will load the data from the specified file without overwriting any existing data or requiring additional configuration


134. Frage
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?

Antwort: A

Begründung:
According to the SnowPro Advanced: Architect documents and learning resources, column masking policies are applied at query time based on the privileges of the user who runs the query. Therefore, if a user has the privilege to see unmasked data in a column, they will see the original data when they query that column. If they load this column data into another column that does not have a masking policy, the unmasked data will be loaded in the new column, and any user who can query the new column will see the unmasked data as well.
The masking policy does not affect the underlying data in the column, only the query results.
Snowflake Documentation: Column Masking
Snowflake Learning: Column Masking


135. Frage
A company has a Snowflake environment running in AWS us-west-2 (Oregon). The company needs to share data privately with a customer who is running their Snowflake environment in Azure East US 2 (Virginia).
What is the recommended sequence of operations that must be followed to meet this requirement?

Antwort: A

Begründung:
Option C is the correct answer because it allows the company to share data privately with the customer across different cloud platforms and regions. The company can create a new Snowflake account in Azure East US 2 (Virginia) and set up replication between AWS us-west-2 (Oregon) and Azure East US 2 (Virginia) for the database objects to be shared. This way, the company can ensure that the data is always up to date and consistent in both accounts. The company can then create a share and add the database privileges to the share, and alter the share and add the customer's Snowflake account to the share. The customer can then access the shared data from their own Snowflake account in Azure East US 2 (Virginia).
Option A is incorrect because the Snowflake Marketplace is not a private way of sharing data. The Snowflake Marketplace is a public data exchange platform that allows anyone to browse and subscribe to data sets from various providers. The company would not be able to control who can access their data if they use the Snowflake Marketplace.
Option B is incorrect because it requires the customer to create a new Snowflake account in Azure East US 2 (Virginia), which may not be feasible or desirable for the customer. The customer may already have an existing Snowflake account in a different cloud platform or region, and may not want to incur additional costs or complexity by creating a new account.
Option D is incorrect because it involves creating a reader account in Azure East US 2 (Virginia), which is a limited and temporary way of sharing data. A reader account is a special type of Snowflake account that can only access data from a single share, and has a fixed duration of 30 days. The company would have to manage the reader account's URL and credentials, and renew the account every 30 days. The customer would not be able to use their own Snowflake account to access the shared data, and would have to rely on the company's reader account.
References:
Snowflake Replication
Secure Data Sharing Overview
Snowflake Marketplace Overview
Reader Account Overview


136. Frage
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