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Snowflake SOL-C01 Exam Syllabus Topics:

Topic	Details
Topic 1	Identity and Data Access Management: This domain focuses on Role-Based Access Control (RBAC) including role hierarchies and privileges, along with basic database administration tasks like creating objects, transferring ownership, and executing fundamental SQL commands.
Topic 2	Data Loading and Virtual Warehouses: This domain covers loading structured, semi-structured, and unstructured data using stages and various methods, virtual warehouse configurations and scaling strategies, and Snowflake Cortex LLM functions for AI-powered operations.
Topic 3	Interacting with Snowflake and the Architecture: This domain covers Snowflake's elastic architecture, key user interfaces like Snowsight and Notebooks, and the object hierarchy including databases, schemas, tables, and views with practical navigation and code execution skills.
Topic 4	Data Protection and Data Sharing: This domain addresses continuous data protection through Time Travel and cloning, plus data collaboration capabilities via Snowflake Marketplace and private Data Exchange sharing.

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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q108-Q113):

NEW QUESTION # 108
You need to implement a data governance strategy that ensures data stewards can only access specific columns within a table to perform data quality checks. The table is `RAW DATA.PUBLIC.CUSTOMER DETAILS' and you want to allow the data stewards to only see the
'CUSTOMER ID', `EMAIL', and 'PHONE NUMBER columns. Which is the most efficient and secure method to grant access?

A. Grant SELECT privilege on the table to the 'PUBLIC' role. Revoke SELECT privilege on the columns they should not see.
B. Create a secure view that only includes the `EMAIL ` , and 'PHONE_NUMBER columns. Grant SELECT privilege on the secure view to a custom role used by the data stewards.
C. Create a standard view that only includes the 'CUSTOMER ID', 'EMAIL', and 'PHONE NUMBER columns.Grant SELECT privilege on the view to a custom role used by the data stewards.
D. Create a role hierarchy where a data steward role inherits from a higher-level role that has SELECT access on the entire table.
E. Grant SELECT privilege on the table to a custom role used by the data stewards. Use masking policies to hide the columns they should not see.

Answer: B

Explanation:
Option B is the most secure and efficient. Secure views provide enhanced security compared to regular views, preventing potential information leakage through side-channel attacks. Secure views guarantee that data stewards only have access to the specified columns, enforcing the principle of least privilege. Masking policies (Option A) can introduce performance overhead.
Granting access to the 'PUBLIC' role (Option C) is generally not recommended for security reasons. Role hierarchy by inheriting privileges on the entire table breaks down security, as the user could switch to the parent role.

NEW QUESTION # 109
Which of the following components are included in a fully qualified name in Snowflake? (Choose any 3 options)

A. Table or view name
B. Schema name
C. Role name
D. Database name

Answer: A,B,D

Explanation:
Afully qualified namein Snowflake specifies the exact location of an object and follows this structure:
<database_name>.<schema_name>.<object_name>
This enables precise referencing, especially in environments with multiple databases or schemas.
Components:
* Database name- the top-level container.
* Schema name- the logical grouping of related objects.
* Table or view name- the specific object being referenced.
Example:
SALES_DB.PUBLIC.ORDERS
Roles arenotpart of object names. Roles control authorization, while fully qualified names handle namespace resolution. Using fully qualified names helps avoid ambiguity in pipelines, stored procedures, views, and cross-database queries.
Snowflake also supports partially qualified names depending on active context (current database and schema).

NEW QUESTION # 110
You have a Snowflake virtual warehouse named 'COMPUTE that is experiencing performance issues during peak hours. The workload consists of a mix of complex analytical queries and high- volume data loading operations. To optimize performance, you want to implement resource monitoring and auto- scaling. Which of the following strategies would be MOST effective?

A. Increase the size of 'COMPUTE_WH' to a larger T-shirt size (e.g., from Medium to Large).
B. Enable auto-suspend on "COMPUTE_WH' to minimize costs during idle periods.
C. Implement workload management rules to prioritize analytical queries over data loading operations.
D. Create separate virtual warehouses for analytical queries and data loading, configure auto-scaling on each warehouse, and use resource monitors to control credit consumption.
E. Create a resource monitor that triggers notifications when the warehouse's credit consumption exceeds a certain threshold.

Answer: D

Explanation:
Option D provides the most effective solution. Separating workloads onto dedicated warehouses allows for independent scaling and optimization. Auto-scaling ensures that each warehouse can adjust its resources dynamically to meet the demands of its specific workload. Resource monitors help control costs and prevent runaway credit consumption. While increasing warehouse size (A) might improve performance, it's not as targeted as workload separation. Resource monitors and auto-suspend (B and C) are helpful but don't address the core issue of workload contention.
Workload management rules (E) can help prioritize, but don't scale resources dynamically.

NEW QUESTION # 111
A data consumer creates a database 'DB CONSUMER from a share provided through Snowflake Data Sharing. After some time, the data provider revokes access to the share. What is the state of 'DB CONSUMER'?

A. 'DB CONSUMER is automatically dropped.
B. 'DB CONSUMER becomes inaccessible, and all queries against it will fail.
C. 'DB CONSUMER is still accessible but data is masked.
D. 'DB CONSUMER remains accessible, but new data updates from the provider are not reflected.
E. CONSUMER becomes read-only with the data available at the time access was revoked.

Answer: B

Explanation:
When access to a share is revoked, the database created from that share becomes inaccessible.
Snowflake's data sharing relies on a live connection to the provider; when the connection is broken, the data is no longer available to the consumer.

NEW QUESTION # 112
You are tasked with creating an external stage pointing to an Azure Blob Storage container. You need to choose the MOST SECURE method for authentication. Which combination of the following options provides the highest level of security for accessing data in the Azure Blob Storage from Snowflake? (Select TWO)

A. Granting `READ permissions to the `PUBLIC' container in Azure Blob Storage.
B. Using a Shared Access Signature (SAS) token with limited permissions and expiry.
C. Using a storage account access key directly in the stage definition.
D. Creating a Managed Identity for Snowflake to access Azure Blob Storage.
E. Using Azure Active Directory (Azure AD) to authenticate Snowflake.

Answer: D,E

Explanation:
Options C and E provide the most secure ways to access Azure Blob Storage. Using Azure AD authentication and Managed Identity eliminates the need to store credentials within Snowflake, leveraging Azure's security mechanisms for authentication and authorization. Option A is insecure as it involves storing a long-term secret directly in the stage definition. Option B, while better than Option A, still involves managing and rotating SAS tokens. Option D is extremely insecure, making the data publicly accessible.

NEW QUESTION # 113
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