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Snowflake SOL-C01 Exam Syllabus Topics:

Topic	Details
Topic 1	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.
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	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 4	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.

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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q214-Q219):

NEW QUESTION # 214
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. 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.
B. Create a role hierarchy where a data steward role inherits from a higher-level role that has SELECT access on the entire table.
C. 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.
D. Grant SELECT privilege on the table to the 'PUBLIC' role. Revoke SELECT privilege on the columns they should not see.
E. 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.

Answer: E

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 # 215
A Snowflake administrator needs to implement RBAC for accessing a highly sensitive dataset.
They decide to create several custom roles: 'DATA OWNER, `DATA CURATOR, 'DATA ANALYST, and `DATA READER. The requirement is that 'DATA OWNER should be able to grant privileges to other roles, but the 'DATA CURATOR should only be able to modify the data but not grant any permissions. 'DATA ANALYST' should have the ability to create temporary tables to assist with analysis, and the 'DATA READER should only have SELECT privileges on the data.
Which of the following SQL commands would correctly fulfill these requirements?

A. Option B
B. Option D
C. Option E
D. Option A
E. Option C

Answer: D

Explanation:
Option A correctly grants ownership to DATA OWNER, allowing them to grant privileges, provides modification access to DATA_CURATOR, permits DATA_ANALYST to create temporary tables, and gives DATA_READER select privileges. Ownership is necessary for the OWNER to grant access to others. The CREATE TEMPORARY TABLE privilege is the correct privilege to allow creation of temp tables, and the SELECT privilege gives the read-only access needed. Option B will give ability to data_owner to change the security permissions. So it voilates the principle of Least Privilege. Option C gives CREATE TABLE which is not temporary table, and it voilates the Least Privilege principle. Option D does not grant the data_curator the delete permission, so violates the access requirements defined in the problem statement.

NEW QUESTION # 216
You are tasked with loading data from an external stage containing gzipped CSV files into a Snowflake table. The CSV files have a header row that you want to skip during the load process.
Additionally, you need to transform the data during the load, specifically concatenating two columns (FIRST NAME and LAST NAME) into a new column called FULL NAME. Which combination of the following COPY INTO options will accomplish this task? Choose all that apply.

A. ON ERROR = 'SKIP FILE'
B. TRANSFORM AS SELECT $1, $2, $3 II ' II $4 FROM @mystage/data.csv
C. FILE_FORMAT = (TYPE = CSV, SKIP_HEADER = 1 , COMPRESSION = 'GZIP')
D. TRANSFORM = (FULL_NAME = FIRST_NAME II ' ' II LAST_NAME)
E. FILE FORMAT = (TYPE = CSV, SKIP_HEADER = 1, COMPRESSION = 'GZIP'), TRANSFORM AS SELECT $1, $2, $3 II " II $4 FROM @mystage/data.csv

Answer: B,C

Explanation:
Option A sets the FILE FORMAT correctly specifying the file type as CSV, skipping the header row (SKIP HEADER = 1), and specifying the compression type as GZIP. Option D correctly transforms the data by selecting all columns and concatenating the columns. This option assumes the file format is already defined in the COPY INTO statement. The @mystage/data.csv after FROM should only include name of the stage name and not the filename. However, that is not part of copy options but part of FROM Statement. The TRANSFORMS parameters that are part of copy options are deprecated.

NEW QUESTION # 217
You are using the 'COPY INTO' command to load data from an Amazon S3 bucket into a Snowflake table named 'employees'. The data in S3 is in CSV format, compressed with gzip, and contains a header row. You want to skip the header row during the load and handle any data conversion errors by continuing the load operation. Which of the following 'COPY INTO' commands is most appropriate?

A. Option B
B. Option D
C. Option E
D. Option A
E. Option C

Answer: D

Explanation:
Option A is the most appropriate. It correctly specifies the S3 bucket and file, CSV file format, skips the header row CSKIP_HEADER = and handles data conversion errors by continuing the load CON_ERROR = 'CONTINUE"). While other options might partially address the requirements, option A is complete and adheres to correct syntax. Option B uses 'SKIP_FILE' which would skip the whole file on error. Option C is closer, but adding `ERROR = FALSE is not directly related to handling data conversion errors. option D is incorrect because 'ON_ERROR = CONTINUE is not a valid syntax, it requires to be in single quotes 'ON ERROR = 'CONTINUE".
Option E is also good but 'FIELD DELIMITER = is not required here and is not adding value.

NEW QUESTION # 218
A data engineer needs to create a new database named `SALES DATA in Snowflake. They want to ensure that only users with the 'ACCOUNTADMIN' role can initially modify the database. After creation, they will grant specific privileges to other roles. Which of the following SQL statements is the most appropriate way to create the database with these requirements?

A. CREATE OR REPLACE DATABASE SALES DATA;
B. CREATE DATABASE SALES DATA COMMENT = 'Sales Data Database';
C. CREATE DATABASE SALES DATA WITH DATA RETENTION TIME IN DAYS-I;
D. CREATE DATABASE SALES DATA WITH OWNER = 'ACCOUNTADMIN';
E. CREATE DATABASE SALES DATA;

Answer: E

Explanation:
Option A creates the database. Initially, 'ACCOUNTADMIN' role has ownership and thus can modify it. Options B, C, and E are valid syntax but do not explicitly restrict initial modification access to only `ACCOUNTADMIN' post-creation. Option D is invalid syntax as OWNER cannot be specified during database creation. Permissions are managed separately using GRANT statements after creation.

NEW QUESTION # 219
......

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