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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Protection and Disaster Recovery	15%	- Disaster recovery planning - Snowflake Marketplace - Backup and restore procedures - Data replication
Topic 2: Account Management and Security	25%	- Role-Based Access Control (RBAC) - User management and authentication - Account management and billing - Security and governance management
Topic 3: Performance and Monitoring	20%	- Resource monitoring and management - Query performance optimization - Query history and profiling - Clustering keys
Topic 4: Data Management	20%	- Data loading and unloading - Database object management - Time Travel and Fail-safe - Data sharing and replication
Topic 5: Virtual Warehouses	20%	- Resource monitors - Warehouse performance optimization - Virtual warehouse creation and management - Warehouse sizing and scaling

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q23-Q28):

NEW QUESTION # 23
An Administrator has been asked to support the company's application team need to build a loyalty program for its customers. The customer table contains Personal Identifiable Information (PII), and the application team's role is DEVELOPER.
CREATE TABLE customer_data (
customer_first_name string,
customer_last_name string,
customer_address string,
customer_email string,
... some other columns,
);
The application team would like to access the customer data, but the email field must be obfuscated.
How can the Administrator protect the sensitive information, while maintaining the usability of the data?

A. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.
B. Use the CURRENT_ROLE context function to integrate with a masking policy on the fields that contain sensitive data.
C. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.
D. Create a view on the customer_data table to eliminate the email column by omitting it from the SELECT clause. Grant the role DEVELOPER access to the view.

Answer: B

Explanation:
The correct approach is to apply a dynamic data masking policy on the sensitive customer_email column. Using the CURRENT_ROLE context function in the masking policy allows the Administrator to obfuscate the email for the DEVELOPER role while maintaining usability of the data for other authorized roles.

NEW QUESTION # 24
A Snowflake organization MYORG consists of two Snowflake accounts:
Account Name Snowflake Region Snowflake Edition
ACCOUNT1 AWS_EU_WEST_2 ENTERPRISE
ACCOUNT2 AZURE_WESTEUROPE STANDARD
The ACCOUNT1 has a database PROD_DB and the ORGADMIN role enabled.
Management wants to have the PROD_DB database replicated to ACCOUNT2.
Are there any necessary configuration steps in ACCOUNT1 before the database replication can be configured and initiated in ACCOUNT2?

A. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT2','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2;
B. No configuration steps are necessary in ACCOUNT1. Replicating databases across accounts within the same Snowflake organization is enabled by default.
C. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;
D. It is not possible to replicate a database from an Enterprise edition Snowflake account to a Standard edition Snowflake account.

Answer: C

Explanation:
Replication between accounts requires both accounts to have replication enabled. Since ACCOUNT1 (Enterprise) replicates to ACCOUNT2 (Standard), the edition mismatch must be explicitly overridden. The correct configuration in ACCOUNT1 is to enable account-level database replication using SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER and then issue ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;. The IGNORE EDITION CHECK clause is mandatory because Snowflake editions differ between the two accounts.

NEW QUESTION # 25
A retailer uses a TRANSACTIONS table (100M rows, 1.2 TB) that has been clustered by the STORE_ID column (varchar(50)). The vast majority of analyses on this table are grouped by STORE_ID to look at store performance.
There are 1000 stores operated by the retailer but most sales come from only 20 stores. The Administrator notes that most queries are currently experiencing poor pruning, with large amounts of bytes processed by even simple queries.
Why is this occurring?

A. The table is not big enough to take advantage of the clustering key.
B. The cardinality of the stores to transaction count ratio is too low to use the STORE_ID as a clustering key.
C. The STORE_ID should be numeric.
D. Sales across stores are not uniformly distributed.

Answer: D

Explanation:
Clustering is effective when data distribution across the clustering key is relatively uniform. In this case, most transactions are concentrated in only 20 of the 1000 stores, leading to skewed data distribution. This imbalance causes poor pruning, since large portions of micro-partitions still need to be scanned, even for queries targeting specific stores.

NEW QUESTION # 26
What roles can be used to create network policies within Snowflake accounts? (Choose three.)

A. SECURITYADMIN
B. SYSADMIN
C. Any role that owns the database where the network policy is created
D. ORGADMIN
E. ACCOUNTADMIN
F. Any role with the global permission of CREATE NETWORK POLICY

Answer: A,D,E

Explanation:
SECURITYADMIN, ACCOUNTADMIN, and ORGADMIN roles can create network policies in Snowflake accounts. These roles have the necessary privileges to manage account-level security policies.

NEW QUESTION # 27
A company has many users in the role ANALYST who routinely query Snowflake through a reporting tool. The Administrator has noticed that the ANALYST users keep two small clusters busy all of the time, and occasionally they need three or four clusters of that size.
Based on this scenario, how should the Administrator set up a virtual warehouse to MOST efficiently support this group of users?

A. Create a multi-cluster warehouse with MIN_CLUSTERS set to 1. Give MANAGE privileges to the ANALYST role so this group can start and stop the warehouse, and increase the number of clusters as needed.
B. Create a standard X-Large warehouse, which is equivalent to four small clusters. Set the warehouse to auto-resume and auto-suspend, and give USAGE privileges to the ANALYST role.
C. Create four virtual warehouses (sized Small through XL) and set them to auto-suspend and auto-resume. Have users in the ANALYST role select the appropriate warehouse based on how many queries are being run.
D. Create a multi-cluster warehouse with MIN_CLUSTERS set to 2. Set the warehouse to auto-resume and auto-suspend, and give USAGE privileges to the ANALYST role. Allow the warehouse to auto-scale.

Answer: D

Explanation:
A multi-cluster warehouse with MIN_CLUSTERS = 2 matches typical usage, while auto-suspend and auto-resume ensure resources are only used when needed. Allowing auto-scaling handles peak periods efficiently, and giving USAGE (not MANAGE) to ANALYST users is secure and appropriate.

NEW QUESTION # 28
......

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