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Snowflake ADA-C02 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q53-Q58):

NEW QUESTION # 53
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. 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.
B. Use the CURRENT_ROLE context function to integrate with a masking policy on the fields that contain sensitive data.
C. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.
D. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.

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 # 54
An Administrator needs to configure a virtual warehouse in Snowflake for a new use case with these details:
1. There will be 50-100 concurrent users running reports
2. Minimize costs based on the number of active users at a given time
3. The virtual warehouse should suspend and resume automatically based on user activity
Which configuration will meet these requirements?

A. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
auto_suspend = 60
auto_resume = true;
B. create or replace warehouse reporting_wh
warehouse_size = medium
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = true;
C. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = false;
D. create or replace warehouse reporting_wh
warehouse_size = medium
auto_suspend = 600
auto_resume = true;

Answer: B

Explanation:
Supporting 50-100 concurrent users requires a multi-cluster warehouse so compute resources can scale to handle high concurrency. Setting a maximum cluster count allows Snowflake to automatically add clusters when query demand increases and reduce them when demand drops, which helps minimize cost based on active users. Enabling auto_suspend and auto_resume ensures the warehouse automatically stops when idle and restarts when queries arrive, further optimizing cost and operational efficiency.

NEW QUESTION # 55
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 # 56
What are the MINIMUM grants required on the database, schema, and table for a stream to be properly created and managed?

A. Database: Usage
Schema: Usage
Table: Select, Create Stream
B. Database: Usage, Create Stream
Schema: Usage
Table: Select
C. Database: Usage
Schema: Usage
Table: Select
D. Database: Usage
Schema: Usage, Create Stream
Table: Select

Answer: D

Explanation:
Database: USAGE is required to access the database.
Schema: USAGE and CREATE STREAM are required to create streams in the schema.
Table: SELECT is needed so the stream can track changes on the table.

NEW QUESTION # 57
An Administrator receives data from a Snowflake partner. The partner is sharing a dataset that contains multiple secure views. The Administrator would like to configure the data so that only certain roles can see certain secure views.
How can this be accomplished?

A. Create views over the incoming shared database and apply the desired RBAC onto these views.
B. Apply RBAC directly onto the partner's shared secure views.
C. Clone the data and insert it into a company-owned share and apply the desired RBAC on the new tables.
D. Individually grant imported privileges onto the schema in the share.

Answer: A

Explanation:
Permissions cannot be applied directly to objects in a shared database. To enforce role-based access, the Administrator must create views over the shared secure views in a local database and then apply RBAC privileges to those new views. This allows controlling which roles can see which data.

NEW QUESTION # 58
......

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