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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Resource Management and Optimization	25%	- Virtual warehouse administration 1. Cost optimization strategies 2. Warehouse sizing, scaling and suspension 3. Workload management and resource monitoring - Database and object management 1. Data retention and time travel 2. Storage management and clustering 3. Schema design and object lifecycle
Topic 2: Performance Monitoring and Tuning	20%	- System monitoring and troubleshooting 1. Error logging and troubleshooting techniques 2. Account and warehouse usage metrics 3. Workload isolation and concurrency control - Query performance analysis 1. Materialized views and search optimization 2. Query profiling and execution plans 3. Indexing and clustering keys optimization
Topic 3: Business Continuity and Disaster Recovery	15%	- Disaster recovery planning 1. Recovery time and point objectives 2. Failover and failback procedures - Data protection and replication 1. Time travel and fail-safe configuration 2. Cross-region and cross-cloud replication 3. Database cloning and backup strategies
Topic 4: Account and Security Administration	30%	- Access control and security 1. Role-based access control (RBAC) design 2. Authentication and network policies 3. User and privilege management 4. Data security and masking policies - Account configuration and management 1. Organization and account structures 2. Edition and feature configuration 3. Cost management and billing
Topic 5: Data Sharing and Marketplace	10%	- Snowflake Marketplace 1. Listing and consuming data products 2. Marketplace administration and governance - Secure data sharing 1. Secure views and data consumption 2. Shares, readers and data providers

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q35-Q40):

NEW QUESTION # 35
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
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = false;
B. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
auto_suspend = 60
auto_resume = true;
C. create or replace warehouse reporting_wh
warehouse_size = medium
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = true;
D. create or replace warehouse reporting_wh
warehouse_size = medium
auto_suspend = 600
auto_resume = true;

Answer: C

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 # 36
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 cardinality of the stores to transaction count ratio is too low to use the STORE_ID as a clustering key.
B. The table is not big enough to take advantage of the 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 # 37
What are characteristics of data replication in Snowflake? (Choose three.)

A. Users must be granted REPLICATIONADMIN privileges in order to enable replication.
B. Databases created from shares can be replicated.
C. Replication can only occur within the same cloud provider.
D. The ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS command must be issued from the primary account.
E. To start replication run the ALTER DATABASE ... REFRESH command on the account where the secondary database resides.
F. Users can have unlimited primary databases and they can be replicated to an unlimited number of accounts if all accounts are within the same organization.

Answer: B,D,E

Explanation:
Replication must be enabled on the primary account using ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS.
To refresh replicated data, ALTER DATABASE ... REFRESH is executed on the secondary database.
Databases created from shares can also be replicated.

NEW QUESTION # 38
What roles or security privileges will allow a consumer account to request and get data from the Data Exchange? (Choose two.)

A. IMPORT SHARE and CREATE DATABASE
B. SECURITYADMIN
C. ACCOUNTADMIN
D. IMPORT PRIVILEGES and SHARED DATABASE
E. SYSADMIN

Answer: A,C

Explanation:
ACCOUNTADMIN role is required to access and manage Data Exchange listings and shares.
The IMPORT SHARE and CREATE DATABASE privileges are required to create databases from shared data.

NEW QUESTION # 39
A company has implemented Snowflake replication between two Snowflake accounts, both of which are running on a Snowflake Enterprise edition. The replication is for the database APP_DB containing only one schema, APP_SCHEMA. The company's time Travel retention policy is currently set for 30 days for both accounts. An Administrator has been asked to extend the time Travel retention policy to 60 days on the secondary database only.
How can this requirement be met?

A. Set the data retention policy on the primary database to 60 days.
B. Set the data retention policy on the primary database to 30 days and the schemas to 60 days.
C. Set the data retention policy on the secondary database to 60 days.
D. Set the data retention policy on the schemas in the secondary database to 60 days.

Answer: A

Explanation:
In Snowflake replication, Time Travel retention is determined by the primary database and is replicated to the secondary. The secondary cannot have a longer retention than the primary. To extend retention to 60 days on the secondary, the primary database’s retention must be increased to 60 days.

NEW QUESTION # 40
......

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