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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Objectives
Account and Resource Administration	- Account configuration and management 1. Resource monitors and governance basics 2. Users, roles, and permissions
Snowflake Architecture and Virtual Warehouses	- Snowflake architecture concepts 1. Separation of storage and compute 2. Virtual warehouse usage and scaling
Performance and Monitoring	- Performance tuning and optimization 1. Query performance analysis 2. Warehouse sizing and scaling strategies
Security and Access Control	- Authentication and authorization 1. Network policies and secure access 2. Role-based access control (RBAC)
Data Protection and Recovery	- Backup and recovery mechanisms 1. Time Travel and Fail-safe concepts 2. Cloning and data recovery strategies
Data Loading and Unloading	- Bulk and continuous data ingestion 1. COPY INTO operations 2. Stages and file formats

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q58-Q63):

NEW QUESTION # 58
An Administrator loads data into a staging table every day. Once loaded, users from several different departments perform transformations on the data and load it into different production tables.
How should the staging table be created and used to MINIMIZE storage costs and MAXIMIZE performance?

A. Create it as an external table, which will not incur Time Travel costs.
B. Create it as a transient table with a retention time of 0 days.
C. Create it as a temporary table with a retention time of 0 days.
D. Create it as a permanent table with a retention time of 0 days.

Answer: B

Explanation:
A transient table is best suited for staging because it avoids long-term storage costs by not maintaining Fail-safe and can have Time Travel retention set to 0 days. This minimizes storage costs while still providing performance comparable to permanent tables, making it the optimal choice for daily staging data.

NEW QUESTION # 59
What are characteristics of data replication in Snowflake? (Choose three.)

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

Answer: A,C,F

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 # 60
A Snowflake Administrator has a multi-cluster virtual warehouse and is using the Snowflake Business-Critical edition. The minimum number of clusters is set to 2 and the maximum number of clusters is set to 10. This configuration works well for the standard workload, rarely exceeding 5 running clusters. However, once a month the Administrator notes that there are a few complex long-running queries that are causing increased queue time and the warehouse reaches its maximum limit at 10 clusters.
Which solutions will address the issues happening once a month? (Choose two.)

A. Use a task to increase the cluster size for the time period that the more complex queries are running and another task to reduce the size of the cluster once the complex queries complete.
B. Have the group running the complex monthly queries use a separate appropriately-sized warehouse to support their workload.
C. Increase the minimum number of clusters started in the multi-cluster configuration to 5.
D. Examine the complex queries and determine if they can be made more efficient using clustering keys or materialized views.
E. Increase the multi-cluster maximum to 20 or more clusters.

Answer: B,D

Explanation:
The best way to handle the once-a-month complex workload is to use a separate, appropriately-sized warehouse dedicated to that workload and to optimize the complex queries with techniques like clustering keys or materialized views. These approaches resolve queueing and performance issues without overspending on always running more clusters.

NEW QUESTION # 61
For Snowflake network policies, what will occur when the account level and user level network policies are both defined?

A. The user_level network policies will not be supported.
B. The user_level policy will override the account_level policy.
C. A network policy error will be generated with no definitions provided.
D. The account_level policy will override the user_level policy.

Answer: B

Explanation:
When both account-level and user-level network policies are defined in Snowflake, the user-level policy overrides the account-level policy for that specific user.

NEW QUESTION # 62
A Snowflake Administrator wants to create a virtual warehouse that supports several dashboards, issuing various queries on the same database.
For this warehouse, why should the Administrator consider setting AUTO_SUSPEND to 0 or NULL?

A. To keep the data cache warm to support good performance of similar queries
B. To save costs by running the warehouse as little as possible
C. To save costs on warehouse shutdowns and startups for different queries
D. To keep the query result cache warm for good performance on repeated queries

Answer: A

Explanation:
Setting AUTO_SUSPEND to 0 or NULL prevents the warehouse from suspending, which keeps the data cache warm. This improves performance for dashboards and workloads that frequently run similar queries, since the warehouse avoids cache loss from suspending and resuming.

NEW QUESTION # 63
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