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| Section | Objectives |
|---|
| Topic 1: Snowflake Architecture and Virtual Warehouses | - Snowflake architecture concepts
- 1. Separation of storage and compute
- 2. Virtual warehouse usage and scaling
|
| Topic 2: Data Loading and Unloading | - Bulk and continuous data ingestion
- 1. COPY INTO operations
- 2. Stages and file formats
|
| Topic 3: Security and Access Control | - Authentication and authorization
- 1. Network policies and secure access
- 2. Role-based access control (RBAC)
|
| Topic 4: Data Protection and Recovery | - Backup and recovery mechanisms
- 1. Cloning and data recovery strategies
- 2. Time Travel and Fail-safe concepts
|
| Topic 5: Performance and Monitoring | - Performance tuning and optimization
- 1. Warehouse sizing and scaling strategies
- 2. Query performance analysis
|
| Topic 6: Account and Resource Administration | - Account configuration and management
- 1. Resource monitors and governance basics
- 2. Users, roles, and permissions
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q40-Q45):
NEW QUESTION # 40
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 # 41
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 = medium
auto_suspend = 600
auto_resume = true; - B. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = false; - 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 = xxxlarge
auto_suspend = 60
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 # 42
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 on warehouse shutdowns and startups for different queries
- C. To save costs by running the warehouse as little as possible
- 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 # 43
In general, the monthly billing for database replication is proportional to which variables? (Choose two.)
- A. The frequency of changes to the primary database as a result of data loading or DML operations
- B. The number and size of warehouses defined in the primary account
- C. The frequency of the secondary database refreshes from the primary database
- D. The number of times data moves across regions and/or cloud service providers between the primary and secondary database accounts
- E. The amount of table data in the primary database that changes as a result of data loading or DML operations
Answer: C,E
Explanation:
Replication billing is proportional to the amount of table data in the primary database that changes and needs to be replicated.
The frequency of secondary database refreshes determines how often changed data is transferred, directly impacting replication costs.
NEW QUESTION # 44
When adding secure views to a share in Snowflake, which function is needed to authorize users from another account to access rows in a base table?
- A. CURRENT ACCOUNT
- B. CURRENT USER
- C. CURRENT ROLE
- D. CURRENT CLIENT
Answer: A
Explanation:
When building secure views for data sharing, the CURRENT_ACCOUNT function is used to identify and authorize the consuming account. This ensures that row-level security can be enforced per consumer account accessing the shared data.
NEW QUESTION # 45
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