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| Section | Weight | Objectives |
|---|
| 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
|
| Resource Management and Optimization | 25% | - Database and object management
- 1. Storage management and clustering
- 2. Schema design and object lifecycle
- 3. Data retention and time travel
- Virtual warehouse administration
- 1. Cost optimization strategies
- 2. Warehouse sizing, scaling and suspension
- 3. Workload management and resource monitoring
|
| Performance Monitoring and Tuning | 20% | - Query performance analysis
- 1. Indexing and clustering keys optimization
- 2. Query profiling and execution plans
- 3. Materialized views and search optimization
- System monitoring and troubleshooting
- 1. Account and warehouse usage metrics
- 2. Error logging and troubleshooting techniques
- 3. Workload isolation and concurrency control
|
| Account and Security Administration | 30% | - Access control and security
- 1. Role-based access control (RBAC) design
- 2. User and privilege management
- 3. Data security and masking policies
- 4. Authentication and network policies
- Account configuration and management
- 1. Organization and account structures
- 2. Edition and feature configuration
- 3. Cost management and billing
|
| Business Continuity and Disaster Recovery | 15% | - Data protection and replication
- 1. Database cloning and backup strategies
- 2. Time travel and fail-safe configuration
- 3. Cross-region and cross-cloud replication
- Disaster recovery planning
- 1. Recovery time and point objectives
- 2. Failover and failback procedures
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q54-Q59):
NEW QUESTION # 54
A large international company with many operating regions requires data to be shared bi-directionally among all offices (head office to regional offices and regional offices among themselves). This company is a Snowflake account holder with European operations deployed in Microsoft Azure (single region) while North American regional offices are using AWS (single region) as their deployment cloud. This setup is required to comply with Personal Identifiable Information (PII) regulations in some of the European countries. The corporate head office is in Europe.
How can this data be shared bi-directionally, while MINIMIZING costs?
- A. Use data replication everywhere to reduce costs associated with same-region sharing.
- B. Use bi-directional data sharing among offices in the same region and replication among offices across the continents.
- C. Move all the Snowflake accounts to a single region, and implement data sharing.
- D. Use the PUT command to move files to an Amazon S3 bucket and Azure Blobs, and use an external file management application to move files within the corporate VPC.
Answer: B
Explanation:
Direct data sharing is the most cost-efficient method when accounts are in the same region and cloud. For cross-continent or cross-cloud sharing, Snowflake requires replication. Combining both - data sharing within the same region and replication across continents - ensures compliance, minimizes costs, and enables bi-directional sharing.
NEW QUESTION # 55
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. Increase the multi-cluster maximum to 20 or more clusters.
- B. Examine the complex queries and determine if they can be made more efficient using clustering keys or materialized views.
- C. 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.
- D. Have the group running the complex monthly queries use a separate appropriately-sized warehouse to support their workload.
- E. Increase the minimum number of clusters started in the multi-cluster configuration to 5.
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 # 56
What is a characteristic of Snowflake's transaction locking and concurrency modeling?
- A. Queries executed within a given transaction see that transaction's uncommitted changes.
- B. If two queries are concurrently executed against the same table, one of the two queries will be blocked until the other query completes.
- C. A deadlock cannot occur in Snowflake, since concurrently executed queries and DML statements do not block one another.
- D. Transaction locking in Snowflake is enforced exclusively at the row and table levels.
Answer: C
Explanation:
Snowflake uses multi-version concurrency control (MVCC), which allows queries and DML statements to operate without blocking each other. This architecture eliminates the possibility of deadlocks because transactions work on snapshots of data rather than locking rows or tables in ways that could cause contention.
NEW QUESTION # 57
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 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.
- 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 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.
- D. 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.
Answer: C
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 # 58
What are characteristics of data replication in Snowflake? (Choose three.)
- A. 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.
- B. Users must be granted REPLICATIONADMIN privileges in order to enable replication.
- C. Databases created from shares can be replicated.
- D. To start replication run the ALTER DATABASE ... REFRESH command on the account where the secondary database resides.
- E. The ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS command must be issued from the primary account.
- F. Replication can only occur within the same cloud provider.
Answer: C,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 # 59
......
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