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| Section | Objectives |
|---|
| Data Loading and Unloading | - Bulk and continuous data ingestion
- 1. Stages and file formats
- 2. COPY INTO operations
|
| Performance and Monitoring | - Performance tuning and optimization
- 1. Query performance analysis
- 2. Warehouse sizing and scaling strategies
|
| Snowflake Architecture and Virtual Warehouses | - Snowflake architecture concepts
- 1. Virtual warehouse usage and scaling
- 2. Separation of storage and compute
|
| Account and Resource Administration | - Account configuration and management
- 1. Users, roles, and permissions
- 2. Resource monitors and governance basics
|
| Data Protection and Recovery | - Backup and recovery mechanisms
- 1. Cloning and data recovery strategies
- 2. Time Travel and Fail-safe concepts
|
| Security and Access Control | - Authentication and authorization
- 1. Network policies and secure access
- 2. Role-based access control (RBAC)
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q49-Q54):
NEW QUESTION # 49
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 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.
- C. 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.
- 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: B
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 # 50
Company A uses Snowflake to manage audio files of call recordings. Company A hired Company B, who also uses Snowflake, to transcribe the audio files for further analysis.
Company A's Administrator created a share.
What object should be added to the share to allow Company B access to the files?
- A. A secure view with a column for file URLs.
- B. A secure view with a column for METADATA$FILENAME.
- C. A secure view with a column for the stage name and a column for the file path.
- D. A secure view with a column for pre-signed URLs.
Answer: C
Explanation:
Sharing a secure view with a column for the stage name and a column for the file path allows Company B to access the referenced files through Snowflake's external or internal stage, without exposing direct URLs. This maintains security and supports seamless access for the recipient.
NEW QUESTION # 51
A Snowflake Administrator needs to set up Time Travel for a presentation area that includes facts and dimensions tables, and receives a lot of meaningless and erroneous IoT data. Time Travel is being used as a component of the company's data quality process in which the ingestion pipeline should revert to a known quality data state if any anomalies are detected in the latest load. Data from the past 30 days may have to be retrieved because of latencies in the data acquisition process.
According to best practices, how should these requirements be met? (Choose two.)
- A. The fact and dimension tables should have the same DATA_RETENTION_TIME_IN_DAYS.
- B. The DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and schemas).
- C. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
- D. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.
- E. The fact and dimension tables should be cloned together using the same Time Travel options to reduce potential referential integrity issues with the restored data.
Answer: A,E
Explanation:
To ensure consistent recovery, fact and dimension tables must have the same DATA_RETENTION_TIME_IN_DAYS, so they can be restored to the same point in time.
Cloning the fact and dimension tables together with consistent Time Travel options ensures data integrity and avoids referential mismatches when reverting to a prior state.
NEW QUESTION # 52
In general, the monthly billing for database replication is proportional to which variables? (Choose two.)
- A. The number of times data moves across regions and/or cloud service providers between the primary and secondary database accounts
- B. The amount of table data in the primary database that changes as a result of data loading or DML operations
- C. The frequency of the secondary database refreshes from the primary database
- D. The frequency of changes to the primary database as a result of data loading or DML operations
- E. The number and size of warehouses defined in the primary account
Answer: B,C
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 # 53
What access control policy will be put into place when future grants are assigned to both database and schema objects?
- A. Schema privileges will take precedence over database privileges.
- B. An access policy combining both the database object and the schema object will be used, with the most restrictive policy taking precedence.
- C. Database, privileges will take precedence over schema privileges.
- D. An access policy combining both the database object and the schema object will be used, with the most permissive policy taking precedence.
Answer: A
Explanation:
When future grants are set at both the database and schema levels, schema-level future grants take precedence over database-level grants for objects created within that schema.
NEW QUESTION # 54
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