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| Section | Objectives |
|---|---|
| Performance and Optimization | - Warehouse sizing and scaling - Query optimization basics |
| Data Transformation and Processing | - SQL operations in Snowflake - Streams and tasks for data pipelines |
| Snowflake Architecture and Platform Concepts | - Snowflake architecture fundamentals - Virtual warehouses and compute model - Storage and data organization |
| Data Loading and Unloading | - External and internal stages - Bulk data loading using stages and COPY INTO |
| Security and Access Control | - Role-based access control (RBAC) - Authentication and user management |
| Data Sharing and Protection | - Secure data sharing - Data replication and failover concepts |
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NEW QUESTION # 877
What are characteristics of Secure Data Sharing? Select TWO.
Answer: D,E
Explanation:
The correct answers are C. Data is not transferred between accounts and D. Consumer account will incur compute costs .
Important correction:
The provided answer A, B is not correct.
Secure Data Sharing allows data providers to share selected database objects with consumer accounts without copying or transferring the underlying data. Consumers query the shared data using their own virtual warehouses, so the consumer generally pays for the compute used to query the share.
Why C is correct:
With Secure Data Sharing, the provider's data remains in the provider account. Snowflake shares metadata and access, not a physical copy of the data.
Why D is correct:
Consumers use their own compute resources to query shared data. Therefore, the consumer account incurs compute costs when querying the share.
Why the other options are incorrect:
A). Regular, non-secure views generally cannot be shared in the standard secure sharing model. Views shared with consumers should be secure views, unless specific account-level settings allow non-secure objects. The general SnowPro Core concept is that secure views are used to share view logic safely.
B). Sensitive data is not automatically masked simply because data is shared. Masking policies or secure views must be designed and applied intentionally.
E). Reader accounts can query shared data but cannot edit the provider's source data.
Official Snowflake documentation reference:
Snowflake documentation explains that Secure Data Sharing does not copy or move data between accounts.
Consumers use their own warehouses to query shared data, while providers retain control of the shared objects.
Reference: Snowflake Documentation - Secure Data Sharing; Snowflake Documentation - Shares and consumer accounts; Snowflake Documentation - Secure views; SnowPro Core Study Guide - Data Protection and Governance.
NEW QUESTION # 878
Which data formats are supported by Snowflake when unloading semi-structured data? (Select TWO).
Answer: D,E
Explanation:
Snowflake supports a variety of file formats for unloading semi-structured data, among which Parquet and Newline Delimited JSON (NDJSON) are two widely used formats.
B . Binary file in Parquet: Parquet is a columnar storage file format optimized for large-scale data processing and analysis. It is especially suited for complex nested data structures.
D . Newline Delimited JSON (NDJSON): This format represents JSON records separated by newline characters, facilitating the storage and processing of multiple, separate JSON objects in a single file.
These formats are chosen for their efficiency and compatibility with data analytics tools and ecosystems, enabling seamless integration and processing of exported data.
References:
Snowflake Documentation: Data Unloading
NEW QUESTION # 879
What happens when a cloned table is replicated to a secondary database? (Select TWO)
Answer: C,D
Explanation:
When a cloned table is replicated to a secondary database in Snowflake, the following occurs:
C . The physical data is replicated: The actual data of the cloned table is physically replicated to the secondary database.This ensures that the secondary database has its own copy of the data, which can be used for read-only purposes or failover scenarios1.
E . Metadata pointers to cloned tables are replicated: Along with the physical data, the metadata pointers that refer to the cloned tables are also replicated.This metadata includes information about the structure of the table and any associated properties2.
It's important to note that while the physical data and metadata are replicated, the secondary database is typically read-only and cannot be used for write operations. Additionally, while there may be additional storage costs associated with the secondary account, this is not a direct result of the replication process but rather a consequence of storing additional data.
References:
SnowPro Core Exam Prep - Answers to Snowflake's LEVEL UP: Backup and Recovery Snowflake SnowPro Core Certification Exam Questions Set 10
NEW QUESTION # 880
In addition to the SELECT privilege, what other privilege must a role have to select from a table in database1.
schema1?
Answer: B
Explanation:
The correct answer is D. The USAGE privilege on the database and the schema .
To query a table in Snowflake, a role needs the SELECT privilege on the table. In addition, the role must have USAGE on the containing database and schema so it can resolve and access the object path.
Why D is correct:
For a table named:
database1.schema1.table1
A role generally needs:
USAGE ON DATABASE database1
USAGE ON SCHEMA database1.schema1
SELECT ON TABLE database1.schema1.table1
Without USAGE on the database and schema, the role cannot access the namespace that contains the table, even if SELECT exists on the table.
Why the other options are incorrect:
A). There is no USAGE privilege on a table for this purpose. SELECT is the table-level privilege needed to read data.
B). OWNERSHIP on the schema is not required to query a table.
C). REFERENCES is used for foreign key/reference-related behavior and is not required for simple SELECT queries.
Official Snowflake documentation reference:
Snowflake documentation explains that access to objects requires privileges on the object and appropriate USAGE privileges on parent containers, such as the database and schema.
Reference: Snowflake Documentation - Access control privileges; Snowflake Documentation - Overview of access control; SnowPro Core Study Guide - Security and Access Control.
NEW QUESTION # 881
A user creates a stage using the following command:
What will be the outcome?
Answer: D
NEW QUESTION # 882
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