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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 2: Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types |
| Topic 3: Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Query Processing, Profiling, Optimization |
| Topic 4: Account Management & Data Governance | 20% | - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe |
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NEW QUESTION # 1042
How does an authentication policy affect security in a Snowflake account?
Answer: C
Explanation:
The correct answer is A. It controls how a client or user can access Snowflake .
An authentication policy controls authentication behavior for users or accounts. It determines which authentication methods are allowed and can be used to enforce security requirements for access to Snowflake.
Why A is correct:
Authentication policies control how users or clients authenticate to Snowflake. They can be used to allow or restrict authentication methods, helping organizations enforce secure access standards.
Why the other options are incorrect:
B). Restricting inbound access to Snowflake is handled by network policies, not authentication policies.
C). Restricting outbound traffic from Snowflake to external network destinations is handled by external access integrations and network rules, not authentication policies.
D). SSO can be part of an authentication strategy, but an authentication policy is broader than only enabling SSO.
Official Snowflake documentation reference:
Snowflake documentation describes authentication policies as security objects that control authentication methods for users in a Snowflake account.
Reference: Snowflake Documentation - Authentication policies; Snowflake Documentation - Network policies; SnowPro Core Study Guide - Security and Access Control.
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NEW QUESTION # 1043
What common query issues can be identified using the Query Profile? (Select TWO)
Answer: A,E
NEW QUESTION # 1044
Which of the following significantly improves the performance of selective point lookup queries on a table?
Answer: B
Explanation:
The Search Optimization Service significantly improves the performance of selective point lookup queries on tables by creating and maintaining a persistent data structure called a search access path, which allows some micro-partitions to be skipped when scanning the table
NEW QUESTION # 1045
Which will enable temporary scaling for queries that contain complex computations that may consume many credits?
Answer: A
Explanation:
The correct answer is C. Query Acceleration Service .
The Query Acceleration Service allows Snowflake to use additional compute resources to accelerate eligible queries. It is especially useful for queries that scan large amounts of data or include expensive operations that can benefit from extra parallel processing.
Why C is correct:
Query Acceleration Service temporarily uses additional Snowflake-managed compute resources for eligible queries. This can improve performance without permanently resizing the virtual warehouse.
Why the other options are incorrect:
A). Search Optimization Service improves highly selective lookup queries by maintaining search access paths, but it does not temporarily scale compute for expensive queries.
B). A warehouse scaling policy controls how multi-cluster warehouses add or remove clusters, but it is not the feature designed to accelerate individual expensive queries.
D). A multi-cluster warehouse improves concurrency by adding clusters, but it does not split or accelerate a single complex query in the way Query Acceleration Service can.
Official Snowflake documentation reference:
Snowflake documentation describes Query Acceleration Service as a feature that can improve query performance by using additional compute resources for eligible parts of queries.
Reference: Snowflake Documentation - Query Acceleration Service; Snowflake Documentation - Warehouses; SnowPro Core Study Guide - Performance Optimization.
NEW QUESTION # 1046
What information does the Query Profile provide?
Answer: A
NEW QUESTION # 1047
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