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Last Updated: Sep 07, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Cloud Concepts | 25% | - Micro-partitions, clustering & caching - Virtual warehouses & compute resources - Cloud platform integrations - Three-layer architecture |
| Topic 2: Data Protection & Sharing | 10% | - Time Travel & Fail-safe - Data marketplace & collaboration - Cloning & zero-copy replication - Secure data sharing & reader accounts |
| Topic 3: Data Loading & Transformation | 20% | - Internal/external stages & file formats - Semi-structured & unstructured data - DDL/DML & data transformation - Bulk loading & Snowpipe |
| Topic 4: Performance & Optimization | 15% | - Search optimization & materialized views - Query optimization & pruning - Warehouse sizing & scaling - Resource monitoring & cost control |
| Topic 5: Account Access & Security | 20% | - Users, roles & privilege model - Network policies & authentication - Data encryption & governance - Security monitoring & compliance |
| Topic 6: Data Pipelines & Automation | 10% | - Stored procedures & error handling - Tasks & scheduling - Streams & change data capture - Pipeline monitoring & management |
Question 1
Which of the following significantly improves the performance of selective point lookup queries on a table?
A. Zero-copy Cloning
B. Search Optimization Service
C. Clustering
D. Materialized Views
Question 2
In which use cases does Snowflake apply egress charges?
A. Query result retrieval
B. Data sharing within a specific region
C. Loading data into Snowflake
D. Database replication
Question 3
In an auto-scaling multi-cluster virtual warehouse with the setting SCALING_POLICY = ECONOMY enabled, when is another cluster started?
A. When the system has enough load for 10 minutes
B. When the system has enough load for 8 minutes
C. When the system has enough load for 6 minutes
D. When the system has enough load for 2 minutes
Question 4
If a Snowflake user decides a table should be clustered, what should be used as the cluster key?
A. The columns that are queried in the select clause.
B. The columns with many different values.
C. The columns with very high cardinality.
D. The columns most actively used in the select filters.
Question 5
What are ways to create and manage data shares in Snowflake? (Select TWO)
A. Through the DATA_SHARE=TRUE parameter
B. Using the CREATE SHARE AS SELECT * TABLE command
C. Through the enable__share=true parameter
D. Through SQL commands
E. Through the Snowflake web interface (Ul)
Solutions:
| Question 1 Answer: C | Question 2 Answer: B | Question 3 Answer: A | Question 4 Answer: D | Question 5 Answer: C,D |
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