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Last Updated: Jul 20, 2026
No. of Questions: 332 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Cloud Concepts | 25% | - Virtual warehouses & compute resources - Three-layer architecture - Micro-partitions, clustering & caching - Cloud platform integrations |
| Topic 2: Account Access & Security | 20% | - Data encryption & governance - Network policies & authentication - Users, roles & privilege model - Security monitoring & compliance |
| Topic 3: Data Loading & Transformation | 20% | - Internal/external stages & file formats - Semi-structured & unstructured data - Bulk loading & Snowpipe - DDL/DML & data transformation |
| Topic 4: Performance & Optimization | 15% | - Search optimization & materialized views - Warehouse sizing & scaling - Query optimization & pruning - Resource monitoring & cost control |
| Topic 5: Data Protection & Sharing | 10% | - Data marketplace & collaboration - Time Travel & Fail-safe - Secure data sharing & reader accounts - Cloning & zero-copy replication |
| Topic 6: Data Pipelines & Automation | 10% | - Tasks & scheduling - Streams & change data capture - Stored procedures & error handling - Pipeline monitoring & management |
1. When reviewing a query profile, what is a symptom that a query is too large to fit into the memory?
A) The query is spilling to remote storage
B) Partitions scanned is equal to partitions total
C) A single join node uses more than 50% of the query time
D) An AggregateOperacor node is present
2. During periods of warehouse contention which parameter controls the maximum length of time a warehouse will hold a query for processing?
A) QUERY_TIMEOUT_IN_SECONDS
B) STATEMENT_QUEUED_TIMEOUT_IN_SECONDS
C) MAX_CONCURRENCY__LEVEL
D) STATEMENT_TIMEOUT__IN__SECONDS
3. Which stage type can be altered and dropped?
A) External stage
B) Database stage
C) User stage
D) Table stage
4. Which of the following are considerations when using a directory table when working with unstructured data?
(Choose two.)
A) Directory tables store data file metadata.
B) A directory table is a separate database object.
C) Directory table data can not be refreshed manually.
D) A directory table will be automatically added to a stage.
E) Directory tables do not have their own grantable privileges.
5. Which data type can store more than one type of data structure?
A) VARIANT
B) JSON
C) BINARY
D) VARCHAR
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A,E | Question # 5 Answer: A |
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