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| Section | Weight | Objectives |
|---|
| Topic 1: Data Pipelines & Automation | 10% | - Integration & connectivity
- 1. External functions and API integration
- 2. Connectors and ETL/ELT patterns
- Workflow & automation
- 1. Streams, tasks, and pipes
- 2. Change data capture and processing
|
| Topic 2: Snowflake Architecture & Cloud Concepts | 25% | - Cloud data platform fundamentals
- 1. Virtual warehouses and resource management
- 2. Service layers and separation of storage/compute
- 3. Data storage structure and formats
- Account structure and hierarchy
- 1. Organization, account, database, schema levels
- 2. Object ownership and naming conventions
|
| Topic 3: Account Access & Security | 20% | - Data protection & governance
- 1. Encryption at rest and in transit
- 2. Data masking and row-level security
- Authentication & authorization
- 1. Users, roles, privileges and access control
- 2. Network policies and security settings
|
| Topic 4: Performance Concepts & Optimization | 15% | - Data optimization features
- 1. Clustering keys, search optimization, materialized views
- 2. Caching and result reuse
- Warehouse sizing & tuning
- 1. Query profiling and optimization techniques
- 2. Scaling, clustering, and concurrency management
|
| Topic 5: Data Loading & Transformation | 20% | - Data transformation & querying
- 1. DDL/DML operations and SQL functions
- 2. Working with structured, semi-structured, unstructured data
- Data ingestion methods
- 1. Bulk loading, continuous loading, external stages
- 2. File formats and data type handling
|
| Topic 6: Data Protection & Data Sharing | 10% | - Data recovery & retention
- 1. Time Travel, Fail-safe, cloning capabilities
- 2. Data retention policies and backup
- Secure data sharing
- 1. Sharing security and access control
- 2. Direct sharing, data exchanges, reader accounts
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q911-Q916):
NEW QUESTION # 911
A sales table FCT_SALES has 100 million records.
The following Query was executed
SELECT COUNT (1) FROM FCT__SALES;
How did Snowflake fulfill this query?
- A. Query against the metadata excite
- B. Query against the most-recently created micro-partition
- C. Query against the result set cache
- D. Query against a virtual warehouse cache
Answer: A
Explanation:
Snowflake is designed to optimize query performance by utilizing metadata for certain types of queries.
When executing a COUNT query, Snowflake can often fulfill the request by accessing metadata about the table's row count, rather than scanning the entire table or micro-partitions. This is particularly efficient for large tables like FCT_SALES with a significant number of records. The metadata layer maintains statistics about the table, including the row count, which enables Snowflake to quickly return the result of a COUNT query without the need to perform a full scan.
References:
Snowflake Documentation on Metadata Management
SnowPro® Core Certification StudyGuide
NEW QUESTION # 912
What is the MINIMUM Snowflake edition required to use the periodic rekeying of micro-partitions?
- A. Virtual Private Snowflake
- B. Business Critical
- C. Standard
- D. Enterprise
Answer: D
Explanation:
Periodic rekeying of micro-partitions is a feature that requires the Enterprise Edition of Snowflake or higher. This feature is part of Snowflake's comprehensive approach to encryption key management, ensuring data security through regular rekeying1. Reference: [COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 913
Which command is used to unload files from an internal or external stage to a local file system?
- A. GET
- B. TRANSFER
- C. COPY INTO
- D. PUT
Answer: C
NEW QUESTION # 914
Which SQL commands, when committed, will consume a stream and advance the stream offset? (Choose two.)
- A. SELECT FROM STREAM
- B. UPDATE TABLE FROM STREAM
- C. INSERT INTO TABLE SELECT FROM STREAM
- D. ALTER TABLE AS SELECT FROM STREAM
- E. BEGIN COMMIT
Answer: C,D
NEW QUESTION # 915
Which role can create and manage Snowflake accounts?
- A. ORGADMIN
- B. ACCOUNTADMIN
- C. SYSADMIN
- D. SECURITYADMIN
Answer: B
NEW QUESTION # 916
......
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