COF-C02 Latest Study Questions, COF-C02 Latest Braindumps Ebook

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Snowflake COF-C02 Exam Syllabus Topics:

SectionWeightObjectives
Account Access & Security20%- 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
Performance Concepts & Optimization15%- Data optimization features
  • 1. Caching and result reuse
  • 2. Clustering keys, search optimization, materialized views
- Warehouse sizing & tuning
  • 1. Query profiling and optimization techniques
  • 2. Scaling, clustering, and concurrency management
Data Loading & Transformation20%- Data ingestion methods
  • 1. File formats and data type handling
  • 2. Bulk loading, continuous loading, external stages
- Data transformation & querying
  • 1. DDL/DML operations and SQL functions
  • 2. Working with structured, semi-structured, unstructured data
Data Protection & Data Sharing10%- 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
Snowflake Architecture & Cloud Concepts25%- Account structure and hierarchy
  • 1. Organization, account, database, schema levels
  • 2. Object ownership and naming conventions
- Cloud data platform fundamentals
  • 1. Data storage structure and formats
  • 2. Virtual warehouses and resource management
  • 3. Service layers and separation of storage/compute
Data Pipelines & Automation10%- 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

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Snowflake SnowPro Core Certification Exam Sample Questions (Q880-Q885):

NEW QUESTION # 880
What happens to the underlying table data when a CLUSTER BY clause is added to a Snowflake table?

Answer: C


NEW QUESTION # 881
What occurs when a pipe is recreated using the CREATE OR REPLACE PIPE command?

Answer: B

Explanation:
When a pipe is recreated using the CREATE OR REPLACE PIPE command, the load history of the pipe is reset. This means that Snowpipe will consider all files in the stage as new and will attempt to load them, even if they were loaded previously by the old pipe2.


NEW QUESTION # 882
What affects whether the query results cache can be used?

Answer: D

Explanation:
The query results cache can be used as long as the data in the table has not changed since the last time the query was run. If the underlying data has changed, Snowflake will not use the cached results and will re-execute the query1.


NEW QUESTION # 883
Which of the following compute resources or features are managed by Snowflake? (Select TWO).

Answer: A,B


NEW QUESTION # 884
When does a materialized view get suspended in Snowflake?

Answer: C

Explanation:
A materialized view in Snowflake gets suspended when structural changes that could impact the view's integrity are made to the base table, such as B. When a column is dropped from the base table. Dropping a column from the base table on which a materialized view is defined can invalidate the view's data, as the view might rely on the column that is being removed. To maintain data consistency and prevent the materialized view from serving stale or incorrect data, Snowflake automatically suspends the materialized view.
Upon suspension, the materialized view does not reflect changes to the base table until it is refreshed or re-created. This ensures that only accurate and current data is presented to users querying the materialized view.
Reference:
Snowflake Documentation on Materialized Views: Materialized Views


NEW QUESTION # 885
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