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| Section | Weight | Objectives |
|---|
| Topic 1: Snowflake Architecture & Cloud Concepts | 25% | - Cloud data platform fundamentals
- 1. Data storage structure and formats
- 2. Virtual warehouses and resource management
- 3. Service layers and separation of storage/compute
- Account structure and hierarchy
- 1. Organization, account, database, schema levels
- 2. Object ownership and naming conventions
|
| Topic 2: Data Loading & Transformation | 20% | - Data ingestion methods
- 1. Bulk loading, continuous loading, external stages
- 2. File formats and data type handling
- Data transformation & querying
- 1. Working with structured, semi-structured, unstructured data
- 2. DDL/DML operations and SQL functions
|
| Topic 3: Performance Concepts & Optimization | 15% | - Warehouse sizing & tuning
- 1. Query profiling and optimization techniques
- 2. Scaling, clustering, and concurrency management
- Data optimization features
- 1. Caching and result reuse
- 2. Clustering keys, search optimization, materialized views
|
| Topic 4: Data Pipelines & Automation | 10% | - Integration & connectivity
- 1. Connectors and ETL/ELT patterns
- 2. External functions and API integration
- Workflow & automation
- 1. Change data capture and processing
- 2. Streams, tasks, and pipes
|
| Topic 5: Account Access & Security | 20% | - Authentication & authorization
- 1. Users, roles, privileges and access control
- 2. Network policies and security settings
- Data protection & governance
- 1. Data masking and row-level security
- 2. Encryption at rest and in transit
|
| Topic 6: Data Protection & Data Sharing | 10% | - Data recovery & retention
- 1. Data retention policies and backup
- 2. Time Travel, Fail-safe, cloning capabilities
- 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 (Q689-Q694):
NEW QUESTION # 689
Which Snowflake partner specializes in data catalog solutions?
- A. DataRobot
- B. Alation
- C. dbt
- D. Tableau
Answer: B
Explanation:
Explanation
Alation provides Data Cataloging functionality. They state they are the 'One Place to Find, Understand, & Govern Data Across an Enterprise.
https://docs.snowflake.com/en/user-guide/ecosystem-all.html
NEW QUESTION # 690
A user has 10 files in a stage containing new customer data. The ingest operation completes with no errors, using the following command:
COPY INTO my__table FROM @my__stage;
The next day the user adds 10 files to the stage so that now the stage contains a mixture of new customer data and updates to the previous data. The user did not remove the 10 original files.
If the user runs the same copy into command what will happen?
- A. All data from only the newly-added files will be appended to the table.
- B. The operation will fail with the error uncertain files in stage.
- C. All data from all of the files on the stage will be appended to the table
- D. Only data about new customers from the new files will be appended to the table
Answer: C
Explanation:
When the COPY INTO command is executed in Snowflake, it processes all files present in the specified stage that have not been ingested before or marked as already loaded. Since the user did not remove the original 10 files after the first load, running the same COPY INTO command again will result in all 20 files being processed. This means that the data from the original 10 files will be appended to the table again, along with the data from the new 10 files, potentially leading to duplicate records for the original data set.
References:
Snowflake Documentation on Data Loading
SnowPro® Core Certification Study Guide
NEW QUESTION # 691
What happens when a cloned table is replicated to a secondary database? (Select TWO)
- A. Metadata pointers to cloned tables are replicated
- B. The physical data is replicated
- C. A read-only copy of the cloned tables is stored.
- D. Additional costs for storage are charged to a secondary account
- E. The replication will not be successful.
Answer: B,D
NEW QUESTION # 692
What feature can be used to reorganize a very large table on one or more columns?
- A. Micro-partitions
- B. Key partitions
- C. Clustering keys
- D. Clustered partitions
Answer: C
Explanation:
Clustering keys in Snowflake are used to reorganize large tables based on one or more columns. This feature optimizes the arrangement of data within micro-partitions to improve query performance, especially for large tables where efficient data retrieval is crucial. Reference: [COF-C02] SnowPro Core Certification Exam Study Guide
https://docs.snowflake.com/en/user-guide/tables-clustering-keys.html
NEW QUESTION # 693
Which of the following significantly improves the performance of selective point lookup queries on a table?
- A. Search Optimization Service
- B. Zero-copy Cloning
- C. Clustering
- D. Materialized Views
Answer: C
NEW QUESTION # 694
......
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