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| Section | Objectives |
|---|
| Topic 1: Data Transformations and Querying | - SQL querying in Snowflake - Semi-structured data handling (VARIANT, JSON, Parquet)
|
| Topic 2: Data Protection, Security, and Performance | - Time Travel and Fail-safe concepts - Query performance optimization basics - Role-based access control (RBAC)
|
| Topic 3: Data Loading and Unloading | - Bulk loading using stages and COPY INTO - Data unloading and external stages
|
| Topic 4: Snowflake Architecture and Overview | - Snowflake architecture concepts (cloud data platform, separation of storage and compute) - Virtual warehouses and resource scaling concepts
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q141-Q146):
NEW QUESTION # 141
How does the search optimization service help Snowflake users improve query performance?
- A. II maintains a persistent data structure that keeps track of the values of the table's columns m each of its micro-partitions.
- B. It scans the micro-partitions based on the joins used in the queries and scans only join columns.
- C. It keeps track of running queries and their results and saves those extra scans on the table.
- D. It scans the local disk cache to avoid scans on the tables used in the Query.
Answer: A
NEW QUESTION # 142
What information does the Query Profile provide?
- A. Detailed Information about I he database schema
- B. Statistics for each component of the processing plan
- C. Graphical representation of the data model
- D. Real-time monitoring of the database operations
Answer: B
NEW QUESTION # 143
What would cause different results to be returned when running the same query twice?
- A. sample is used and the seed is not set.
- B. Fixed-size sampling Is used.
- C. Fraction-based sampling is used.
- D. SAMPLE is used and the seed is set
Answer: A
Explanation:
When using the SAMPLE clause in a query, if the seed is not set, Snowflake will use a different random seed for each execution of the query. This results in different rows being sampled each time, leading to different results. Setting a seed ensures that the same rows are sampled each time the query is run.
:
Snowflake Documentation: Sampling
NEW QUESTION # 144
What can be used to process unstructured data?
- A. External functions
- B. External tables
- C. Snowpipe
- D. The copy into <table> command
Answer: A
Explanation:
To process unstructured data in Snowflake, external functions can be used.
External Functions: These allow you to call external services and processing engines from within Snowflake SQL. External functions can be used to handle complex processing tasks that are not natively supported by Snowflake, including those involving unstructured data.
Implementation: You define an external function in Snowflake that points to an external processing service (e.g., AWS Lambda, Google Cloud Functions).
Reference:
Snowflake Documentation on External Functions
NEW QUESTION # 145
Which tasks will help optimize virtual warehouse costs? (Select TWO)
- A. Enabling auto-suspend
- B. Enabling auto-resume
- C. Enabling multi-cluster warehouses
- D. Limiting statement queue times
- E. Limiting statement timeout seconds
Answer: A,E
Explanation:
* Auto-suspend ensures that a warehouse automatically suspends when idle, reducing compute costs.
* Statement timeout prevents long-running queries from consuming excessive credits.
Reference:
Snowflake Docs: Managing Warehouses
Snowflake Docs: Statement Timeouts
NEW QUESTION # 146
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