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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q29-Q34):
NEW QUESTION # 29
You are using the Snowsight user interface to monitor the performance of a Snowflake warehouse. You notice that the average query execution time is consistently high. Which of the following actions, performed DIRECTLY through Snowsight's monitoring features, would be MOST effective in identifying the root cause of the performance bottleneck?
- A. Increase the warehouse size to the next larger size.
- B. Analyze the Warehouse Load graph to identify periods of high concurrency and queuing.
- C. Check the Data Marketplace to see if there are any new data sources available.
- D. Download the query execution plan for the slowest running query from the last 24 hours.
- E. Examine the Query History page, filtering for queries executed by a specific user.
Answer: B
Explanation:
Analyzing the Warehouse Load graph is the most effective method using Snowsight's monitoring features. This directly shows periods of high concurrency and queuing, indicating potential resource contention. Query History is useful, but analyzing the load graph is more targeted to warehouse performance as a starting point. Increasing warehouse size without understanding the bottleneck is premature. Downloading query execution plans is useful after identifying slow queries, and the Data Marketplace is irrelevant to performance monitoring.
NEW QUESTION # 30
What is the PRIMARY purpose for using the PARSE_DOCUMENT function when using a Cortex LLM?
- A. To summarize the key points in a document into concise text
- B. To analyze the sentiment of the content in a document
- C. To translate the content of a document from one language to another
- D. To extract content from a document
Answer: D
NEW QUESTION # 31
You are responsible for managing a Snowflake environment where data loading and transformation are performed. You need to monitor the resource consumption of various tasks and identify potential bottlenecks. Which of the following INFORMATION SCHEMA views or functions would be MOST helpful for identifying the warehouse consumption and execution time of individual tasks?
- A. ACCOUNT_USAGE.QUERY HISTORY and join it with ACCOUNT_USAGE.WAREHOUSE EVENTS
- B. INFORMATION SCHEMA.TABLES
- C. DATABASE STORAGE USAGE HISTORY
- D. ACCOUNT USAGE.TASK HISTORY
- E. ACCOUNT USAGE.WAREHOUSE LOAD HISTORY
Answer: D
Explanation:
The HISTORY view provides detailed information about the execution of tasks, including their start and end times, warehouse used, and status. This allows you to directly analyze the resource consumption of individual tasks. HISTORY is useful for understanding the overall warehouse utilization, but not necessarily specific to tasks. Combining 'QUERY_HISTORY' and
'WAREHOUSE_EVENTS provides broader query level warehouse usage but is more complex than simply using TASK_HISTORY. is about storage not compute, and TABLES just provides table metadata.
NEW QUESTION # 32
A data engineering team is loading data from a CSV file containing customer information into a Snowflake table. The CSV file occasionally contains malformed data, such as missing fields or fields with incorrect data types (e.g., a string in a numeric field). The team wants to ensure that the loading process continues even when such errors occur, and that the problematic records are tracked for later analysis. Which of the following COPY INTO options should be used to achieve this, and how should the error be handled?
- A. Use 'ON ERROR = 'CONTINUE'` to allow the COPY statement to proceed even when errors are encountered, and use = FALSE' to handle varying column counts. Direct invalid records to a quarantine table using 'VALIDATION_MODE = RETURN ALL ERRORS.
- B. Use 'ON_ERROR = 'SKIP_FILE" along with the 'SIZE_LIMIT parameter to limit the size of the file that can be skipped.
- C. Use 'ON_ERROR = 'SKIP_FILE" to skip the entire file if any errors are encountered, without logging details of the error.
- D. Use 'ON_ERROR = 'SKIP_FILE" to skip the entire file if any errors are encountered, and use
'VALIDATION_MODE = to log all errors for later analysis. - E. Use 'ON ERROR = 'CONTINUE'` to allow the COPY statement to proceed even when errors are encountered, and use 'VALIDATION MODE = along with ` RESULT_SCAN' to retrieve error details and store them in a separate error table. Consider setting `ERROR MISMATCH = FALSE' depending on file structure variability.
Answer: E
Explanation:
'ON_ERROR = 'CONTINUE'` ensures that the load continues despite errors.
'VALIDATION_MODE = RETURN_ERRORS' allows you to retrieve details about the errors using the RESULT SCAN' function, which can then be stored in a separate error table. This allows for later analysis of problematic records. = FALSE is necessary if the column count varies between input records.
NEW QUESTION # 33
Which column is returned when the FLATTEN table function is executed?
- A. LEVEL
- B. VALUE
- C. ROWNUM
- D. OUTPUT
Answer: B
Explanation:
The FLATTEN table function expands semi-structured data such as arrays or objects stored in VARIANT columns. Its output includes several metadata columns, and the most important among them isVALUE, which contains the extracted element from the array or object. VALUE is the column that developers typically join on or reference to access the flattened data.
In addition to VALUE, FLATTEN returns KEY (for object keys), INDEX (position in arrays), SEQ (internal ordering), and PATH (hierarchical reference path). These other columns support analytical or transformation logic, but VALUE remains the primary output used for downstream SQL.
The other listed options-OUTPUT, ROWNUM, and LEVEL-are not part of the FLATTEN function's output schema. ROWNUM and LEVEL may appear in other SQL contexts but not in FLATTEN results.
Therefore, the correct answer is VALUE.
NEW QUESTION # 34
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