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TeraData HCIA-Datacom V1.0 Sample Questions (Q53-Q58):
NEW QUESTION # 53
A web application executes millions of tactical queries on different tables of a large Vantage system, as shown below:
The most frequent query of the application is using the following SQL with this variable parameter:
The application owner requested to check for optimizations to improve the runtime of the query.
What should the Administrator suggest in this situation?
- A. Create a sparse join index on Receiptline, with CustomerNumber as an input parameter.
- B. ALTER the tables ProductType and OrderType to use a sparse map that includes only a subset of the AMPs.
- C. Create a NUSI on Receiptline on each of the columns: ProductTypeId, OrderTypeId, VendorId.
- D. Instead of directly accessing table Receiptline. a global temporary table should be used, that needs to contain prefiltered rows with CustomerNumber = <parameter>.
Answer: A
Explanation:
A sparse join index can be used to store a subset of rows from a table based on the condition of the most frequently queried parameter, in this case, CustomerNumber. By creating a sparse join index on the Receiptline table with CustomerNumber as an input parameter, the query can access a smaller subset of the data more efficiently, which can significantly improve performance, especially when millions of tactical queries are involved.
The other options are less optimal for this situation:
Create a NUSI on Receiptline: While NUSIs can improve query performance, creating NUSIs on multiple columns (e.g., ProductTypeId, OrderTypeId, VendorId) may not be as effective for improving this specific query focused on CustomerNumber.
ALTER tables ProductType and OrderType: Using a sparse map for these small tables (55 and 175 rows) wouldn't provide much benefit in terms of performance improvement, as the issue is not with these tables but with the larger Receiptline table.
Use a global temporary table: While prefiltering data in a temporary table could help in certain situations, this adds complexity and maintenance overhead. Additionally, it wouldn't necessarily offer a significant performance boost compared to a sparse join index.
NEW QUESTION # 54
Which option in READ_NOS will reduce the number of objects scanned by queries?
- A. LOCATION
- B. FULLSCAN
- C. BUFFERSIZE
- D. ACCESS_KEY
Answer: A
Explanation:
The LOCATION option in READ_NOS is used to specify the exact path or directory in the external storage system, helping reduce the number of objects scanned by narrowing down the scope of the query to specific locations within the data source.
The other options:
BUFFERSIZE adjusts the size of the data buffer used in reading, but does not reduce the number of objects scanned.
ACCESS_KEY is used to authenticate access to the data but does not affect the number of objects scanned.
FULLSCAN would scan all objects and is the opposite of what is needed to reduce the number of objects scanned.
NEW QUESTION # 55
An Administrator is required to load sensor data from cloud storage. This store contains many numeric columns.
Which strategy should the Administrator use to optimize the data load?
- A. Collect statistics on all payload attributes.
- B. Cast column data types to appropriate values in a view of the foreign table.
- C. Keep the original VARCHAR data types in JSON or CSV for columns.
- D. Use a more generic LOCATION string in the USING clause.
Answer: B
Explanation:
When loading sensor data, especially if it involves many numeric columns, casting the data to appropriate types (like INT, FLOAT, etc.) in a view can significantly improve query performance and reduce storage overhead. This approach ensures that the numeric data is handled efficiently, avoiding unnecessary conversions or using inefficient data types such as VARCHAR.
NEW QUESTION # 56
Which table identifies whether a particular workload is suffering from a shortage of AMP Worker Tasks?
- A. ResUsageSvpr
- B. ResUsageSawt
- C. ResUsageSpma
- D. ResUsageSps
Answer: B
Explanation:
The ResUsageSawt table captures detailed statistics related to AMP Worker Tasks (AWTs). It provides insight into how many AWTs are in use, waiting, or available, which helps identify whether a particular workload is suffering from a shortage of AWTs.
ResUsageSpma provides information about memory usage and swapping but not specifically about AWTs.
ResUsageSps focuses on session-level resource usage but does not track AMP Worker Tasks.
ResUsageSvpr provides data on virtual processor (vproc) usage and performance, not specifically on AWTs.
ResUsageSawt is the correct table to examine for AWT-related issues.
NEW QUESTION # 57
The data science team reports that they do not have enough memory to run in-database Python scripts when the scripts operate simultaneously.
Which workload management feature should the Administrator use to resolve this issue?
- A. Throttles to limit the concurrency of Python scripts
- B. Planned environments to specify periods when data scientists can run Python scripts
- C. Virtual partitions to assign separate memory space to each Python script
- D. Exceptions to place Python scripts consuming too much memory into a penalty box
Answer: A
Explanation:
Using throttles in workload management allows the Administrator to limit the concurrency of Python scripts running in the system. By controlling the number of Python scripts that can run simultaneously, you can prevent memory exhaustion and ensure that enough resources are available for each script to execute without causing failures due to memory constraints.
NEW QUESTION # 58
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