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Reference: https://learn.snowflake.com/en/certifications/snowpro-advanced-architect/
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Snowflake SnowPro Advanced Architect Certification Sample Questions:
A 2 TB table with 400 columns is queried frequently to calculate average employee tenure by country and career level. The query exhibits poor partition pruning and runs on an X-Small warehouse.
What improvement meets the requirements with the LEAST operational overhead?
- A. Enable search optimization on equality predicates for COUNTRY and EMPLOYMENT_STATUS.
- B. Build a materialized view for latest active employee records per country.
- C. Add clustering keys on COUNTRY and EMPLOYMENT_STATUS.
- D. Enable Query Acceleration Service (QAS).
Correct Answer: A 🗳️
Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).
An Architect for a multi-national transportation company has a system that is used to check the weather conditions along vehicle routes. The data is provided to drivers.
The weather information is delivered regularly by a third-party company and this information is generated as JSON structure. Then the data is loaded into Snowflake in a column with a VARIANT data type. This table is directly queried to deliver the statistics to the drivers with minimum time lapse.
A single entry includes (but is not limited to):
- Weather condition; cloudy, sunny, rainy, etc.
- Degree
- Longitude and latitude
- Timeframe
- Location address
- Wind
The table holds more than 10 years' worth of data in order to deliver the statistics from different years and locations. The amount of data on the table increases every day.
The drivers report that they are not receiving the weather statistics for their locations in time.
What can the Architect do to deliver the statistics to the drivers faster?
- A. Add search optimization service on the variant column for longitude and latitude in order to query the information by using specific metadata.
- B. Divide the table into several tables for each location by using the location address information from the JSON dataset in order to process the queries in parallel.
- C. Divide the table into several tables for each year by using the timeframe information from the JSON dataset in order to process the queries in parallel.
- D. Create an additional table in the schema for longitude and latitude. Determine a regular task to fill this information by extracting it from the JSON dataset.
Correct Answer: A 🗳️
Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).
An Architect needs to design a data unloading strategy for Snowflake, that will be used with the COPY INTO
<location> command.
Which configuration is valid?
- A. Location of files: Azure ADLS. File formats: JSON, XML, Avro, Parquet, ORC. Compression: bzip2.
Encryption: User-supplied key - B. Location of files: Snowflake internal location. File formats: CSV, XML. File encoding: UTF-8.
Encryption: 128-bit - C. Location of files: Amazon S3. File formats: CSV, JSON. File encoding: Latin-1 (ISO-8859).
Encryption: 128-bit - D. Location of files: Google Cloud Storage. File formats: Parquet. File encoding: UTF-8 Compression:
gzip
Correct Answer: D 🗳️
Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).
Which of the following ingestion methods can be used to load near real-time data by using the messaging services provided by a cloud provider?
- A. Spark
- B. Snowflake streams
- C. Snowpipe
- D. Snowflake Connector for Kafka
Correct Answer: D 🗳️
Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).
A large table is accessed by multiple teams using point-lookup queries on different columns. Query performance is poor.
What can be done to ensure good performance for all teams?
- A. Build multiple materialized views with cluster keys on each column.
- B. Use the search optimization service on the underlying table.
- C. Build materialized views and allow Snowflake to replace the base table.
- D. Create clustering keys using a combination of all lookup columns.
Correct Answer: B 🗳️
Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).
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