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Databricks Certified Associate Developer for Apache Spark 3.5 - Python Sample Questions:
1. 13 of 55.
A developer needs to produce a Python dictionary using data stored in a small Parquet table, which looks like this:
region_id
region_name
10
North
12
East
14
West
The resulting Python dictionary must contain a mapping of region_id to region_name, containing the smallest 3 region_id values.
Which code fragment meets the requirements?
A) regions_dict = dict(regions.select("region_id", "region_name").rdd.collect())
B) regions_dict = dict(regions.take(3))
C) regions_dict = dict(regions.orderBy("region_id").limit(3).rdd.map(lambda x: (x.region_id, x.region_name)).collect())
D) regions_dict = regions.select("region_id", "region_name").take(3)
2. The following code fragment results in an error:
@F.udf(T.IntegerType())
def simple_udf(t: str) -> str:
return answer * 3.14159
Which code fragment should be used instead?
A) @F.udf(T.IntegerType())
def simple_udf(t: int) -> int:
return t * 3.14159
B) @F.udf(T.IntegerType())
def simple_udf(t: float) -> float:
return t * 3.14159
C) @F.udf(T.DoubleType())
def simple_udf(t: int) -> int:
return t * 3.14159
D) @F.udf(T.DoubleType())
def simple_udf(t: float) -> float:
return t * 3.14159
3. 2 of 55. Which command overwrites an existing JSON file when writing a DataFrame?
A) df.write.mode("append").json("path/to/file")
B) df.write.option("overwrite").json("path/to/file")
C) df.write.mode("overwrite").json("path/to/file")
D) df.write.json("path/to/file")
4. 43 of 55.
An organization has been running a Spark application in production and is considering disabling the Spark History Server to reduce resource usage.
What will be the impact of disabling the Spark History Server in production?
A) Loss of access to past job logs and reduced debugging capability for completed jobs
B) Prevention of driver log accumulation during long-running jobs
C) Enhanced executor performance due to reduced log size
D) Improved job execution speed due to reduced logging overhead
5. What is a feature of Spark Connect?
A) Supports DataFrame, Functions, Column, SparkContext PySpark APIs
B) It has built-in authentication
C) It supports DataStreamReader, DataStreamWriter, StreamingQuery, and Streaming APIs
D) It supports only PySpark applications
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: C |


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