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Databricks Associate-Developer-Apache-Spark-3.5 : Databricks Certified Associate Developer for Apache Spark 3.5 - Python

Associate-Developer-Apache-Spark-3.5

Exam Code: Associate-Developer-Apache-Spark-3.5

Exam Name: Databricks Certified Associate Developer for Apache Spark 3.5 - Python

Updated: Nov 09, 2026

Q & A: 135 Questions and Answers

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Databricks Associate-Developer-Apache-Spark-3.5 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Ingestion and Storage- Reading and writing data (Parquet, JSON, CSV)
- Delta Lake basics
Topic 2: Data Processing and Performance- Optimization techniques
- Caching and persistence strategies
- Joins and data partitioning
Topic 3: Spark SQL- Window functions and aggregations
- SQL queries on DataFrames and tables
Topic 4: Apache Spark Fundamentals- RDD vs DataFrame vs Dataset concepts
- Spark architecture and execution model
Topic 5: Structured Streaming Basics- Windowed aggregations in streaming
- Streaming DataFrames
Topic 6: DataFrame API with PySpark- DataFrame creation and schema management
- Built-in functions and expressions
- Transformations and actions

Databricks Certified Associate Developer for Apache Spark 3.5 - Python Sample Questions:

Question #1
A data engineer is building a Structured Streaming pipeline and wants the pipeline to recover from failures or intentional shutdowns by continuing where the pipeline left off.
How can this be achieved?

A. By configuring the option recoveryLocation during the SparkSession initialization
B. By configuring the option checkpointLocation during writeStream
C. By configuring the option checkpointLocation during readStream
D. By configuring the option recoveryLocation during writeStream


Question #2
What is the risk associated with this operation when converting a large Pandas API on Spark DataFrame back to a Pandas DataFrame?

A. The operation will load all data into the driver's memory, potentially causing memory overflow
B. Data will be lost during conversion
C. The conversion will automatically distribute the data across worker nodes
D. The operation will fail if the Pandas DataFrame exceeds 1000 rows


Question #3
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.DoubleType())
def simple_udf(t: float) -> float:
return t * 3.14159
B. @F.udf(T.IntegerType())
def simple_udf(t: int) -> int:
return t * 3.14159
C. @F.udf(T.DoubleType())
def simple_udf(t: int) -> int:
return t * 3.14159
D. @F.udf(T.IntegerType())
def simple_udf(t: float) -> float:
return t * 3.14159


Question #4
A Spark application developer wants to identify which operations cause shuffling, leading to a new stage in the Spark execution plan.
Which operation results in a shuffle and a new stage?

A. DataFrame.groupBy().agg()
B. DataFrame.select()
C. DataFrame.filter()
D. DataFrame.withColumn()


Question #5
A developer needs to produce a Python dictionary using data stored in a small Parquet table, which looks like this:

The resulting Python dictionary must contain a mapping of region -> region id containing the smallest 3 region_id values.
Which code fragment meets the requirements?
A)

B)

C)

D)

The resulting Python dictionary must contain a mapping of region -> region_id for the smallest 3 region_id values.
Which code fragment meets the requirements?

A. regions = dict(
regions_df
.select('region', 'region_id')
.sort('region_id')
.take(3)
)
B. regions = dict(
regions_df
.select('region_id', 'region')
.sort('region_id')
.take(3)
)
C. regions = dict(
regions_df
.select('region', 'region_id')
.sort(desc('region_id'))
.take(3)
)
D. regions = dict(
regions_df
.select('region_id', 'region')
.limit(3)
.collect()
)


Solutions:

Question #1
Correct Answer: B
Question #2
Correct Answer: A
Question #3
Correct Answer: A
Question #4
Correct Answer: A
Question #5
Correct Answer: A

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