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

SectionWeightObjectives
Topic 1: Apache Spark Architecture and Components20%- Spark Architecture
  • 1. Driver and Executor roles
  • 2. Cluster managers
  • 3. Adaptive Query Execution
  • 4. Lazy evaluation
Topic 2: Structured Streaming10%- Streaming Applications
  • 1. Streaming sources and sinks
  • 2. Output modes
  • 3. Structured Streaming concepts
  • 4. Triggers and checkpoints
Topic 3: Using Spark SQL20%- Spark SQL Operations
  • 1. Window functions
  • 2. Built-in SQL functions
  • 3. Joins and subqueries
  • 4. Filtering and sorting data
  • 5. Aggregations and grouping
Topic 4: Troubleshooting and Tuning10%- Performance Optimization
  • 1. Shuffle optimization
  • 2. Caching and persistence
  • 3. Broadcast joins
  • 4. Execution plan analysis
Topic 5: Using Pandas API on Spark5%- Pandas API
  • 1. Pandas transformations
  • 2. Pandas on Spark DataFrames
  • 3. Interoperability with PySpark
Topic 6: Developing Apache Spark DataFrame API Applications30%- DataFrame Operations
  • 1. Handling null values
  • 2. Creating and transforming DataFrames
  • 3. User Defined Functions
  • 4. Working with complex data types
  • 5. Reading and writing data
  • 6. Partitioning data
  • 7. Selecting and renaming columns
Topic 7: Using Spark Connect to Deploy Applications5%- Spark Connect
  • 1. Client-server architecture
  • 2. Remote Spark sessions
  • 3. Application deployment

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

1. Given the code fragment:

import pyspark.pandas as ps
psdf = ps.DataFrame({'col1': [1, 2], 'col2': [3, 4]})
Which method is used to convert a Pandas API on Spark DataFrame (pyspark.pandas.DataFrame) into a standard PySpark DataFrame (pyspark.sql.DataFrame)?

A) psdf.to_pandas()
B) psdf.to_spark()
C) psdf.to_pyspark()
D) psdf.to_dataframe()


2. 9 of 55.
Given the code fragment:
import pyspark.pandas as ps
pdf = ps.DataFrame(data)
Which method is used to convert a Pandas API on Spark DataFrame (pyspark.pandas.DataFrame) into a standard PySpark DataFrame (pyspark.sql.DataFrame)?

A) pdf.to_spark()
B) pdf.to_dataframe()
C) pdf.to_pandas()
D) pdf.spark()


3. 27 of 55.
A data engineer needs to add all the rows from one table to all the rows from another, but not all the columns in the first table exist in the second table.
The error message is:
AnalysisException: UNION can only be performed on tables with the same number of columns.
The existing code is:
au_df.union(nz_df)
The DataFrame au_df has one extra column that does not exist in the DataFrame nz_df, but otherwise both DataFrames have the same column names and data types.
What should the data engineer fix in the code to ensure the combined DataFrame can be produced as expected?

A) df = au_df.unionAll(nz_df)
B) df = au_df.unionByName(nz_df, allowMissingColumns=False)
C) df = au_df.unionByName(nz_df, allowMissingColumns=True)
D) df = au_df.union(nz_df, allowMissingColumns=True)


4. A data engineer needs to write a DataFrame df to a Parquet file, partitioned by the column country, and overwrite any existing data at the destination path.
Which code should the data engineer use to accomplish this task in Apache Spark?

A) df.write.mode("overwrite").parquet("/data/output")
B) df.write.partitionBy("country").parquet("/data/output")
C) df.write.mode("overwrite").partitionBy("country").parquet("/data/output")
D) df.write.mode("append").partitionBy("country").parquet("/data/output")


5. A data engineer wants to process a streaming DataFrame that receives sensor readings every second with columns sensor_id, temperature, and timestamp. The engineer needs to calculate the average temperature for each sensor over the last 5 minutes while the data is streaming.
Which code implementation achieves the requirement?
Options from the images provided:

A)

B)

C)

D)


Solutions:

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

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