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Cloudera CCA175 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Ingestion	20%	- Import/export data between relational databases and HDFS - Ingest data into HDFS using Flume - Ingest data into HDFS using Sqoop
Topic 2: Application Configuration and Execution	10%	- Submit Spark applications via spark-submit - Set memory, cores, and execution parameters - Use Spark Shell (Scala/PySpark) for interactive analysis
Topic 3: Data Analysis	35%	- Use Spark SQL and interact with Hive metastore - Filter and sort datasets - Join multiple datasets - Perform aggregations and calculations - Create and query temporary views and tables
Topic 4: Transform, Stage, and Store Data	35%	- Load data from HDFS into Spark - Perform ETL operations using Spark API - Write transformed results back to HDFS - Read/write various file formats (CSV, JSON, Avro, Parquet, etc.)