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Cloudera CCA175 Exam Syllabus Topics:

SectionObjectives
Data Processing with Apache Spark- Spark SQL
  • 1. User-defined functions (UDFs)
    • 2. Querying structured data
      - Spark core operations
      • 1. RDD transformations and actions
        • 2. DataFrame and Dataset APIs
          Data Analysis with Hive and Impala- Impala performance querying
          • 1. Interactive SQL queries
            - Hive querying
            • 1. HiveQL basics
              • 2. Partitioning and bucketing
                Data Ingestion and ETL- Data ingestion methods
                • 1. Flume and Sqoop concepts
                  • 2. Batch ingestion pipelines
                    - Data transformation
                    • 1. Joining and aggregating data
                      • 2. Cleaning and filtering datasets
                        Data Storage and File Systems- File formats
                        • 1. Compression techniques
                          • 2. Parquet and ORC usage
                            - HDFS fundamentals
                            • 1. File operations in HDFS
                              • 2. Data replication and blocks
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