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| Section | Weight | Objectives |
|---|---|---|
| Application Configuration and Execution | 10% | - Set memory, cores, and execution parameters - Use Spark Shell (Scala/PySpark) for interactive analysis - Submit Spark applications via spark-submit |
| 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.) |
| Data Ingestion | 20% | - Ingest data into HDFS using Flume - Ingest data into HDFS using Sqoop - Import/export data between relational databases and HDFS |
| Data Analysis | 35% | - Create and query temporary views and tables - Join multiple datasets - Perform aggregations and calculations - Use Spark SQL and interact with Hive metastore - Filter and sort datasets |
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