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Big Data Engineer Certification Syllabus

Big Data Fundamentals and Architecture

Covers big data concepts, the V's of big data, distributed computing principles, and architectural patterns.

15%
Weight
15
Questions
15
Marks

Big Data Characteristics

  • 5 V's (Volume, Velocity, Variety, Veracity, Value)
  • Batch vs Streaming Data
  • Lambda and Kappa Architectures
  • Data Mesh Concepts

Distributed Computing

  • CAP Theorem
  • MapReduce Paradigm
  • Distributed File Systems (HDFS)
  • Cluster Management

Data Ingestion and Storage

Covers ingesting data from various sources, data lake design, and storage technologies.

20%
Weight
20
Questions
20
Marks

Data Ingestion

  • Apache Kafka
  • Apache Flume
  • Sqoop
  • AWS Kinesis
  • Azure Event Hubs
  • Google Pub/Sub

Data Storage

  • HDFS
  • Amazon S3
  • Azure Data Lake Storage Gen2
  • Google Cloud Storage
  • Delta Lake
  • Apache Iceberg

Data Processing and Transformation

Covers batch and stream processing frameworks, ETL/ELT pipelines, and data transformation techniques.

25%
Weight
25
Questions
25
Marks

Apache Spark

  • Spark Core
  • Spark SQL
  • Spark Streaming
  • DataFrames and Datasets
  • MLlib Overview

Stream Processing

  • Apache Flink
  • Kafka Streams
  • Spark Structured Streaming
  • Windowing and Watermarks

Pipeline Design and Tools

  • Apache Airflow
  • AWS Glue
  • Azure Data Factory
  • dbt (Data Build Tool)
  • Data Quality Checks

NoSQL and Distributed Databases

Covers NoSQL database types, use cases, and distributed database management.

15%
Weight
15
Questions
15
Marks

NoSQL Database Types

  • Document Stores (MongoDB)
  • Column Stores (Apache Cassandra, HBase)
  • Key-Value Stores (Redis)
  • Graph Databases (Neo4j)

Database Selection and Design

  • NoSQL vs RDBMS Trade-offs
  • Consistency Models
  • Partitioning and Sharding
  • Replication Strategies

Cloud Big Data Platforms

Covers big data services on AWS, Azure, and Google Cloud Platform.

15%
Weight
15
Questions
15
Marks

AWS Big Data Services

  • Amazon EMR
  • AWS Glue
  • AWS Redshift
  • Amazon Athena
  • AWS Lake Formation

Azure and GCP Big Data

  • Azure Databricks
  • Azure Synapse Analytics
  • Google BigQuery
  • Google Dataflow
  • Google Dataproc

Data Governance, Security, and Optimization

Covers securing big data environments, data quality governance, and performance optimization.

10%
Weight
10
Questions
10
Marks

Security and Compliance

  • HDFS Encryption
  • Kerberos Authentication
  • Role-Based Access Control
  • Data Masking
  • Audit Logging

Optimization Techniques

  • Spark Tuning
  • Partitioning Strategies
  • Columnar Storage (Parquet, ORC)
  • Caching and Broadcast Joins

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Hi! I'm your AI Tutor. Let's create a personalized study plan for your Big Data Engineer Certification certification.

I need help understanding Big Data Fundamentals and Architecture

Smart Flash Cards

AI-generated flash cards that adapt to your learning progress

  • Spaced repetition system
  • Progress tracking

Timed Exams

Simulate real exam conditions with timed practice tests

  • Exam-like environment
  • Time management skills

Practice Tests

Comprehensive question bank with detailed explanations

  • Latest exam patterns
  • Detailed solutions

Mind Maps

Visual learning tools to connect and remember concepts

  • Interactive diagrams
  • Topic relationships

Track Your Progress

Get detailed insights into your learning journey with our advanced analytics

  • Topic-wise performance analysis
  • Real-time progress tracking
  • Weak area identification

Learning Progress

Big Data Fundamentals and Architecture 85%
Data Ingestion and Storage 92%

Practice Test Scores

95%
Latest Score
Above passing threshold

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1

Assessment

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2

Practice

Targeted practice tests and questions focused on your weak areas

3

Master

Real exam simulations and final preparation with AI feedback

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