Bootcamp: Data Engineering & Big Data Technologies

Master large-scale data pipelines, ETL processes, and modern data infrastructure.

14 Weeks
Online / Offline
English & Tamil
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Course Curriculum

1. Introduction to Data Engineering

  • Data Engineering vs Data Science
  • The Data Lifecycle (Ingestion, Storage, Processing)
  • OLTP vs OLAP Architecture
  • Modern Data Stack Overview

2. SQL & Relational Databases Deep Dive

  • Advanced SQL Queries & Window Functions
  • Database Normalization and Denormalization
  • Indexing and Query Optimization
  • PostgreSQL for Data Engineers

3. NoSQL & Distributed Data Stores

  • Document Stores (MongoDB)
  • Columnar Databases (Cassandra)
  • Key-Value Stores (Redis)
  • Graph Databases overview

4. Data Warehousing & Snowflake

  • Data Warehouse Architecture (Star vs Snowflake Schema)
  • Introduction to Snowflake Cloud Data Platform
  • Virtual Warehouses and Scaling
  • Data Loading and Unloading in Snowflake

5. Big Data Processing with Apache Spark

  • Spark Architecture and RDDs
  • Spark SQL and DataFrames
  • Performance Tuning in Spark
  • PySpark for Data Processing

6. Real-Time Data Streaming with Apache Kafka

  • Kafka Architecture (Topics, Brokers, Partitions)
  • Producers and Consumers in Node/Python
  • Kafka Connect and Streams
  • Real-time processing patterns

7. ETL & Data Pipelines

  • Extract, Transform, Load Principles
  • Building pipelines with Apache Airflow
  • DAGs (Directed Acyclic Graphs)
  • Handling pipeline failures and retries

8. Cloud Data Ecosystems (AWS / Azure)

  • AWS S3, Redshift, and Athena
  • Azure Data Lake & Synapse Analytics
  • Serverless Data Processing
  • Managing permissions and roles

9. Data Governance & Security

  • Data Privacy regulations (GDPR, CCPA)
  • Data Lineage and Cataloging
  • Encryption in transit and at rest
  • Role-based access control (RBAC)

10. Capstone Project: End-to-End Pipeline

  • Ingesting real-time stream data
  • Processing via Spark & orchestrating via Airflow
  • Loading into Snowflake
  • Performance presentation and code review

Take the Next Step in Your Career

Join our comprehensive Bootcamp: Data Engineering & Big Data Technologies program and gain real-world skills that employers demand.