Module 1: Python Programming for Data Engineering

• Introduction to Python & Features

• Identifiers, Reserved Words & Data Types

• Type Casting & Operators

• Input/Output Statements & Flow Control

• String, List, Tuple, Set & Dictionary Data Types

• Return Functions & Lambda Functions

• Python Modules & Packages

• Exception Handling & File Handling

• Decorators, Generators & OOPS Concepts

Module 2: SQL & Database Management

• Database, RDBMS & Data Warehouse Fundamentals

• DDL, DML, TCL, DCL, DQL Commands

• SELECT Queries, Joins, Subqueries & Set Operators

• SQL Functions: String, Number, Date, Conversion

• Constraints, Keys & Views

• Window Functions: RANK, ROW_NUMBER, LEAD, LAG

• Case Expressions & Conditional Logic

• Practice Sessions & Real-Time Queries

Module 3: PySpark for Big Data Processing

• Introduction to Spark & Architecture

• Reading & Writing Files (CSV, JSON, Parquet)

• DataFrames & Transformations (SELECT, FILTER, GROUPBY, UNION, PIVOT, etc.)

• Joins & Window Functions

• Spark Components: RDD, Catalyst Optimizer, DAG

• Spark Performance: Repartition, Coalesce, Cache, Persist

• Advanced Concepts: AQE, Broadcast Join, Predicate Pushdown

• Jobs, Stages & Tasks Explained

Module 4: Azure Databricks & Data Factory

• Creating Azure Account & Environment Setup

• Introduction to Databricks & ADF

• Databricks Notebooks, Workspace & Clusters

• DBUTILS, Unity Catalog & Metastore

• Reading/Writing Parquet, JSON, CSV Files

• SCD (Slowly Changing Dimensions) & Optimization Techniques

• Mount Points, Azure Key Vault & Storage

• Azure Logic App & Data Security

• Data Factory: Pipelines, Datasets & Activities

• End-to-End ETL Pipeline Development in ADF

✔ Building ETL Pipelines with Azure Data Factory
✔ Real-time Data Processing with PySpark
✔ SQL-Based Data Warehouse Design
✔ Data Integration with Azure Databricks & Cloud Storage
✔ Capstone Project: End-to-End Data Engineering Solution

• Resume Building & Job Portal Profile Creation

• Mock Interviews & HR Preparation

• Email Writing & Communication Skills

• Internship Certification upon Completion

• Placement Assistance with Leading IT Companies

✅ Hands-on Training with Industry Tools
✅ Expert Mentorship & Real-World Projects
✅ Internship & Certification Program
✅ Placement Assistance & Career Guidance
✅ Cloud & Big Data Focused Curriculum