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course | Data Engineering with ETL/ELT Pipelines

Join the Data Engineerin... course taught in English

DIGTR-3177 | Data Engineering with ETL/ELT Pipelines

Course Sector : Digital Transformation and Innovation

Duration
Date from
Date to Course Venue Course fees Book a course
5 Days30/08/202603/09/2026Cairo$4,250 Book now
5 Days11/10/202615/10/2026Online$2,150 Book now
5 Days05/04/202709/04/2027Dubai$4,250 Book now
5 Days13/06/202717/06/2027Riyadh$4,250 Book now

Course Introduction

ETL and ELT pipelines are the backbone of modern data architecture, enabling organizations to efficiently move, transform, and store data for analytics and business intelligence. This program equips participants with intermediate-level skills to design, develop, and optimize ETL/ELT workflows using SQL, Python, and orchestration tools.

 

Participants will gain hands-on knowledge of data ingestion, transformation, and pipeline automation, preparing them to manage complex datasets and integrate multiple sources efficiently.


Course objective

  • Design and implement scalable ETL/ELT pipelines.
  • Perform advanced data transformations and modeling using SQL and Python.
  • Optimize pipeline performance for large datasets.
  • Schedule, monitor, and orchestrate data workflows.
  • Ensure data quality, integrity, and governance in pipeline

Course audience

  • Data Engineers
  • Database Administrators (DBAs)
  • Data Analysts and BI Professionals
  • Software Developers

Course Outline | DAY 01

Fundamentals of ETL/ELT Development

 

  • ETL vs ELT concepts and best practices
  • Data ingestion from multiple sources
  • Data transformation techniques
  • Introduction to data quality and validation
  • Overview of ETL/ELT tools and frameworks

Course Outline | DAY 02

Advanced SQL for Data Transformation

 

  • Complex joins, window functions, and CTEs
  • Aggregations, subqueries, and stored procedures
  • Data modeling for analytics
  • Performance tuning of SQL queries
  • Using SQL for pipeline transformations

Course Outline | DAY 03

Python for Data Engineering

 

  • Data extraction, cleaning, and transformation with Python
  • Pandas for structured data manipulation
  • Integrating Python scripts into ETL workflows
  • Error handling and logging
  • Python best practices for pipeline development

Course Outline | DAY 04

Introduction to Apache Spark & PySpark

 

  • Spark architecture and RDD/DataFrame concepts
  • PySpark for ETL and data transformation
  • Spark SQL and DataFrame operations
  • Optimizing Spark jobs for performance
  • Partitioning and caching strategies

Course Outline | DAY 05

Data Orchestration and Pipeline Automation

 

  • Scheduling pipelines with Airflow/Prefect
  • Dependency management and monitoring
  • Error handling and alerting
  • Pipeline versioning and reproducibility
  • Best practices for production-grade data workflows
Course Certificates
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BOOST’s Professional Attendance Certificate “BPAC”

BPAC is always given to the delegates after completing the training course,and depends on their attendance of the program at a rate of no less than 80%,besides their active participation and engagement during the program sessions.

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ETL (Extract, Transform, Load) pipelines transform data before loading it into a destination, while ELT (Extract, Load, Transform) pipelines load raw data first and perform transformations within the target data platform.
An ETL pipeline is a workflow that extracts data from multiple sources, transforms it into a usable format, and loads it into a data warehouse or database for reporting and analytics.
ETL transforms data before loading, making it suitable for traditional data warehouses, whereas ELT loads raw data first and transforms it afterward, making it ideal for modern cloud-based data platforms.
No. ETL is a data integration process, while a data engineer is the professional who designs, builds, manages, and optimizes ETL/ELT pipelines and other data infrastructure.
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