Data Engineering Courses and Certifications

EDUCBA

Apache Spark: Design & Execute ETL Pipelines Hands-On

Master Apache Spark ETL pipeline design and execution with hands-on MySQL integration, incremental loading, and production-ready data engineering workflows.

• Coursera
• 4 hours 28 minutes
• Self-Paced
• Paid Course

Coursera

Automate Data Workflows with Airflow Excellence

Master production-ready Apache Airflow workflows with automated retry mechanisms, SLA monitoring, and parameterized pipelines for bulletproof data engineering reliability.

• Coursera
• 1 hour 23 minutes
• Self-Paced
• Paid Course

Packt

Streaming Big Data with Spark Streaming, Scala, and Spark 3!

Master real-time big data processing with Spark Streaming and Scala. Develop skills in RDDs, windowing, fault tolerance, and integration with external systems. Apply advanced techniques like stateful processing and machine learning.

• Coursera
• 8 hours 51 minutes
• Self-Paced
• Paid Course

EDUCBA

PySpark: Apply & Analyze Advanced Data Processing

Master advanced PySpark techniques for customer segmentation, text mining from images/PDFs, and Monte Carlo simulations to build scalable data-driven solutions.

• Coursera
• 3 hours 2 minutes
• Self-Paced
• Paid Course

EDUCBA

PySpark: Apply & Evaluate Predictive ML Models

Master PySpark's MLlib to build, evaluate, and deploy scalable regression, classification, and clustering models using distributed computing for real-world data analytics.

• Coursera
• 5 hours 15 minutes
• Self-Paced
• Paid Course

Whizlabs

Microsoft Fabric: Monitor and Optimize an Analytics Solution

Master monitoring, performance tuning, and troubleshooting within Microsoft Fabric's unified analytics platform for enterprise-scale data workloads and optimization.

• Coursera
• 13 hours 17 minutes
• Self-Paced
• Paid Course

Edureka

Microsoft Fabric Data Engineer: DP-700 Exam Prep

Master Microsoft Fabric data engineering for DP-700 certification with hands-on lakehouse design, real-time analytics, security implementation, and comprehensive exam prep.

• Coursera
• 22 hours 39 minutes
• Self-Paced
• Paid Course

Coursera

Automate Data Deployments with CI/CD Pipelines

Master enterprise-grade CI/CD pipelines to automate data deployments, configure GitHub Actions workflows, and transform manual processes into reliable production systems.

• Coursera
• 1 hour 26 minutes
• Self-Paced
• Paid Course

Packt

Building Modern Data Applications Using Databricks Lakehouse

Master Databricks Lakehouse to build scalable data applications with Delta Live Tables, Unity Catalog governance, and Terraform deployment for production-ready pipelines.

• Coursera
• 11 hours 13 minutes
• Self-Paced
• Paid Course

Edureka

Machine Learning with PySpark

Master distributed machine learning using PySpark MLlib to build scalable models, process large datasets, and implement advanced algorithms for classification, regression, and clustering in a big data environment.

• Coursera
• 13 hours 27 minutes
• Self-Paced
• Paid Course

Data Processing, Exploratory Analysis and Visualization

Master distributed computing with Apache Spark, PySpark, and Spark SQL, then create compelling Power BI dashboards for large-scale data analysis and business insights.

• Coursera
• 1 day 5 hours 10 minutes
• Self-Paced
• Paid Course

Coursera Career Certificate

Machine Learning Made Easy for Software Engineers

Master the full ML lifecycle—from training and optimizing models to deploying production-ready microservices—with hands-on projects covering pipelines, monitoring, and debugging.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses

Coursera

Build & Publish Versioned Docker Images

Master enterprise-grade Docker containerization for data engineering workflows, eliminating environment inconsistencies and accelerating production deployment pipelines.

• Coursera
• 1 hour 36 minutes
• Self-Paced
• Paid Course

Real-Time Big Data Access using HBase: Boosting Performance

Explore HBase for real-time big data processing, covering fundamentals, schema design, querying, and deployment strategies. Gain hands-on experience in optimizing performance and scalability.

• Coursera
• 20 hours 15 minutes
• Self-Paced
• Paid Course

Coursera

SQL Window Functions for Data

Master SQL window functions to compute rolling averages, rankings, and time-series metrics using OVER() clauses, enabling advanced analytics beyond traditional GROUP BY in data engineering workflows.

• Coursera
• 1 hour 34 minutes
• Self-Paced
• Paid Course