Skill pathway
Data Engineering
Data
Building data pipelines, platforms and reliable data workflows.
Why employers ask for Data Engineering
Data Engineering shows up in the skill requirements for 1 of the Australian careers we track, including Data Engineer.
Where to learn Data Engineering
Start here (beginner)
Microsoft Learn
Explore analytics data stores in Microsoft Fabric
Microsoft Learn
Define and implement continuous integration
Chegg Skills
Python for Data Analytics and Engineering
Whizlabs
Exam Prep DP-700: Microsoft Fabric Data Engineer Associate
Edureka
Microsoft Fabric Analytics Engineer: DP-600 Exam Prep
IBM
IBM Relational Database Administrator with GenAI
Microsoft Learn
Implement a data warehouse with Microsoft Fabric
Microsoft Learn
Get started with Real-Time Intelligence in Microsoft Fabric
Microsoft Learn
Use Eventstream in Microsoft Fabric
Snowflake
Snowflake Data Engineering
Microsoft Learn
Implement a data science and machine learning solution for AI in Microsoft Fabric
Whizlabs
Google Cloud Certified Professional Data Engineer
Coursera
Real-Time, Real Fast: Kafka & Spark for Data Engineers
DeepLearning.AI
DeepLearning.AI Data Engineering
Microsoft Learn
Implement a Data Streaming Solution with Azure Stream Analytics
Microsoft Learn
Get started with data warehouses in Microsoft Fabric
Microsoft Learn
Discover and connect to data in OneLake
Google Cloud
Data Engineering, Big Data, and Machine Learning on GCP
Microsoft Learn
Create cloud-native apps and services with .NET and ASP.NET Core
EDUCBA
Microsoft Azure: Cloud Solutions Mastery
Coursera
Data Pipeline Engineering & Analytics
IBM
IBM Data Warehouse Engineer
Duke University
Applied Python Data Engineering
Coursera
Level Up: Advanced SQL for Data Engineering
IBM
IBM Business Intelligence (BI) Analyst
Microsoft Learn
Secure data access in Microsoft Fabric
EDUCBA
Advanced SAS Programming, Macros & Reporting
EDUCBA
Apply and Analyze Sqoop for Hadoop ETL
Microsoft
Microsoft Fabric Analytics Engineer DP-600
Coursera
Open source Data Engineering with Spark, dbt & Airflow
Microsoft Learn
Monitor activities in Microsoft Fabric
LearnKartS
Apache Kafka
Pragmatic AI Labs
Enterprise AI and Data Engineering with Databricks
EDUCBA
Analyze and Manage Enterprise Data Analytics Systems
EDUCBA
Talend Data Integration & ETL Workflow Mastery
IBM
BI Foundations with SQL, ETL and Data Warehousing
Coursera
Building Smarter Data Pipelines: SQL, Spark, Kafka & GenAI
LearnKartS
AWS Certified Data Engineer Associate Exam Prep
Google Cloud
Professional Cloud Architect Part 2: AI, Security, & Ops
Edureka
Data Engineering with Open Source Tools
IBM
IBM Data Engineering
Coursera
DataOps: Automation & Reliability
Coursera
Git, Docker & CI/CD: DevOps Foundations for Data Engineers
Duke University
Python, Bash and SQL Essentials for Data Engineering
Packt
Solutions Architect’s Handbook
Microsoft Learn
Implement continuous integration and continuous delivery (CI/CD) in Microsoft Fabric
EDUCBA
Apache Avro & Kafka Data Engineering Projects
Microsoft Learn
Get started with lakehouses in Microsoft Fabric
EDUCBA
Spark and Python for Big Data with PySpark
Microsoft Learn
Secure a Microsoft Fabric data warehouse
KodeKloud
Hands-On MLOps Fundamentals for ML Engineers
IBM
Generative AI for Data Engineers
Microsoft Learn
Design a SQL Server migration strategy
Nationally Recognised Training
Diploma of Machine Learning and Artificial Intelligence Technology
Microsoft Learn
Introduction to Copilot in Microsoft Fabric
The Skill Valley
Modern Data Engineering & Architecture
IBM
Data Engineering Foundations
Google Cloud
Preparing for Google Cloud Certification: Cloud Data Engr
Go further
Microsoft Learn
Ingest data with Microsoft Fabric
Microsoft Learn
Manipulate data by using code in Dynamics 365 Business Central
Microsoft Learn
Deploy and maintain data pipelines and workloads with Azure Databricks
Microsoft Learn
Set up and configure an Azure Databricks environment
Microsoft Learn
Design and transform analytics data in Microsoft Fabric
Microsoft Learn
Prepare and process data with Azure Databricks
Microsoft Learn
Manage a Microsoft Fabric environment
Microsoft Learn
Ingest Data with Dataflows Gen2 in Microsoft Fabric
Microsoft Learn
Understand Azure Databricks Integrations
Microsoft Learn
Design and develop database solutions
Microsoft Learn
Architect AI solutions for business productivity
Microsoft Learn
Secure and govern Unity Catalog objects in Azure Databricks
Microsoft Learn
Plan and implement data platform resources
Microsoft Learn
Get started with Copilot in Microsoft Fabric for Data Warehouse
Microsoft Learn
Design ALM process for AI-powered business solutions
Microsoft Learn
Evaluate costs and benefits of AI solutions
Microsoft Learn
Introduction to agentic AI business solutions
Microsoft Learn
Design overall AI strategy for business solutions
Microsoft Learn
Monitor, analyze, and tune AI agents
Microsoft Learn
Get started with data engineering on Azure
Microsoft Learn
Orchestrate configuration of prebuilt agents and apps
Microsoft Learn
Design responsible AI security, governance, risk management, and compliance
Microsoft Learn
Analyze requirements for AI-powered business solutions
Microsoft Learn
Work with Delta Lake tables in Microsoft Fabric
Microsoft Learn
Secure Unity Catalog objects
Microsoft Learn
Transform data using notebooks in Microsoft Fabric
Microsoft Learn
Transform data using T-SQL in Microsoft Fabric
Microsoft Learn
Understand Azure Databricks architecture
Microsoft Learn
Create and organize objects in Unity Catalog
Microsoft Learn
Use Apache Spark in Azure Databricks
Microsoft Learn
Implement programmability objects with SQL
Microsoft Learn
Govern Unity Catalog objects
Microsoft Learn
Manage testing AI-powered business solutions
Microsoft Learn
Prepare to teach DP-203: Microsoft Azure Data Engineering
Microsoft Learn
Visualize real-time data with Azure Stream Analytics and Power BI
Microsoft Learn
Deploy and manage Azure IaaS Active Directory domain controllers in Azure
Microsoft Learn
Design and implement data pipelines with Azure Databricks
Microsoft Learn
Introduction to data engineering on Azure
Microsoft Learn
Work smarter with Copilot in Microsoft Fabric
Microsoft Learn
Transform data using Dataflows Gen2 in Microsoft Fabric
Microsoft Learn
Deploy SAP on Azure
Microsoft Learn
Implement a Lakehouse with Microsoft Fabric
Microsoft Learn
Use Apache Spark in Microsoft Fabric
Microsoft Learn
Design and implement Azure ExpressRoute
Microsoft Learn
Monitor, troubleshoot and optimize workloads in Azure Databricks
Microsoft Learn
Ingest streaming data using Azure Stream Analytics
Microsoft Learn
Write advanced T-SQL code
Microsoft Learn
Configure and Provision Environments
Microsoft Learn
Design and implement database objects with SQL
Microsoft Learn
Cleanse, transform, and load data into Unity Catalog
Microsoft Learn
Implement and manage data quality constraints with Azure Databricks
Microsoft Learn
Design AI agents for business solutions
Microsoft Learn
Manage Copilot in Microsoft Fabric
Microsoft Learn
Ingest data into Unity Catalog
Microsoft Learn
Implement Lakeflow Jobs with Azure Databricks
Microsoft Learn
Implement development lifecycle processes in Azure Databricks
Microsoft Learn
Implement Microsoft Fabric Data Agents (chat with your data)
Microsoft Learn
Design and implement data modeling with Azure Databricks