Azure Data Engineering Repository
Welcome to the Azure Data Engineering! This repository is designed to be your one-stop shop for all materials, code examples, and resources related to our journey through the world of Data Engineering. Whether you're a beginner or someone looking to brush up on your skills, this repository will provide you with everything you need to master the essentials.
Contents
1. Azure Data Engineering
- Overview of Azure Services: Introduction to key Azure services relevant to data engineering, including Azure Data Lake, Azure Synapse, and Azure Databricks.
- Hands-on Labs: Practical exercises and examples to help you deploy, manage, and optimize data pipelines on Azure.
2. SQL for Data Engineers
- SQL Basics: Review of foundational SQL concepts, including SELECT statements, joins, and subqueries.
- Advanced SQL Techniques: Dive into more complex queries, optimization strategies, and SQL in the context of big data.
3. Python for Data Engineering
- Introduction to Python: Basics of Python programming, including data types, control structures, and functions.
- Data Manipulation with Pandas: Learn how to use Pandas for data manipulation, cleaning, and analysis.
- Data Pipelines: Building and automating data pipelines using Python.
4. PySpark for Big Data
- Introduction to PySpark: Overview of PySpark and its role in big data processing.
- Data Processing with PySpark: Learn how to use PySpark for distributed data processing, including working with RDDs and DataFrames.
5. Additional Topics
- ETL Processes: Understanding ETL (Extract, Transform, Load) processes and best practices for implementing them.
- Data Lakes and Warehouses: A comparative study of data lakes vs. data warehouses and their respective use cases.
6. DP-203 Labs
- Lab-01: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/01-Explore-Azure-Synapse.html
- Lab-02: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/02-Analyze-data-with-sql.html
- Lab-03: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/03-Transform-data-with-sql.html
- Lab-04: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/04-Create-a-Lake-Database.html
- Lab-05: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/05-Analyze-files-with-Spark.html
- Lab-06: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/06-Transform-Data-with-Spark.html
- Lab-07: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/07-Use-delta-lake.html
- Lab-08: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/08-Explore-data-warehouse.html
- Lab-09: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/09-Load-Data-into-Data-Warehouse.html
- Lab-10: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/10-Synpase-pipeline.html
- Lab-11: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/11-Spark-nobook-in-Synapse-Pipeline.html
- Lab-12: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/14-Synapselink-cosmos.html
- Lab-13: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/15-Synapse-link-sql.html
- Lab-14: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/17-stream-analytics.html
- Lab-15: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/18-Ingest-stream-synapse.html
- Lab-16: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/19-Stream-Power-BI.html
- Lab-17: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/22-Synapse-purview.html
- Lab-18: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/23-Explore-Azure-Databricks.html
- Lab-19: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/24-Analyze-Files-in-Azure-Databricks.html
- Lab-20: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/25-Delta-lake-in-Azure-Databricks.html
- Lab-21: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/26-Azure-Databricks-SQL.html
- Lab-22: https://microsoftlearning.github.io/dp-203-azure-data-engineer/Instructions/Labs/27-Azure-Databricks-Data-Factory.html