Artificial Intelligence & Human Life

4.9

Azure Data Engineer
Azure Data Engineer

Azure Data Engineer

4.9

Azure Data Engineer training offers hands-on experience with tools like Azure Synapse, Data Lake, and Data Factory, preparing you to design and manage data solutions for real-world cloud engineering.

No strict prerequisites; a basic understanding of cloud platforms and data management is helpful. Familiarity with data storage and databases is beneficial but not required.

Module 1: Introduction to Data Engineering on Azure

  • Overview of Data Engineering
  • Introduction to Azure Platform
  • Understanding Azure Data Services
  • Azure Data Engineering use cases

Module 2: Azure Fundamentals for Data Engineering

  • Azure Resource Management
    • Resource Groups, Subscriptions
    • Azure CLI, PowerShell, and ARM templates
  • Azure Storage
    • Azure Blob Storage, Azure Data Lake Storage
    • Data Lifecycle Management in Azure

Module 3: Azure Data Factory (ADF)

  • Introduction to Azure Data Factory
  • ETL/ELT in Data Engineering
    • Extract, Transform, and Load (ETL) concepts
    • Creating Pipelines in ADF
    • Data Movement using ADF
    • Data Transformation using ADF Mapping Data Flow
    • Integration with On-prem and Cloud Data Sources
    • Monitoring and Managing ADF Pipelines

Module 4: Azure Synapse Analytics

  • Overview of Azure Synapse
    • Synapse Workspaces
    • Serverless and Dedicated SQL Pool
    • Data Integration with Synapse Pipelines
    • Data Exploration and Visualization in Synapse
  • Data Warehousing in Synapse
    • Managing Data in Dedicated SQL Pool
    • Indexing, Partitioning, and Query Optimization
    • Data Loading Strategies

Module 5: Azure Databricks

  • Introduction to Azure Databricks
  • Apache Spark Fundamentals
    • Working with Spark SQL, DataFrames, and Datasets
    • Data Ingestion and Transformation using Spark
    • Machine Learning with Azure Databricks
    • Integration with Azure Data Lake and Blob Storage
  • Delta Lake
    • Introduction to Delta Lake, Implementing ACID Transactions

Module 6: Azure SQL Database & SQL Managed Instances

  • Azure SQL Database
    • Managed SQL Database Services
    • Security, Backup, and Disaster Recovery
    • High Availability and Performance Tuning
  • Azure SQL Managed Instances
    • Migration from On-prem to Managed Instances
    • Performance Optimization and Indexing

Module 7: Azure Cosmos DB

  • Introduction to Cosmos DB
    • Multi-model Database (Key-Value, Document, Column-Family)
    • Global Distribution, Partitioning, and Replication
  • Consistency Models
    • Eventual, Strong, and Session Consistency
  • Data Modeling in Cosmos DB
    • Partition Keys, Indexing, and Query Optimization

Module 8: Azure Data Lake

  • Data Lake Fundamentals
    • Introduction to Azure Data Lake Storage Gen2
    • Data Lake Architecture and Use Cases
    • Accessing and Managing Data in Data Lake
  • Security and Governance
    • Managing Access and Permissions (RBAC, ACLs)
    • Data Encryption and Security

Module 9: Azure Stream Analytics

  • Real-time Data Processing
    • Introduction to Azure Stream Analytics
    • Event Hubs and IoT Hub Integration
    • Stream Analytics Jobs and Queries
    • Real-time Data Ingestion and Processing

Module 10: Data Security and Compliance

  • Azure Security and Governance
    • Azure Active Directory, Role-Based Access Control (RBAC)
    • Data Encryption (in transit and at rest)
  • Compliance
    • GDPR, HIPAA, and Data Residency Requirements
  • Azure Key Vault
    • Secrets and Key Management

Module 11: Monitoring and Optimization

  • Monitoring Azure Data Solutions
    • Azure Monitor, Application Insights, and Log Analytics
  • Performance Tuning
    • Optimizing Storage and Compute Resources
    • Troubleshooting Bottlenecks in Data Pipelines
  • Cost Management
    • Managing Costs in Azure, Cost Optimization Strategies

Module 12: Capstone Project

  • Building an End-to-End Data Engineering Pipeline in Azure
    • Ingest data using Azure Data Factory
    • Process and Analyze Data with Azure Databricks or Azure Synapse
    • Store Data in Azure Data Lake or Azure SQL Database
    • Visualize Insights using Power BI
    • Apply Security, Monitoring, and Optimization best practices
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I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #1 content. Click edit button to change this text. One morning, when Gregor Samsa woke from troubled dreams, he found himself transformed in his bed into a horrible vermin.

I am tab #2 content. Click edit button to change this text. A collection of textile samples lay spread out on the table – Samsa was a travelling salesman.
I am tab #3 content. Click edit button to change this text. Drops of rain could be heard hitting the pane, which made him feel quite sad. How about if I sleep a little bit longer and forget all this nonsense.
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