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Course Syllabus

Cloud Computing

1. Data Engineering - AWS Syllabus

  • 1.Introduction to Data Engineering
  • doubleTick What is Data Engineering & Key Concepts
  • doubleTick Key Concepts
  • doubleTick Data Collection, Data Storage, Data Processing, Data Quality & Governance, Scalability & Performance, Data Integration, Data Security, Data Architecture, Monitoring & Optimization, Collaboration & Communication
  • Data engineering vs Data science
  • doubleTick Overview of Data Engineering Tools & Workflows
  • 2.Linux & Python Programming
  • doubleTick Linux Basics for File System Navigation & Management
  • doubleTick File System Navigation, File Management, File Viewing & Editing, File Compression & Archiving
  • doubleTick Python Programming Fundamentals & Control Structures
  • doubleTick Variables, Data Types, Basic Input & Output, Control Structure, Functions, Error Handling
  • doubleTick Foundation in Linux & Python for Data Engineering
  • 3.Data Storage
  • doubleTick Relational Databases
  • doubleTick Key Concepts
  • doubleTick Tables, Primary & Foreign Key, Normalization, SQL (Structured Query Language), ACID (Atomicity, Consistency, Isolation, Durability) Properties
  • doubleTick Common Relational Database Management Systems (RDBMS)
  • doubleTick MySQL, PostgreSQL, Oracle Database, SQL Server
  • doubleTick MongoDB: NoSQL with MongoDB
  • doubleTick Key Concepts
  • doubleTick Documents, Collections, Fields, Indexes, Query Language, Aggregation Framework
  • doubleTick Advantages of MongoDB for Data Engineering
  • doubleTick Flexibility, Scalability, Performance, Developer Productivity
  • doubleTick Cassandra: Distributed NoSQL with Cassandra
  • doubleTick Key Concepts
  • doubleTick Distributed Architecture, Data Model, Scalability, Partitioning, Replication, Consistency Levels, CQL (Cassandra Query Language)
  • doubleTick Advantages of Cassandra for Data Engineering
  • doubleTick Scalability, High Availability, Performance, Flexibility
  • doubleTick ClickHouse: Columnar analytics with ClickHouse
  • doubleTick Key Concepts
  • doubleTick Columnar Storage, Distributed Architecture, Data Types, SQL Interface, High Performance, Materialized Views
  • doubleTick Advantages of ClickHouse for Data Engineering
  • doubleTick High Performance, Scalability, Efficient Storage
  • 4. Data Integration & Orchestration
  • doubleTick Introduction to Data Integration & Orchestration
  • doubleTick Key Concepts of Data Integration
  • doubleTick Extract, Transform, Load (ETL), Data Quality & Governance, Batch & Real-time Integration
  • doubleTick Key Concepts of Data Orchestration
  • doubleTick Workflow & Dependency Management, Scheduling & Monitoring
  • doubleTick Tools & Technologies for Data Integration & Orchestration
  • doubleTick ETL (Extract, Transform, Load) Tools, Workflow Orchestration Tools, Streaming Platforms, Cloud Data Integration Services
  • doubleTick Introduction to Apache Airflow
  • doubleTick Key Concepts
  • doubleTick Directed Acyclic Graphs (DAGs), Operators, Schedulers, Executors, Web UI, Plugins
  • doubleTick Use Cases
  • doubleTick ETL (Extract, Transform, Load) processes, Data Pipeline Orchestration & Automation, Data Warehousing & Analytics, Real-time Data Processing & Streaming Analytics
  • doubleTick Advantages of Apache Airflow
  • doubleTick Workflow Orchestration, Scalability, Flexibility, Monitoring & Logging
  • doubleTick Introduction to Apache Nifi for Data Integration
  • doubleTick Key Concepts
  • doubleTick FlowFile, Processor, Connection, Flow Controller, Data Provenance, Templates
  • doubleTick Use Cases
  • doubleTick Real-time Data Ingestion & Processing, Data Routing & Transformation, Log & Event Data Collection & Analysis, Data Replication & Synchronization, IoT (Internet of Things) Data Processing, Data Migration & ETL (Extract, Transform, Load) processes
  • doubleTick Advantages of Apache NiFi
  • doubleTick Ease of Use, Scalability, Reliability
  • 5.Batch Data Processing
  • doubleTick Introduction to Hadoop
  • doubleTick Key Components
  • doubleTick Hadoop Distributed File System (HDFS), MapReduce, YARN (Yet Another Resource Negotiator), Hadoop Common & Ecosystem
  • doubleTick Advantages of Hadoop
  • doubleTick Scalability, Fault Tolerance, Cost-Effectiveness, Flexibility
  • doubleTick Spark for Batch Data Processing
  • doubleTick Key Concepts
  • doubleTick Resilient Distributed Dataset (RDD), Transformations & Actions, Spark SQL & Streaming, MLlib, GraphX
  • doubleTick Use Cases
  • doubleTick ETL (Extract, Transform, Load) processes, Batch processing of Large-Scale Data Sets, Data Warehousing & Analytics, Machine Learning Model Training & Evaluation, Stream processing & Real-Time Analytics, Graph processing & Network Analysis
  • doubleTick Advantages of Spark for Batch Data Processing
  • doubleTick Speed, Scalability, Ease of Use, Versatility
  • doubleTick Advanced Spark for Batch Processing
  • 6.Streaming Data Processing
  • doubleTick Introduction to Streaming Data Processing
  • doubleTick Key Concepts
  • doubleTick Event Stream, Stream Processing, Event Time vs. Processing Time, Fault Tolerance, Windowing, Exactly-once Semantics
  • doubleTick Streaming Data Processing Architectures
  • doubleTick Stream-First Architecture, Lambda Architecture, Kappa Architecture
  • doubleTick Real-time Data Processing with Kafka Streams
  • doubleTick Real-time Processing with Apache Flink
  • 7.Production Data Engineering
  • doubleTick Production Deployment of Data Pipelines
  • doubleTick Infrastructure Setup
  • doubleTick Environment Configuration, Cluster Management, Storage
  • doubleTick Dependency Management
  • doubleTick Dependency Isolation & Management Tools
  • doubleTick Pipeline Deployment
  • doubleTick Orchestration, CI/CD Pipelines
  • doubleTick Monitoring & Alerting
  • doubleTick Logging, Metrics Monitoring, Alerting
  • doubleTick Scalability & Performance Optimization
  • doubleTick Horizontal Scaling & Optimization Techniques
  • doubleTick Security & Compliance
  • doubleTick Data Encryption, Access Control, Compliance Requirements
  • doubleTick Disaster Recovery & Backup, Documentation & Knowledge Sharing
  • doubleTick Monitoring, Logging, Alerting
  • doubleTick Data Testing & Test-Driven Development
  • doubleTick Data Testing
  • doubleTick Data Quality Assurance, Data Integrity, Data Validation, Performance Testing
  • doubleTick Test-Driven Development (TDD)
    • doubleTick Defining Test Cases, Writing & Running Tests, Refactoring & Iteration
  • doubleTick CI/CD for Data Projects
  • 8.Data Engineering Advanced Topics
  • doubleTick Data Modeling & Database Design
  • doubleTick Data Modeling
  • doubleTick Conceptual Data Model, Logical Data Model, Physical Data Model
  • doubleTick Database Design
  • doubleTick Normalization, Denormalization, Indexing, Partitioning, Data Types & Constraints, Scaling Strategies
  • doubleTick Data Governance & Metadata
  • doubleTick Data Governance
  • doubleTick Policy & Standards, Data Stewardship, Data Quality & Lifecycle Management, Data Security & Privacy, Regulatory Compliance, Data Catalog
  • doubleTick Metadata Management
  • doubleTick Metadata Definition & Repository, Data Lineage & Profiling, Business Glossary, Metadata Integration, Data Lineage & Impact Analysis
  • doubleTick Data Catalogs
  • doubleTick Centralized Metadata Repository, Data Discovery & Exploration, Data Lineage & Impact Analysis, Data Governance & Compliance, Collaboration & Knowledge Sharing, Integration with Data Ecosystem, Metadata Automation & Enrichment
  • doubleTick Security & Compliance
  • doubleTick Data Encryption, Access Controls, Data Masking & Anonymization, Audit Logging & Monitoring, Data Governance & Compliance Frameworks, Data Residency & Sovereignty, Secure Development Practices, Third-Party Risk Management
  • doubleTick Data Quality & Validation
  • doubleTick Data Profiling, Data Cleansing, Data Standardization, Data Quality Metrics, Data Validation Rules, Automated Testing, Data Quality Monitoring, Data Governance & Stewardship, Feedback Loops & Continuous Improvement
  • 9.Serverless Computing
  • doubleTick Introduction to Serverless Architecture
  • doubleTick Serverless Computing concepts and benefits
  • doubleTick Concepts: Function as a Service (FaaS), Event-Driven Architecture, Managed Services, Pay-per-use-Billing
  • doubleTick Benefits: Scalability, Cost-Effectiveness, Simplicity & Productivity, Reduced Operational Overhead, Elasticity, Innovation & Experimentation
  • doubleTick FaaS Vs PaaS
  • doubleTick Use Cases & Design Pattern
  • doubleTick AWS Serverless Services
  • doubleTick AWS Lambda for Event-Driven Computing
  • doubleTick Event Sources: AWS Services, Custom Events
  • doubleTick Event-Driven Execution: Stateless Functions, Auto-Scaling
  • doubleTick Serverless Architecture: Pay-per-use-Billing, Managed Infrastructure
  • doubleTick AWS Step Functions for Workflow Orchestration
  • doubleTick API Gateway for Serverless APIs
  • doubleTick Serverless Application Development
  • doubleTick Building Serverless Application with AWS SAM (Serverless Application Model)
  • doubleTick Key Features: Template Definition, Lambda Functions, API Gateway Endpoints, Event Sources, Local Development & Testing, Deployment & Packaging, Integration with AWS Services
  • doubleTick Workflow: Project Initialization, Local Development, Deployment, Monitoring & Management
  • doubleTick Benefits: Productivity, Consistency, Scalability & Resilience, Cost-Effectiveness, Flexibility
  • doubleTick Testing & Debugging Serverless Functions
  • doubleTick Serverless Application Deployment Strategies
  • doubleTick Deployment: All-at-Once, Canary, Blue/Green, Rolling, Traffic Splitting, Immutable, Serverless Framework
  • 10.Capstone Project
  • doubleTick Design & Implement End-to-End Data Pipeline
  • doubleTick Document Architecture, Data Maps
  • doubleTick Present to Instructor & Classmates

Cloud Computing

2. Data Engineering - Azure Syllabus

  • 1.Introduction to Data Engineering
  • doubleTickWhat is Data Engineering & Key Concepts
  • doubleTickKey Concepts
  • doubleTickData Collection, Data Storage, Data Processing, Data Quality & Governance, Scalability & Performance, Data Integration, Data Security, Data Architecture, Monitoring & Optimization, Collaboration & Communication
  • doubleTickData engineering vs Data science
  • doubleTickOverview of Data Engineering Tools & Workflows
  • 2.Linux & Python Programming
  • doubleTickLinux Basics for File System Navigation & Management
  • doubleTickFile System Navigation, File Management, File Viewing & Editing, File Compression & Archiving
  • doubleTickPython Programming Fundamentals & Control Structures
  • doubleTickVariables, Data Types, Basic Input & Output, Control Structure, Functions, Error Handling
  • doubleTickFoundation in Linux & Python for Data Engineering
  • 3.Data Storage
  • doubleTickRelational Databases
  • doubleTickKey Concepts
  • doubleTickTables, Primary & Foreign Key, Normalization, SQL (Structured Query Language), ACID (Atomicity, Consistency, Isolation, Durability) Properties
  • doubleTickCommon Relational Database Management Systems (RDBMS)
  • doubleTickMySQL, PostgreSQL, Oracle Database, SQL Server
  • doubleTickMongoDB: NoSQL with MongoDB
  • doubleTickKey Concepts
  • doubleTickDocuments, Collections, Fields, Indexes, Query Language, Aggregation Framework
  • doubleTickAdvantages of MongoDB for Data Engineering
  • doubleTickFlexibility, Scalability, Performance, Developer Productivity
  • doubleTickCassandra: Distributed NoSQL with Cassandra
  • doubleTickKey Concepts
  • doubleTickDistributed Architecture, Data Model, Scalability, Partitioning, Replication, Consistency Levels, CQL (Cassandra Query Language)
  • doubleTickAdvantages of Cassandra for Data Engineering
  • doubleTickScalability, High Availability, Performance, Flexibility
  • doubleTickClickHouse: Columnar analytics with ClickHouse
  • doubleTickKey Concepts
  • doubleTickColumnar Storage, Distributed Architecture, Data Types, SQL Interface, High Performance, Materialized Views
  • doubleTickAdvantages of ClickHouse for Data Engineering
  • doubleTickHigh Performance, Scalability, Efficient Storage
  • 4. Data Integration & Orchestration
  • doubleTickIntroduction to Data Integration & Orchestration
  • doubleTickKey Concepts of Data Integration
  • doubleTickExtract, Transform, Load (ETL), Data Quality & Governance, Batch & Real-time Integration
  • doubleTickKey Concepts of Data Orchestration
  • doubleTickWorkflow & Dependency Management, Scheduling & Monitoring
  • doubleTickTools & Technologies for Data Integration & Orchestration
  • doubleTickETL (Extract, Transform, Load) Tools, Workflow Orchestration Tools, Streaming Platforms, Cloud Data Integration Services
  • doubleTickIntroduction to Apache Airflow
  • doubleTickKey Concepts
  • doubleTickDirected Acyclic Graphs (DAGs), Operators, Schedulers, Executors, Web UI, Plugins
  • doubleTickUse Cases
  • doubleTickETL (Extract, Transform, Load) processes, Data Pipeline Orchestration & Automation, Data Warehousing & Analytics, Real-time Data Processing & Streaming Analytics
  • doubleTickAdvantages of Apache Airflow
  • doubleTickWorkflow Orchestration, Scalability, Flexibility, Monitoring & Logging
  • doubleTickIntroduction to Apache Nifi for Data Integration
  • doubleTickKey Concepts
  • doubleTickFlowFile, Processor, Connection, Flow Controller, Data Provenance, Templates
  • doubleTickUse Cases
  • doubleTickReal-time Data Ingestion & Processing, Data Routing & Transformation, Log & Event Data Collection & Analysis, Data Replication & Synchronization, IoT (Internet of Things) Data Processing, Data Migration & ETL (Extract, Transform, Load) processes
  • doubleTickAdvantages of Apache NiFi
  • doubleTickEase of Use, Scalability, Reliability
  • 5.Batch Data Processing
  • doubleTickIntroduction to Hadoop
  • doubleTickKey Components
  • doubleTickHadoop Distributed File System (HDFS), MapReduce, YARN (Yet Another Resource Negotiator), Hadoop Common & Ecosystem
  • doubleTickAdvantages of Hadoop
  • doubleTickScalability, Fault Tolerance, Cost-Effectiveness, Flexibility
  • doubleTickSpark for Batch Data Processing
  • doubleTickKey Concepts
  • doubleTickResilient Distributed Dataset (RDD), Transformations & Actions, Spark SQL & Streaming, MLlib, GraphX
  • doubleTickUse Cases
  • doubleTickETL (Extract, Transform, Load) processes, Batch processing of Large-Scale Data Sets, Data Warehousing & Analytics, Machine
  • doubleTickLearning Model Training & Evaluation, Stream processing & Real-Time Analytics, Graph processing & Network Analysis
  • doubleTickAdvantages of Spark for Batch Data Processing
  • doubleTickSpeed, Scalability, Ease of Use, Versatility
  • doubleTickAdvanced Spark for Batch Processing
  • 6.Streaming Data Processing
  • doubleTickIntroduction to Streaming Data Processing
  • doubleTickKey Concepts
  • doubleTickEvent Stream, Stream Processing, Event Time vs. Processing Time, Fault Tolerance, Windowing, Exactly-once Semantics
  • doubleTickStreaming Data Processing Architectures
  • doubleTickStream-First Architecture, Lambda Architecture, Kappa Architecture
  • doubleTickReal-time Data Processing with Kafka Streams
  • doubleTickReal-time Processing with Apache Flink
  • 7.Production Data Engineering
  • doubleTickProduction Deployment of Data Pipelines
  • doubleTickInfrastructure Setup
  • doubleTickEnvironment Configuration, Cluster Management, Storage
  • doubleTickDependency Management
  • doubleTickDependency Isolation & Management Tools
  • doubleTickPipeline Deployment
  • doubleTickOrchestration, CI/CD Pipelines
  • doubleTickMonitoring & Alerting
  • doubleTickLogging, Metrics Monitoring, Alerting
  • doubleTickScalability & Performance Optimization
  • doubleTickHorizontal Scaling & Optimization Techniques
  • doubleTickSecurity & Compliance
  • doubleTickData Encryption, Access Control, Compliance Requirements
  • doubleTickDisaster Recovery & Backup, Documentation & Knowledge Sharing
  • doubleTick Monitoring, Logging, Alerting
  • doubleTick Data Testing & Test-Driven Development
  • doubleTick Data Testing
  • doubleTick Data Quality Assurance, Data Integrity, Data Validation, Performance Testing
  • doubleTick Test-Driven Development (TDD)
  • doubleTick Defining Test Cases, Writing & Running Tests, Refactoring & Iteration
  • doubleTick CI/CD for Data Projects
  • 8.Azure Data Engineering
  • doubleTick Introduction to Azure Data Services
  • doubleTick Azure Data Lake Storage (ADLS) & Azure Databricks
  • doubleTick Azure Synapse Analytics
  • doubleTick Azure Data Factory
  • 9.Data Engineering Advanced Topics
  • doubleTick Data Modeling & Database Design
  • doubleTick Data Modeling
  • doubleTick Conceptual Data Model, Logical Data Model, Physical Data Model
  • doubleTick Database Design
  • doubleTick Normalization, Denormalization, Indexing, Partitioning, Data Types & Constraints, Scaling Strategies
  • doubleTick Data Governance & Metadata
  • doubleTick Data Governance
  • doubleTick Policy & Standards, Data Stewardship, Data Quality & Lifecycle Management, Data Security & Privacy, Regulatory Compliance, Data Catalog
  • doubleTick Metadata Management
  • doubleTick Metadata Definition & Repository, Data Lineage & Profiling, Business Glossary, Metadata Integration, Data Lineage & Impact Analysis
  • doubleTick Data Catalogs
  • doubleTick Centralized Metadata Repository, Data Discovery & Exploration, Data Lineage & Impact Analysis, Data Governance & Compliance, Collaboration & Knowledge Sharing, Integration with Data Ecosystem, Metadata Automation & Enrichment
  • doubleTick Security & Compliance
  • doubleTick Data Encryption, Access Controls, Data Masking & Anonymization, Audit Logging & Monitoring, Data Governance & Compliance Frameworks, Data Residency & Sovereignty, Secure Development Practices, Third-Party Risk Management
  • doubleTick Data Quality & Validation
  • doubleTick Data Profiling, Data Cleansing, Data Standardization, Data Quality Metrics, Data Validation Rules, Automated Testing, Data Quality Monitoring, Data Governance & Stewardship, Feedback Loops & Continuous Improvement
  • 10.Capstone Project
  • doubleTick Design & Implement End-to-End Data Pipeline
  • doubleTick Document Architecture, Data Maps
  • doubleTick Present to Instructor & Classmates

Cloud Computing

3. Data Engineering- GCP Syllabus

  • 1.Introduction to Data Engineering
  • doubleTick What is Data Engineering & Key Concepts
  • doubleTick Key Concepts
  • doubleTick Data Collection, Data Storage, Data Processing, Data Quality & Governance, Scalability & Performance, Data Integration, Data Security, Data Architecture, Monitoring & Optimization, Collaboration & Communication
  • doubleTick Data engineering vs Data science
  • doubleTick Overview of Data Engineering Tools & Workflows
  • 2.Linux & Python Programming
  • doubleTick Linux Basics for File System Navigation & Management
  • doubleTick File System Navigation, File Management, File Viewing & Editing, File Compression & Archiving
  • doubleTick Python Programming Fundamentals & Control Structures
  • doubleTick Variables, Data Types, Basic Input & Output, Control Structure, Functions, Error Handling
  • doubleTick Foundation in Linux & Python for Data Engineering
  • 3.Data Storage
  • doubleTick Relational Databases
  • doubleTick Key Concepts
  • doubleTick Tables, Primary & Foreign Key, Normalization, SQL (Structured Query Language), ACID (Atomicity, Consistency, Isolation, Durability) Properties
  • doubleTick Common Relational Database Management Systems (RDBMS)
  • doubleTick MySQL, PostgreSQL, Oracle Database, SQL Server
  • doubleTick MongoDB: NoSQL with MongoDB
  • doubleTick Key Concepts
  • doubleTick Documents, Collections, Fields, Indexes, Query Language, Aggregation Framework
  • doubleTick Advantages of MongoDB for Data Engineering
  • doubleTick Flexibility, Scalability, Performance, Developer Productivity
  • doubleTick Cassandra: Distributed NoSQL with Cassandra
  • doubleTick Key Concepts
  • doubleTick Distributed Architecture, Data Model, Scalability, Partitioning, Replication, Consistency Levels, CQL (Cassandra Query Language)
  • doubleTick Advantages of Cassandra for Data Engineering
  • doubleTick Scalability, High Availability, Performance, Flexibility
  • doubleTick ClickHouse: Columnar analytics with ClickHouse
  • doubleTick Key Concepts
  • doubleTick Columnar Storage, Distributed Architecture, Data Types, SQL Interface, High Performance, Materialized Views
  • doubleTick Advantages of ClickHouse for Data Engineering
  • doubleTick High Performance, Scalability, Efficient Storage
  • 4. Data Integration & Orchestration
  • doubleTick Introduction to Data Integration & Orchestration
  • doubleTick Key Concepts of Data Integration
  • doubleTick Extract, Transform, Load (ETL), Data Quality & Governance, Batch & Real-time Integration
  • doubleTick Key Concepts of Data Orchestration
  • doubleTick Workflow & Dependency Management, Scheduling & Monitoring
  • doubleTick Tools & Technologies for Data Integration & Orchestration
  • doubleTick ETL (Extract, Transform, Load) Tools, Workflow Orchestration Tools, Streaming Platforms, Cloud Data Integration Services
  • doubleTick Introduction to Apache Airflow
  • doubleTick Key Concepts
  • doubleTick Directed Acyclic Graphs (DAGs), Operators, Schedulers, Executors, Web UI, Plugins
  • doubleTick Use Cases
  • doubleTick ETL (Extract, Transform, Load) processes, Data Pipeline Orchestration & Automation, Data Warehousing & Analytics, Real-time Data Processing & Streaming Analytics
  • doubleTick Advantages of Apache Airflow
  • doubleTick Workflow Orchestration, Scalability, Flexibility, Monitoring & Logging
  • doubleTick Introduction to Apache Nifi for Data Integration
  • doubleTick Key Concepts
  • doubleTick FlowFile, Processor, Connection, Flow Controller, Data Provenance, Templates
  • doubleTick Use Cases
  • doubleTick Real-time Data Ingestion & Processing, Data Routing & Transformation, Log & Event Data Collection & Analysis, Data Replication & Synchronization, IoT (Internet of Things) Data Processing, Data Migration & ETL (Extract, Transform, Load) processes
  • doubleTick Advantages of Apache NiFi
  • doubleTick Ease of Use, Scalability, Reliability
  • 5.Batch Data Processing
  • doubleTick Introduction to Hadoop
  • doubleTick Key Components
  • doubleTick Hadoop Distributed File System (HDFS), MapReduce, YARN (Yet Another Resource Negotiator), Hadoop Common & Ecosystem
  • doubleTick Advantages of Hadoop
  • doubleTick Scalability, Fault Tolerance, Cost-Effectiveness, Flexibility
  • doubleTick Spark for Batch Data Processing
  • doubleTick Key Concepts
  • doubleTick Resilient Distributed Dataset (RDD), Transformations & Actions, Spark SQL & Streaming, MLlib, GraphX
  • doubleTick Use Cases
  • doubleTick ETL (Extract, Transform, Load) processes, Batch processing of Large-Scale Data Sets, Data Warehousing & Analytics, Machine Learning Model Training & Evaluation, Stream processing & Real-Time Analytics, Graph processing & Network Analysis
  • doubleTick Advantages of Spark for Batch Data Processing
  • doubleTick Speed, Scalability, Ease of Use, Versatility
  • doubleTick Advanced Spark for Batch Processing
  • 6.Streaming Data Processing
  • doubleTick Introduction to Streaming Data Processing
  • doubleTick Key Concepts
  • doubleTick Event Stream, Stream Processing, Event Time vs. Processing Time, Fault Tolerance, Windowing, Exactly-once Semantics
  • doubleTick Streaming Data Processing Architectures
  • doubleTick Stream-First Architecture, Lambda Architecture, Kappa Architecture
  • doubleTick Real-time Data Processing with Kafka Streams
  • doubleTick Real-time Processing with Apache Flink
  • 7.Production Data Engineering
  • doubleTick Production Deployment of Data Pipelines
  • doubleTick Infrastructure Setup
  • doubleTick Environment Configuration, Cluster Management, Storage
  • doubleTick Dependency Management
  • doubleTick Dependency Isolation & Management Tools
  • doubleTick Pipeline Deployment
  • doubleTick Orchestration, CI/CD Pipelines
  • doubleTick Monitoring & Alerting
  • doubleTick Logging, Metrics Monitoring, Alerting
  • doubleTick Scalability & Performance Optimization
  • doubleTick Horizontal Scaling & Optimization Techniques
  • doubleTick Security & Compliance
  • doubleTick Data Encryption, Access Control, Compliance Requirements
  • doubleTick Disaster Recovery & Backup, Documentation & Knowledge Sharing
  • doubleTick Monitoring, Logging, Alerting
  • doubleTick Data Testing & Test-Driven Development
  • doubleTick Data Testing
  • doubleTick Data Quality Assurance, Data Integrity, Data Validation, Performance Testing
  • doubleTick Test-Driven Development (TDD)
    • doubleTick Defining Test Cases, Writing & Running Tests, Refactoring & Iteration
  • doubleTick CI/CD for Data Projects
  • 8.GCP Data Engineering
  • doubleTick Introduction to GCP Data Services
  • doubleTick Google Cloud Storage
  • doubleTick Google BigQuery
  • doubleTick Google Dataflow
  • doubleTick Google Cloud Dataflow (Advanced)
  • 9.Data Engineering Advanced Topics
  • doubleTick Data Modeling & Database Design
  • doubleTick Data Modeling
  • doubleTick Conceptual Data Model, Logical Data Model, Physical Data Model
  • doubleTick Database Design
  • doubleTick Normalization, Denormalization, Indexing, Partitioning, Data Types & Constraints, Scaling Strategies
  • doubleTick Data Governance & Metadata
  • doubleTick Data Governance
  • doubleTick Policy & Standards, Data Stewardship, Data Quality & Lifecycle Management, Data Security & Privacy, Regulatory Compliance, Data Catalog
  • doubleTick Metadata Management
  • doubleTick Metadata Definition & Repository, Data Lineage & Profiling, Business Glossary, Metadata Integration, Data Lineage & Impact Analysis
  • doubleTick Data Catalogs
  • doubleTick Centralized Metadata Repository, Data Discovery & Exploration, Data Lineage & Impact Analysis, Data Governance & Compliance, Collaboration & Knowledge Sharing, Integration with Data Ecosystem, Metadata Automation & Enrichment
  • doubleTick Security & Compliance
  • doubleTick Data Encryption, Access Controls, Data Masking & Anonymization, Audit Logging & Monitoring, Data Governance & Compliance Frameworks, Data Residency & Sovereignty, Secure Development Practices, Third-Party Risk Management
  • doubleTick Data Quality & Validation
  • doubleTick Data Profiling, Data Cleansing, Data Standardization, Data Quality Metrics, Data Validation Rules, Automated Testing, Data Quality Monitoring, Data Governance & Stewardship, Feedback Loops & Continuous Improvement
  • 10.Capstone Project
  • doubleTick Design & Implement End-to-End Data Pipeline
  • doubleTick Document Architecture, Data Maps
  • doubleTick Present to Instructor & Classmates

Cloud Computing

4. DevOps Engineering Syllabus

  • 1. Introduction to DevOps
  • doubleTick Overview of DevOps & Its Goals
  • doubleTick Introduction to Continuous Integration
  • doubleTick Continuous Delivery Vs Deployment
  • doubleTick Overview of Continuous Testing
  • doubleTick Continuous Monitoring & Feedback
  • 2. Project Management
  • doubleTick Agile & Scrum
  • doubleTick Practice of Follow up Agile & Scrum in a Project
  • doubleTick Tools
  • doubleTick Azure Boards, Jira
  • 3. CI/CD Pipelines
  • doubleTick Continuous Integration for Java, .net & Python Applications
  • doubleTick Continuous Delivery vs Deployment for Java, .net and Python Applications
  • doubleTick Continuous Testing - How to integrate Unittests, SonarQube, VeraCode
  • 4. Infrastructure as Code
  • doubleTick Automate Infrastructure for Azure & Google Cloud
  • doubleTick Getting started with Terraform
  • doubleTick Terraform Basics & Advanced
  • doubleTick Variables, Outputs, Modules, State Files, Connectivity with AWS, Google Cloud, Azure
  • 5. Source Repository
  • doubleTick Source Repository (GitHub/Azure Repos)
  • doubleTick Branching Strategy with Source Repository (GitHub/Azure Repos)
  • doubleTick GIT commands with Source Repository
  • 6. Monitoring & Logging
  • doubleTick Overview of Monitoring & Logging
  • doubleTick Monitoring & Logging for Azure (Azure Monitor/App Insights)
  • doubleTick Monitoring & Logging for Google Cloud (Cloud Monitor/Cloud Logging)
  • doubleTick Monitoring & Logging for AWS (Cloud Watch)
  • 7. Configuration Management
  • doubleTick Overview of Configuration Management
  • doubleTick Basics of Ansible
  • doubleTick Advanced Ansible topics (Roles, Handlers, etc.,)
  • 8. Docker & Kubernetes
  • doubleTick Overview of Docker, Images & Containers
  • doubleTick Creating Docker Images & Containers
  • doubleTick Kubernetes – Container Orchestration
  • doubleTick Working with Deployments, Daemonsets & Pods (add, edit, or remove pods)
  • doubleTick Working with Services (add, edit, or remove a service)
  • doubleTick Working with Stateful Applications (persistent volumes, stateful sets)
  • doubleTick Managing Horizontal & Vertical Autoscaling Configurations
  • 9. Scripting
  • doubleTick Basics of Python & Powershell
  • doubleTick Using Python & Powershell for Scripting
  • 10. Prepare for Certification & Interviews
  • doubleTick How to Prepare for Certification
  • doubleTick DevOps Project with Kubernetes
  • doubleTick What are the different roles for a Cloud Engineer
  • doubleTick Resume Preparation
  • doubleTick How to Prepare for an Interview
  • doubleTick Interview Questions

Cloud Computing

5. AWS Cloud Engineering Syllabus

  • 1.Cloud Computing Overview
  • doubleTick Introduction to Cloud Computing
  • doubleTick Service Models
  • doubleTick IaaS (Infrastructure as a Service)
  • doubleTick PaaS (Platform as a Service)
  • doubleTick SaaS (Software as a Service)
  • doubleTick Deployment Models
  • doubleTick Public, Private, Hybrid, Multi Cloud
  • 2.Amazon Web Service (AWS)
  • doubleTick Introduction to AWS
  • doubleTick AWS Global Infrastructure
  • doubleTick Regions, Availability Zones (AZs), Edge Locations, Points of Presence (PoPs), Global Network Backbone
  • doubleTick AWS Core Services & Categories
  • doubleTick Service: Compute, Storage, Database, Networking, Security & Identity
  • doubleTick Tools: Management, Developer
  • doubleTick Creating an AWS Account
  • doubleTick AWS Free Tier
  • doubleTick Understanding the AWS Management Consoler
  • doubleTick Dashboard, Navigation Panel, Services, Regions, Search Bar
  • doubleTick Support & Notification, Account Settings, Help & Documentation, Customization
  • doubleTick Introduction To AWS CLI & SDK’s
  • 3.AWS Compute Services
  • doubleTick Amazon EC2 (Elastic Compute Cloud)
  • doubleTick Instance Types & Families
  • doubleTick General Purpose: M5, M6g
  • doubleTick Compute Optimized: C5, C6g
  • doubleTick Memory Optimized: R5, R6g
  • doubleTick Storage Optimized: I3, I3en
  • doubleTick T2, T3
  • doubleTick Amazon Machine Images (AMIs)
  • doubleTick Key Feature: Operating Systems & Software,
  • doubleTick Configuration Setting, Application Stack, Public & Private AMI, Security
  • doubleTick Use Cases: Application Deployment, Development & Testing, Scaling & Auto Scaling, Migration to Cloud
  • doubleTick Security Groups & Key Pairs
  • doubleTick Elastic IP addresses
  • doubleTick Key Feature: Static IP Addressing, Remapability, No Charge for In-use EIPs, No Network Configuration Required, Integration with other AWS Services, IPv6 support, EIP Pooling
  • doubleTick Use Cases: Hosting Web Applications, Email Servers, Access Control, High Availability Architectures, Load Balancing, NAT Gateways
  • doubleTick AWS Lambda
  • doubleTick Serverless Execution
  • doubleTick Server Management, Event-Driven Execution, Statelessness, Granular Billing, Auto-Scaling
  • doubleTick Event Sources & Triggers, Managed Services, Scalability & Resilience, Vendor Lock-In
  • doubleTick Creating & deploying Lambda Functions
  • doubleTick Integrating Lambda with other AWS services
  • doubleTick Monitoring and logging Lambda functions
  • doubleTick AWS CloudWatch Metrics: Invocation, Concurrency, Custom Metrics
  • doubleTick AWS CloudWatch Logs: Function & Custom Logs, Log Group Subscription
  • doubleTick AWS X-Ray: Tracing, Performance Analysis, Integration with AWS Services
  • doubleTick AWS CloudTrail: Audit Trails, Security Analysis
  • doubleTick AWS Lambda Insights: Performance Monitoring, Integration with CloudWatch
  • doubleTick Amazon ECS (Elastic Container Service) and EKS (Elastic Kubernetes Service)
  • doubleTick Containerization Concepts
  • doubleTick Containers, Docker, Container Orchestration, Microservices Architecture, Container Networking & Security
  • doubleTick Managing Docker Containers with ECS
  • doubleTick Kubernetes basics & EKS Setup
  • doubleTick Kubernetes Basic: Container, Pods, Deployments, Services, Namespaces, Nodes, Control Plane Components
  • doubleTick EKS Setup:
  • doubleTick Create an IAM Role, Setup AWS CLI, Create a VPC, Install eksctl, Create an EKS Cluster, Configure Kubectl, Deploy Applications, Monitor & Manage
  • doubleTick Deploying & Scaling Containerized Applications
  • doubleTick Auto Scaling & Elastic Load Balancing
  • doubleTick Auto Scaling Groups & Politic
  • doubleTick Auto Scaling Groups: Scaling Options, Launch Configuration or Template, Integration with ELB & AWS Service, Lifecycle Hooks
  • doubleTick Auto Scaling Policies: Scale Out & Scale In, Dynamic & Scheduled Scaling
  • doubleTick Elastic Load Balancing
  • doubleTick Types: Classic Load Balancer (CLB), Application Load Balancer (ALB), Network Load Balancer (NLB)
  • doubleTick Integration with Auto Scaling, Security Features, Logging & Monitoring
  • doubleTick Application & Network Load Balancer
  • doubleTick Application Load Balancer (ALB): Layer 7 Load Balancer, Target Groups, Support for Microservices, Integration with AWS Services, Advanced Security Feature
  • doubleTick Network Load Balancer (NLB): Layer 4 Load Balancer, Ultra-Low Latency, Static IP Addresses, Integration with AWS Services, Support for TCP & UDP Protocols
  • doubleTick High Availability & Fault Tolerance Strategies
  • doubleTick Multi-Availability Zone (Multi-AZ) Deployment, Auto Scaling, Redundant Data Storage & Replication
  • doubleTick Decoupling & Microservices Architecture, Monitoring & Automated Remediation, Disaster Recovery (DR) planning
  • 4. AWS Storage Services
  • doubleTick Amazon Simple Storage Service (S3)
  • doubleTick Bucket Creation & Management
  • doubleTick Using AWS Management Console, Using AWS CLI
  • doubleTick Object Storage Fundamentals
  • doubleTick S3 Data Consistency Models
  • doubleTick Strong Read-After-Write Consistency (for PUTS of New Objects)
  • doubleTick Eventual Consistency (for Overwrite PUTS and DELETES)
  • doubleTick S3 Security Features & Access Control
  • doubleTick Access Control Lists (ACLs)
  • doubleTick Bucket & IAM Policies
  • doubleTick Cross-Origin Resource Sharing (CORS)
  • doubleTick Bucket & Access Logging
  • doubleTick Object Lock, Server-side Encryption
  • doubleTick Amazon EBS (Elastic Block Store)
  • doubleTick Volume Types
  • doubleTick General Purpose SSD (gp2)
  • doubleTick Provisional IOPS SSD (io1)
  • doubleTick Throughput Optimized HDD (st1) & Cold HDD (sc1)
  • doubleTick Snapshotting & Volume Management
  • doubleTick Snapshotting: Purpose, Snapshot Lifecycle, Volume Restoration
  • doubleTick Volume Management: Creating, Attaching & Detaching, Resizing, Deleting Volumes, Monitoring & Optimization
  • doubleTick Amazon Glacier & Storage Gateway
  • doubleTick Archiving data with Glacier
  • doubleTick Creating a Vault, Upload Data to the Vault, Setup Vault Access policies, Data & Monitor Retrieval
  • doubleTick Hybrid Cloud Storage with Storage Gateway
  • doubleTick File, Volume, Tape Gateway Configuration
  • doubleTick Data Transfer Services
  • doubleTick AWS Direct Connect & VPN
  • doubleTick Transfer Acceleration & Snow Family Devices
  • doubleTick Pricing considerations for Data Transfer
  • 5.Networking & Content Delivery
  • doubleTick Amazon VPC (Virtual Private Cloud)
  • doubleTick Subnets, Route Tables, Internet Gateway
  • doubleTick Subnet: Segmentation, Availability Zone, Public & Private Subnets, CIDR Blocks, Network Access Control Lists (NACLs)
  • doubleTick Route Table: Routing Decisions, Default & Custom Route, Route Prioritization, Network Access Control Lists (NACLs)
  • doubleTick Internet Gateway: Internet Connectivity, Public Subnets, IPv4 & IPv6, Network Address Translation (NAT), Security
  • doubleTick VPC Peering & Connections
  • doubleTick VPC Security
  • doubleTick Amazon Route 53
  • doubleTick DNS Fundamentals
  • doubleTick Domain Names, DNS Resolutions, Servers, Records, Query Process, Cache
  • doubleTick Route 53 Routing Policies
  • doubleTick Simple, Weighted, Latency-Based, Failover, Geolocation, Multi-Value Answer, Geoproximity
  • doubleTick Health checks & Failover Configuration
  • doubleTick AWS CloudFront
  • doubleTick Content Delivery Network (CDN)-Overview
  • doubleTick CloudFront Distributions & Cache Behaviour
  • doubleTick Types of Distributions, Origin & Cache Behaviour Setting, Default Cache Behaviour, Edge Caching, Invalidation
  • doubleTick Integrating CloudFront with other AWS Services
  • doubleTick Amazon S3, Amazon EC2, AWS Lambda@Edge, AWS Shield, AWS WAF (Web Application Firewall), Amazon Route 53
  • 6.AWS Database Services
  • doubleTick Amazon RDS (Relational Database Service)
  • doubleTick RDS Engine Options
  • doubleTick MySQL, PostgreSQL, SQL Server
  • doubleTick Multi-AZ Deployments & Read Replicas
  • doubleTick Multi-AZ Deployment: High Availability, Durability & Data Protection, Automatic Failover
  • doubleTick Read Replicas: Improved Read Scalability, High Availability, Geographic Redundancy, Asynchronous Replication
  • doubleTick Database Migration Strategies
  • doubleTick Homogeneous & Heterogeneous Migration, Full Database Dump & Restore, Incremental Data Migration, Schema Conversion
  • doubleTick Amazon DynamoDB
  • doubleTick NoSQL Database Fundamentals
  • doubleTick Schema-less Design, Flexible & Consistency Data Models, Key-Value Store, Partitioning, Integration with AWS Ecosystem
  • doubleTick DynamoDB Table Creation & Indexing
  • doubleTick Provisioned Throughput Vs On-Demand Capacity
  • doubleTick Amazon RedShift & ElastiCache
  • doubleTick Data Warehousing with RedShift
  • doubleTick Columnar Storage, Massively Parallel Processing (MPP), Scalability, Integration with BI tools, Security & Compliance, Data Loading &ETL
  • doubleTick In-Memory Caching with ElastiCache
  • doubleTick Caching Layer, In-Memory Storage, Scalability, Managed Service, Compatibility & Integration
  • doubleTick Use Cases & Performance Considerations
  • doubleTick Use Cases: Improving Application Performance, Database Offloading, Session Management, Content Caching, Real-Time Analytics & Data Processing
  • doubleTick Performance Consideration: Cache Hit Ratio & Eviction Policies, Data Size & Memory Requirements, Network Latency
  • 7.Monitoring, Management & Security
  • doubleTick Amazon CloudWatch
  • doubleTick Metrics, Alarms & Events
  • doubleTick Metrics: Namespace, Dimensions
  • doubleTick Alarm: Threshold, Actions
  • doubleTick Events: Rules, Event Bus
  • doubleTick CloudWatch Logs & Insights
  • doubleTick CloudWatch Logs: Log Groups, Streams, Events, Retention Policies
  • doubleTick CloudWatch Logs Insights: Interactive Querying, Visualization, Query History, Integration with Other AWS Services
  • doubleTick Custom Metrics & Dashboards
  • doubleTick Custom Metrics: Namespace, Dimensions, Timestamps, Publishing Metrics
  • doubleTick Custom Dashboards: Creating Dashboards, Widgets, Real-time Updating, Sharing & Permissions, Alarm Integration
  • doubleTick AWS Identity & Access Management (IAM)
  • doubleTick IAM Users, Groups, Roles
  • doubleTick IAM User: Access Control, Authentication, Multi-Factor Authentication (MFA)
  • doubleTick IAM Groups: Access Control, Membership Management
  • doubleTick IAM Roles: Temporary Security Credentials, Cross-Account Access, Service Roles
  • doubleTick Policies & Permissions
  • doubleTick IAM Best Practices & Security Considerations
  • doubleTick AWS Security Services
  • doubleTick AWS WAF (Web Application Firewall)
  • doubleTick AWS Shield for DDoS Protection
  • doubleTick AWS Inspector & GuardDuty for Threat Detection
  • doubleTick AWS Inspector: Agent Installation, Assessment Template & Runs, Findings, Remediation
  • doubleTick AWS GuardDuty: Data Collection, Continuous Monitoring, Threat Detection, Finding Generation, Integration with AWS Services, Threat Intelligence Feed
  • doubleTick AWS Config & CloudTrail
  • doubleTick Configuration Management with AWS Config
  • doubleTick Resource Inventory, Configuration History & Rules, Compliance Monitoring, Change Notification, Integration with AWS Services
  • doubleTick Auditing & Compliance with CloudTrail
  • doubleTick Logging AWS API Activity, Event History, Security Analysis & Monitoring, Compliance Reporting, Log File Integrity, Integration with AWS Services
  • doubleTick Log File Analysis & Retention Policies
  • doubleTick Log File Analysis: Log Collection, Log Parsing & Enrichment, Anomaly Detection, Alerting & Reporting
  • doubleTick Log Retention Policies: Regulatory Compliance, Security Considerations, Operational Needs, Cost Optimization
  • 8.DevOps Practices on AWS
  • doubleTick AWS Developer Tools
  • doubleTick Version control with AWS CodeCommit
  • doubleTick Managed Git Repository, Secure & Scalable, Collaboration & Code Reviews, Integration with AWS Services
  • doubleTick Continuous Integration with AWS CodeBuild
  • doubleTick Integration with Source Control, Build Project Configuration & Execution, Test Execution & Artifact Generation, Integration with CI/CD Pipelines
  • doubleTick Automated Deployments with AWS CodeDeploy
  • doubleTick Application Setup, Integration with Deployment Targets, Deployment Triggers, Revision & Process, Health checks & Rollback, Deployment Monitoring & Reporting
  • doubleTick Infrastructure as Code (IaC)
  • doubleTick Introduction to AWS CloudFormation
  • doubleTick IaC, Template-based Approach, Declarative Configuration, Resource Provisioning, Stack & Change Management, Integration & Automation
  • doubleTick Template Anatomy & Best Practices
  • doubleTick Managing Stacks & Drift Detection
  • doubleTick Managing Stacks: Creating & Updating & Deleting Stacks, Stack Events & Rollback
  • doubleTick Drift Detection: Understanding & Detecting Drift, Viewing Drift Results, Resolving Drift
  • doubleTick CI/CD Pipelines
  • doubleTick Building CI/CD Pipelines with AWS CodePipeline
  • doubleTick Integration with third-party tools and services
  • doubleTick Deployment strategies and Blue/Green deployments
  • doubleTick Deployment Strategies: Linear & Canary Deployment, All at once Deployment
  • doubleTick Blue/Green Deployment: Deployment groups, Configuration, Steps, Validation Testing, Traffic Shifting, Rollback
  • 9.Serverless Computing
  • doubleTick Introduction to Serverless Architecture
  • doubleTick Serverless Computing concepts and benefits
  • doubleTick Concepts: Function as a Service (FaaS), Event-Driven Architecture, Managed Services, Pay-per-use-Billing
  • doubleTick Benefits: Scalability, Cost-Effectiveness, Simplicity & Productivity, Reduced Operational Overhead, Elasticity, Innovation & Experimentation
  • doubleTick FaaS Vs PaaS
  • doubleTick Use Cases & Design Pattern
  • doubleTick AWS Serverless Services
  • doubleTick AWS Lambda for Event-Driven Computing
  • doubleTick Event Sources: AWS Services, Custom Events
  • doubleTick Event-Driven Execution: Stateless Functions, Auto-Scaling
  • doubleTick Serverless Architecture: Pay-per-use-Billing, Managed Infrastructure
  • doubleTick AWS Step Functions for Workflow Orchestration
  • doubleTick API Gateway for Serverless APIs
  • doubleTick Serverless Application Development
  • doubleTick Building Serverless Application with AWS SAM (Serverless Application Model)
  • doubleTick Key Features: Template Definition, Lambda Functions, API Gateway Endpoints, Event Sources, Local Development & Testing, Deployment & Packaging, Integration with AWS Services
  • doubleTick Workflow: Project Initialization, Local Development, Deployment, Monitoring & Management
  • doubleTick Benefits: Productivity, Consistency, Scalability & Resilience, Cost-Effectiveness, Flexibility
  • doubleTick Testing & Debugging Serverless Functions
  • doubleTick Serverless Application Deployment Strategies
  • doubleTick Deployment: All-at-Once, Canary, Blue/Green, Rolling, Traffic Splitting, Immutable, Serverless Framework
  • 10.Advanced Topics & Best Practices
  • doubleTick High-Availability & Fault Tolerance
  • doubleTick Multi-Region Architectures
  • doubleTick Designing for Resiliency & Fault Isolation
  • doubleTick Disaster Recovery Planning with AWS Services
  • doubleTick Cost Optimization Strategies
  • doubleTick AWS Pricing Models & Cost Factors
  • doubleTick Cost Allocation tags & Budgets
  • doubleTick Right-Sizing Resources & Optimizing Usage
  • doubleTick Performance Optimization
  • doubleTick Performance Monitoring & Tuning
  • doubleTick Scaling Strategies for AWS Services
  • doubleTick Best Practices for Optimizing Application Performance
  • 11.Real-World Projects & Case Studies
  • doubleTick Building Scalable Web Applications
  • doubleTick Architecture Design Considerations
  • doubleTick Deploying Web Applications on AWS
  • doubleTick Load Testing & Performance Optimization
  • doubleTick Data Analytics & Big Data Processing
  • doubleTick Data Ingestion & Processing with AWS Services
  • doubleTick Building Data Pipelines with AWS Glue & EMR
  • doubleTick Data Visualization & Analysis with AWS Quicksight
  • doubleTick Serverless Microservices
  • doubleTick Microservices Architecture Patterns
  • doubleTick Implementing Serverless APIs with API Gateway & Lambda
  • doubleTick Managing Distributed Systems & Service Communication

Cloud Computing

6. Azure Cloud Engineering Syllabus

  • 1. Cloud Computing
  • doubleTick Overview of Cloud Computing
  • doubleTick Introduction to Cloud Computing
  • doubleTick Service Models
  • doubleTick IaaS (Infrastructure as a Service)
  • doubleTick PaaS (Platform as a Service)
  • doubleTick SaaS (Software as a Service)
  • doubleTick Deployment Models
  • doubleTick Public Cloud
  • doubleTick Private Cloud
  • doubleTick Hybrid Cloud
  • doubleTick Multi-Cloud
  • doubleTick Benefits of Cloud Computing
  • doubleTick Scalability
  • doubleTick Flexibility & Agility
  • doubleTick Reliability & High Availability
  • doubleTick Security
  • doubleTick Overview of Shared Responsibility
  • doubleTick Security Controls
  • doubleTick Monitoring & Logging
  • doubleTick Incident Response
  • 2.Azure Platform-Lab Session
  • doubleTick Introduction to Azure Cloud & Portal
  • doubleTick Azure Cloud:
  • doubleTick Services & Global presence
  • doubleTick Security & Compliance
  • doubleTick Pay-As-You-Go Model, Integration with Microsoft Ecosystem
  • doubleTick Azure Portal:
  • doubleTick Unified Dashboard, Navigation, Search, Responsive Design
  • doubleTick Resource Management, Role-Based Access Control (RBAC)
  • doubleTick Monitoring & Diagnostics, Customization & Extensions
  • doubleTick Azure Physical & Management Infrastructure:
  • doubleTick Physical: Data Centers, Networking, Servers, Storage, Security
  • doubleTick Management:
  • doubleTick Azure Resource Manager (ARM)
  • doubleTick Azure Control Plane
  • doubleTick Azure Management Services
  • doubleTick Azure Active Directory (AAD)
  • doubleTick Automation & Orchestration
  • doubleTick Azure Services:
  • doubleTick Compute Services: Azure App & Kubernetes Services, Functions, Batch
  • doubleTick Storage Services: Azure Blob, File, Disk, Data Lake Storage
  • doubleTick Networking Services:
  • doubleTick Azure Virtual Network (VNet)
  • doubleTick Azure Load Balancer
  • doubleTick Azure VPN Gateway
  • doubleTick Azure Application Gateway
  • doubleTick Database Services: Azure Database for MYSQL/PostgreSQL, SQL Database, Cosmos DB
  • doubleTick Azure Active Directory:
  • doubleTick Identity & Application Access Management
  • doubleTick Single Sign-On (SSO)
  • doubleTick Security & Developer Features
  • doubleTick Integration with Microsoft Services
  • doubleTick Azure Integration Services:
  • doubleTick Azure Login Apps, Management, Service Bus, Event Grid, Data Factory & Azure Integration Service Environment (ISE)
  • doubleTick Azure Backup & Recovery:
  • doubleTick Azure Backup, Site Recovery, Backup Server & Center, Azure Blob Storage Lifecycle Management
  • doubleTick Azure Monitor:
  • doubleTick Monitoring Capabilities: Metrics, Logs, Application Insights
  • doubleTick Alerting & Notification
  • doubleTick Dashboarding & Visualization, Integration & Extensibility, Cost Management
  • doubleTick Overview of Creating Azure Free Account:
  • doubleTick Duration, Free Services, Usage Limits, Learning Resources, Support & Upgrade options
  • 3. Azure Compute Service
  • doubleTickOverview: Azure Virtual Machine
  • doubleTick IaaS & Virtual Machines
  • doubleTick Azure Virtual Desktop:
  • doubleTick Desktop & Application Virtualization
  • doubleTick Windows 10 multi-session
  • doubleTick Integration with Microsoft 365
  • doubleTick Security & Compliance, Management & Monitoring, Scalability & Cost Management
  • doubleTick Virtual Machine Planning & Configuration:
  • doubleTick Define Requirements & Basic Settings
  • doubleTick Virtual Machine Sizing & Storage Configuration
  • doubleTick Operating System Selection
  • doubleTick Networking & Advanced Configuration
  • doubleTick Virtual Machine Connectivity:
  • doubleTick RDP (Remote Desktop Protocol)
  • doubleTick SSH (Secure Shell)
  • doubleTick Azure Bastion
  • doubleTick Azure Virtual machine Configuration & High Availability:
  • doubleTick Managing Images using Azure Compute Gallery
  • doubleTick Azure Disk Encryption & Adding Data Disks
  • doubleTick Managing Virtual Machine Sizes & Moving Virtual Machine between Resources groups
  • doubleTick Planning Maintenance & Downtime
  • doubleTick High Availability Options, Vertical & Horizontal Scaling
  • doubleTick Availability set: Update & Fault Domains
  • doubleTick Virtual Machine Scale Sets (VMSS): Auto Scaling
  • doubleTick App Service Plan
  • doubleTick Implement Azure App service plans
  • doubleTick Configure Scaling Settings
  • doubleTick Azure App Service
  • doubleTick Implement & Secure the Azure App Service
  • doubleTick Creating Custom Domain Names
  • doubleTick Backup & Restore your App Service
  • doubleTick Use Azure Application Insights
  • doubleTick Azure Container Instance
  • doubleTick Sizing, Scaling & Container groups for Azure Container Instances
  • doubleTick Azure Kubernetes Services (AKS)
  • doubleTick AKS Cluster & Node Architecture
  • doubleTick Storage, Scaling & Network connections configuration for AKS
  • doubleTick Upgrade an AKS Cluster
  • 4. Azure Resource Manager
  • doubleTick Introduction
  • doubleTick Infrastructure as Code
  • doubleTick Azure CLI, Cloud Shell, Power Shell
  • doubleTick Environment Set-Up (Azure CLI, VS Code, Shell Script)
  • doubleTick ARM Template overview
  • doubleTick Create JSON file & deploy using Azure CLI
  • doubleTick Deploy Template & Virtual Machine (VM) Extensions
  • doubleTick Save a Deployment as ARM template
  • 5. Azure Storage Services
  • doubleTickAzure Storage Account- Overview
  • doubleTick Azure: Disk, Files, Blob & Table Storage
  • doubleTick Storage Queues, Stored Access Policies
  • doubleTick Configuration: Storage Queues & Network Access
  • doubleTickAccess Configuration
  • doubleTick Access Keys & Shared Access Signature
  • doubleTick Azure AD Authentication
  • doubleTick Manage data in Azure Storage Accounts
  • doubleTick Create Import & Export Jobs
  • doubleTick Manage Data by using Azure Storage Explorer & AzCopy
  • doubleTick Implement Azure Storage redundancy
  • doubleTick Configure object replication
  • doubleTick Configure Azure Files & Azure Blob Storage
  • doubleTick Configure Storage tiers & Blob lifecycle management
  • 6. Azure Networking Services
  • tickBasic Networking Concepts
  • doubleTick IP Addressing
  • doubleTick Public & Private IP Address
  • doubleTick Subnetting, CIDR, Subnet Mask
  • tickAzure Virtual Networks
  • doubleTick Virtual Networks & Subnets
  • doubleTick User-Defined Routers (UDR), Azure DNS, VNet Peering
  • tick Secure Access to Virtual Networks
  • doubleTick Network & Application Security Groups
  • doubleTick Azure Bastion
  • doubleTick Network Service & Private Endpoints
  • tick Load Balancing
  • doubleTick Azure Load Balancing & Application Gateway
  • doubleTick Traffic Manager & Trouble shooting Load Balancing
  • tick Monitor Virtual Networking
  • doubleTick Express Route & Monitor on-premises connectivity
  • doubleTick Azure Monitor for networks - Configuration
  • doubleTick Azure Network Watcher
  • doubleTick Troubleshoot External Networking & Network Connectivity
  • 7. Manage Azure Identities & Governance
  • tickIdentity & Access Management (IAM)
  • tickAzure Active Directory
  • tickManaging Azure AD Objects
  • doubleTick User & Groups
    • doubleTick Create & Manage User & Groups
    • doubleTick Manage Guest Accounts & Perform bulk update
  • doubleTick Manage Licenses in Azure AD & Device Setting and identity
  • doubleTick Administrative Units
  • tickAzure AD Connect & Tenants
  • tickManage Identity & Custom Identity
  • tickSSPR - Self Service Password Reset
  • tickManage Access Control
  • doubleTick Create Custom Role-based access control (RBAC) & Azure AD Roles
  • doubleTick Provide Access to Azure resources by assigning roles at different scopes
  • doubleTick Interpret Access Assignments
  • tick Manage Azure Subscriptions & Governance
  • doubleTick Microsoft Purview & Service Trust Portal
  • doubleTick Configure Azure policy, Resource locks & Management Groups
  • doubleTick Apply & Manage tags on resources
  • doubleTick Manage Resources Groups, Azure Policy & Subscriptions, Cost by using Alerts, Budgets & Recommendations
  • 8. Monitor & Maintain Azure Resources
  • doubleTickAzure Monitor Service
  • doubleTick Azure Advisor, Monitor, Monitor Logs
  • doubleTick Alerts & Metrics
  • doubleTick Query & Analyze Logs
  • doubleTick Setting up Alerts & Actions
  • doubleTick Configure monitoring of VMs, Storage accounts, Networks by using VM insights
  • doubleTickAzure Backup & Recovery
  • doubleTick Azure Recovery Services & Backup Vault, Site Recovery for Azure Resources
  • doubleTick Backup Policy - Configuration
  • doubleTick Perform backup & resources operations by using Azure Backup & failover to a secondary region by using Azure Site Recovery
  • doubleTick Azure Site Recovery for Azure resources
  • doubleTick Configure & Review Backup Reports
  • 10. Additional Topics - Must Know
  • doubleTickAzure Integration Services
  • doubleTickService Bus
  • doubleTickEvent Grid & Hub
  • doubleTickLogic Apps & API Management
  • doubleTickAzure Functions, Key Vault, SQL, Cosmos DB, Blueprints
  • doubleTickCloud Migration
  • doubleTickCloud Migration
  • doubleTickOn-Premises workloads
  • doubleTickMigration Process & Strategies
  • doubleTickSystem Assessment
  • doubleTickAzure Migrate & Demo overview
  • doubleTickAWS to Azure VM Migration using Azure Migrate Service
  • 11. Lab Session
  • doubleTickAzure Portal Overview
  • doubleTickCreate Windows Virtual Machines in the Azure Portal
  • doubleTickImplement Virtual Machine Scale sets, Azure Web Apps, Azure Kubernetes Services
  • doubleTickManage Azure Resource Azure CLI, PowerShell, Cloud Shell
  • doubleTickEnvironment Set-up (Azure CLI, VS Code & Shell Script)
  • doubleTickCreate a Sample JSON template & Deployment Process
  • doubleTickCreate Multiple VMs Using ARM Template
  • doubleTickCreate Storage Account
  • doubleTickImplement Azure Disk & Azure Files, Azure Blob Storage & Access methods
  • doubleTickCreate Virtual Networks & Subnets
  • doubleTickVNet Peerings
  • doubleTickImplement Azure DNS, Network Service Endpoint, Implement Load Balancer & NSG and ASG
  • doubleTickCreate user accounts in Azure AD & manage Groups
  • doubleTickGrant Access using Azure RBAC & view Activity logs for Azure RBAC Changes
  • doubleTickCreate AD Tenants
  • doubleTickConfigure Azure Monitor & Extract from log data
  • doubleTickCreate an Azure Recovery Services Vault
  • doubleTickImplement an Azure Virtual Machine-level backup & File and Folder backup
  • doubleTickEstimate workload costs by using the Pricing Calculator
  • doubleTickCompare workload costs using TCO Calculator
  • doubleTickSample Migration Activities
  • 12. Lab Practice
  • doubleTickAzure Portal Free Account Creation
  • doubleTickCreate Linux Virtual Machines in the Azure Portal
  • doubleTickImplement Availability Sets
  • doubleTickImplement Azure Container Instances
  • doubleTickHost a web Applications with Azure App Service
  • doubleTickUse Stored access policies to delegate access to Azure Storage
  • doubleTickUsage of Storage Explorer
  • doubleTickImplement Table Storage
  • doubleTickConfigure Blob Lifecycle Management
  • doubleTickAzure Bastion
  • doubleTickImplement User Defined Route, Private Endpoint, Application Gateway, Traffic Manager
  • doubleTickSet up Self-Service password Reset
  • doubleTickVM Login using Azure AD Account
  • doubleTickUse an activity log alert & action group to notify users about events in your Azure Infrastructure
  • doubleTickPerform File Recovery by using Microsoft Azure Recovery Services (MARS) agent
  • doubleTickPerform file recovery by using Azure Virtual Machine snapshots
  • doubleTickReview Azure recovery services soft delete functionality
  • doubleTickSet up a long analytics workspace & Azure Monitor VM Insights
  • doubleTickCreate Workflow using Logic Apps
  • doubleTickDeployment of Azure Key Vault, SQL, Cosmos DB

Cloud Computing

7. GCP Cloud Engineering Syllabus

  • 1.Cloud Computing Overview
  • doubleTick Introduction to Cloud Computing
  • doubleTick Service Models
  • doubleTick IaaS (Infrastructure as a Service)
  • doubleTick PaaS (Platform as a Service)
  • doubleTick SaaS (Software as a Service)
  • doubleTick Deployment Models
  • doubleTick Public, Private, Hybrid
  • 2.Google Cloud Platform
  • doubleTick Introduction to Google Cloud Platform
  • doubleTick GCP Global Infrastructure
  • doubleTick Regions & Zones, Global Network Backbone, Edge Locations & Points of Presence (PoPs), Network Performance & Security
  • doubleTick Key features:
  • doubleTick On-demand Services, Broad Network Access, Recourse Polling, Rapid Elasticity, Measured services
  • doubleTick Creating GCP Account
  • doubleTick GCP Free Tier
  • 3.GCP Compute Services
  • doubleTick Google Compute Engine (GCE)
  • doubleTick Creating Virtual Machine Instance
  • doubleTick Sign in to Google Cloud Console, Navigate to Compute Engine, Create a VM Instance
  • doubleTick Customizing Virtual Machine
  • doubleTick Machine Types, Boot Disk, Adding GPU
  • doubleTick Managing Virtual Machine
  • doubleTick Staring, Stopping, Restarting, Deleting, Monitoring Virtual Machines, Automating Management Tasks
  • doubleTick Google Kubernetes Engine (GKE)
  • doubleTick Container Orchestration Basics
  • doubleTick Kubernetes Basics, Clusters, Nodes, Pods, Deployments, Services
  • doubleTick Deploying & Managing Containers
  • doubleTick Containerization, Deployment Configuration, Kubectl, CI/CD, Scaling, Monitoring & Logging, Networking & Load Balancing, Security
  • doubleTick App Engine
  • doubleTick Overview & Deployment
  • doubleTick Overview: Fully Managed Platform, Scalability, Language Support, Services, Integration
  • doubleTick Deployment: Application setup, Configuration, Testing Locally, using ‘gcloud app deploy’, Monitoring & Management, Scaling, Updates
  • doubleTick Scaling & Traffic Splitting
  • doubleTick Scaling: Automatic & Manual Scaling
  • doubleTick Traffic Splitting: Deploy Multiple Versions, Configure Traffic Splitting, Gradual Rollout, Monitor & Adjust
  • doubleTick Tools & Monitoring: Stackdriver Monitoring & Logging, Cloud Console, Deployment Manager
  • doubleTick Cloud Functions
  • doubleTick Serverless Computing Basics
  • doubleTick Definition
  • doubleTick Key Feature: Event-Driven, Automatic Scaling, Pay-Per-Use, Stateless, No Server Management
  • doubleTick Creating & Deployment Functions
  • doubleTick Choose a Runtime, develop your Functions, Define Function Configuration, Test Locally, Deploy to Google cloud, Monitor & Debug, manage versions, Set Up Triggers, Security & Permissions, Optimize & Scale
  • 4.GCP Storage Services
  • doubleTick Google Cloud Storage (GCS)
  • doubleTick Object Storage Basics
  • doubleTick Buckets, Objects, Global Namespace, Durability & Availability
  • doubleTick Creating Buckets & Objects
  • doubleTick Managing Access Control & Permission
  • doubleTick IAM Policies, Access Control Lists (ACLs), Signed URLs & Policy Documents, Uniform Bucket-Level Access (UBLA), Object Versioning
  • doubleTick Cloud SQL
  • doubleTick Managed Relational Database Service
  • doubleTick Supported Database Engines, Fully Managed Service, High Availability & Durability, Scalability
  • doubleTick Configuring & Managing SQL Database
  • doubleTick Creating Instances, Connecting to Database, Database Administration, Backup & Restore, Replication, Security & Compliance, Performance Optimization
  • doubleTick Cloud Bigtable
  • doubleTick NoSQL Database Service
  • doubleTick Distributed Storage, Scalability, Low Latency, Sparse Tables
  • doubleTick Setting Up & Managing Bigtable Instance
  • doubleTick Creating Instances, Instance & Cluster Configuration, Access Control, Data Modeling, Data Loading & Migration, Monitoring & Optimization
  • doubleTick Cloud Spanner
  • doubleTick Globally Distributed, Horizontally Scalable, Relational Database Feature
  • doubleTick Globally Distributed: Multi-Region Availability, Global Consistency, Automatic Scaling
  • doubleTick Horizontally Scalable: Scalability, Independent Scaling, Performance
  • doubleTick Relational Database Feature: SQL Support, Schema Design, Transactions & ACID Compliance, Schema Evolution
  • doubleTick Use Cases
  • doubleTick Financial Services, Gaming, Retail & E-Commerce, IoT & Sensor Data, Content Management, Healthcare
  • 5.GCP Networking
  • doubleTick Virtual Private Cloud
  • doubleTick Networking Fundamentals
  • doubleTick Isolation & Segmentation, IP Addressing, Subnets, Routing, Firewall Rules
  • doubleTick Creating & Configuring VPC Networks
  • doubleTick Creating a VPC Network & Subnets, Configuring Routes & Firewall Rules, Advanced Networking Features
  • doubleTick Cloud Load Balancing
  • doubleTick Load Balancing Concepts
  • doubleTick High Availability, Scalability, Health Checking, Session Affinity
  • doubleTick Setting Up Load Balancers
  • doubleTick HTTP(S) Load Balancer: Backend Services, URL Maps, Frontend Configuration, Traffic Distribution
  • doubleTick TCP/SSL Load Balancer: Backend Services, Proxy & Frontend Configuration, SSL Certificate
  • doubleTick UDP Load Balancer: Backend Services, Frontend & Backend Configuration, Session Affinity
  • doubleTick Cloud DNS (Domain Name System)
  • doubleTick Domain Name System Basics
  • doubleTick Domain Name, IP Addresses, DNS Resolution, DNS Hierarchy
  • doubleTick Configuring DNS Records & Zones
  • doubleTick Create a Managed Zone, Add & Manage DNS Records, Verify & Propagate Changes
  • doubleTick Cloud CDN (Content Delivery Network)
  • doubleTick Content Delivery Network Basics
  • doubleTick Caching, Edge Servers, Content Routing, Load Balancing
  • doubleTick Configuring CDN for GCP Services
  • doubleTick Enable Cloud CDN Changes
  • doubleTick Configure Backend Services
  • doubleTick Enable Cloud CDN on Load Balancing
  • doubleTick Customize Cache Control
  • doubleTick Testing & Monitoring
  • 6.BigData & Machine Learning Services
  • doubleTick BigQuery
  • doubleTick Serverless, Highly Scalable Data Warehouse
  • doubleTick Serverless Architecture: No Infrastructure Management, Pay-Per-Query Pricing, Automatic Scaling, Managed Services
  • doubleTick High Scalable Data Warehouse: Scalability, Horizontal Scaling, Incremental Scalability, Multi-Cluster Architecture
  • doubleTick Running Queries & Analyzing Data
  • doubleTick Data Ingestion, Querying Data, Analytical Functions, Visualization & Reporting, Monitoring & Optimization
  • doubleTick Cloud Dataflow
  • doubleTick Fully Managed Services for Stream & Batch Processing
  • doubleTick Stream & Batch Processing, Automatic Scaling, Fault Tolerance, Unified Programming Model
  • doubleTick Building Data Pipelines with Apache Beam
  • doubleTick Developing Apache Beam Pipelines, Testing Locally, Deploying to Cloud Dataflow, Monitoring & Debugging, Integration with GCP Services
  • doubleTick Cloud Dataproc
  • doubleTick Managed Apache Hadoop & Spark Services
  • doubleTick Provisioning & Configuration, Cluster Management, Monitoring & Logging, Security & Access Control, Integration with Ecosystem tools
  • doubleTick Creating & Managing Dataproc Clusters
  • doubleTick Access GCP Console, Navigate to Dataproc, Create & Manage Cluster, Submit jobs, Scaling, Monitoring & Logging, Security & Access Control, Backup & Recovery, Update & Maintenance
  • doubleTick AI Platform
  • doubleTick Machine Learning Model Development & Deployment
  • doubleTick Access GCP Console, Navigate to AI Platform, Model Development & Packaging & Deployment, Versioning & Managing Models, Model Deployment Verification, Model Serving, Monitoring & Logging, Security & Access Control
  • doubleTick Training & Serving ML Models
  • doubleTick Access GCP Console, Navigate to AI Platform, Training & Serving ML Models, Versioning & Managing Models, Monitoring & Logging, Security & Access Control
  • 7. Identity and Access Management (IAM)
  • doubleTick IAM Concepts & Best practice
  • doubleTick Concepts: Principals, Roles, Permission, Resource Hierarchy
  • doubleTick Best Practices:
  • doubleTick Principle of Least Privilege
  • doubleTick Regular Review & Audit
  • doubleTick Use Service Accounts
  • doubleTick Separation of Duties
  • doubleTick Enable Multi-factor Authentication (MFA)
  • doubleTick Resource Organization
  • doubleTick Managing IAM Roles & Permission
  • doubleTick IAM Roles: Predefined & Custom Roles
  • doubleTick Permissions: Granting & Revoking Permissions
  • doubleTick Service Accounts & Key Management
  • doubleTick IAM Policies & Resource Hierarchy
  • doubleTick IAM Polices
  • doubleTick Components of IAM Policies: Bindings, Roles, Permissions
  • doubleTick Policy Attachments, Granularity
  • doubleTick Resource Hierarchy
  • doubleTick Hierarchy Levels: Organization, Folders, Projects, Resources
  • doubleTick Inheritance
  • 8. Cloud Computing Overview
  • doubleTick Overview of GCP Security Features
  • doubleTick IAM, Network Security, Data Encryption, Security Key Management, Logging & Monitoring, Compliance & Certification
  • doubleTick Encryption at Rest & in Transit
  • doubleTick Identity-Aware Proxy (IAP)
  • doubleTick Content-Aware Access Control, Single Sign-On (SSO) Integration, Secure Web Application Access, Secure Remote Access to VMs, Granular Access Control Policies
  • doubleTick Security Command Center
  • doubleTick Unified Security Dashboards, Asset Inventory, Security Findings & Health Analysis, Integration with Security Partners, Custom Security Controls, Compliance Dashboards & Reports
  • 9. GCP Management Tools
  • doubleTick Stackdriver Monitoring
  • doubleTick Monitoring GCP Resources & Applications
  • doubleTick Unified Monitoring Dashboard, Real-Time Metrics Collection, Custom Dashboards & Alerts, Integration with GCP Services, Advanced Monitoring & Analysis
  • doubleTick Creating & Managing Dashboards & Alerts
  • doubleTick Stackdriver Logging
  • doubleTick Collecting, Viewing & Analyzing Log Data
  • doubleTick Deployment Manager
  • doubleTick Infrastructure as Code (IaC) tool for managing GCP Resources
  • doubleTick Cloud Shell
  • doubleTick Browser based command line interface for GCP
  • doubleTick Accessibility, Pre-Configured Environment, Persistent Home Directory, Integration with GCP Services, Cost-Effective, Customization
  • 10.DevOps on GCP
  • doubleTick Continuous Integration & Continuous Deployment (CI/CD) with Cloud Build
  • doubleTick Source Repository, Trigger & Build Configuration, Build Execution, Testing & Validation, Artifact Generation, Continuous Deployment, Monitoring & Logging
  • doubleTick Infrastructure Automation with Deployment Manager & Terraform
  • doubleTick Google Cloud Deployment Manager
  • doubleTick Declarative Configuration, Managed Service, Native GCP Support, Template-Based Deployments
  • doubleTick Terraform
  • doubleTick Multi-Cloud Support, Declarative Configuration, Provider-Based Architecture, Resource Graph
  • doubleTick Containerization & Orchestration with Kubernetes Engine
  • 11.GCP Cost Management & Optimization
  • doubleTick GCP Pricing Models & Calculator
  • doubleTick GCP Pricing Models
  • doubleTick Pay-as-you-go, Committed & Sustained use discounts, Preemptible VMs
  • doubleTick GCP Pricing Calculator
  • doubleTick Service Usage, Region, Resource Configuration, Usage Duration, Discounts
  • doubleTick Billing & Cost Management
  • doubleTick Cost Optimization Strategies & Best Practices
  • 12.GCP Case Studies & Best Practices
  • doubleTick Real-World Case Studies of GCP Implementations
  • doubleTick Best Practices for Designing, Deployment, Managing Applications on GCP
  • doubleTick Performance Optimization & Troubleshooting Tips

Disclaimer: "Please note that this course provides training to prepare for the Cloud Computing certification. The certification exam is not included and must be completed separately through an accredited certification body."

Frequently AskedQuestions

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Why is Cloud Computing important?

Cloud Computing allows you to store, manage, and process data over the internet, providing flexibility, efficiency, and scalability for businesses and individuals.

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Green's Technology offered an outstanding Data Science course. The instructors were highly knowledgeable, simplifying complex concepts effectively. Engaging in hands-on projects greatly enhanced my confidence. I received exceptional support from the mentor, Godwin. I wholeheartedly recommend it to anyone eager to explore Data Science!.....

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Enrolling in Greens technology web development course was a decision I don't regret. The curriculum was comprehensive, covering essential topics like HTML, CSS, JavaScript, and GitHub. Building my own website was a satisfying conclusion to the course. This experience has equipped me with the skills and confidence for a future in web development.

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I usually don't write reviews. I chose Greens Technologies through a friend. I Attended DevOps and AWS courses at Greens Technology.The trainer was exceptionally helpful in clarifying concepts, making it the best training center. The emphasis on practical, live projects rather than just theory was commendable. Highly recommended.

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I took courses in Networking and Azure SQL Database. My instructor, Dhivakar, was really knowledgeable and the best. He kept the class interested and made sure we understood everything in each module. I want to thank Dhivakar for his great support during the learning process.

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