1. AWS Foundations & IAM
    Understand AWS’s global infrastructure, IAM users, roles, groups, policy types, and the shared responsibility model.
  2. Secure Access Design
    Implement secure access using IAM Identity Center (SSO), cross-account access, service control policies (SCPs), and federated identity.
  3. Application Security Essentials
    Apply security best practices for applications with VPC security layers, WAF, AWS Shield, Cognito, GuardDuty, and Secrets Manager.
  4. Data Protection & Encryption
    Master encryption with AWS KMS and ACM, learn to protect data at rest and in transit, and enforce data lifecycle and compliance controls.
  5. Scalable Architecture Design
    Design loosely coupled, event-driven systems using services like Lambda, SQS, SNS, and EventBridge.
  6. High Availability & Fault Tolerance
    Deploy resilient systems using multi-AZ setups, auto scaling, Route 53 failover, and disaster recovery (DR) strategies.
  7. Scalable Storage Solutions
    Explore Amazon S3, EBS, and EFS with lifecycle policies, replication strategies, and hybrid storage design.
  8. Elastic Compute & Containers
    Work with EC2, Auto Scaling Groups, Fargate, and orchestrate containerized applications with ECS and EKS.
  9. High-Performance Databases
    Understand database options like RDS, Aurora, DynamoDB, ElastiCache, read replicas, and performance tuning.
  10. Scalable Networking
    Design efficient network topologies using VPC, NAT gateways, VPN, Direct Connect, Global Accelerator, and CloudFront.
  11. Data Ingestion & Analytics
    Use AWS Glue, Kinesis, Athena, and Quicksight to ingest, process, and visualize data for real-time insights.
  12. Compute & Storage Cost Optimization
    Learn how to use EC2 spot instances, Savings Plans, storage tiering, and data transfer cost strategies.
  13. Cost-Effective Database Solutions
    Select the right database engines and caching strategies to meet business needs while minimizing cost.
  14. Optimized Network Architecture
    Implement cost-effective networking with VPC peering, endpoints, Transit Gateway, and bandwidth allocation strategies.
  15. AWS Well-Architected Framework
    Apply the five pillars of AWS architecture: operational excellence, security, reliability, performance efficiency, and cost optimization using Trusted Advisor and AWS Well-Architected Tool.
  1. Exam Overview & Well-Architected Framework
    Get familiar with the exam structure, scoring, question types, and the pillars of the AWS Well-Architected Framework.
  2. Network Design & Connectivity
    Understand VPC architecture, routing strategies, hybrid DNS, and secure multi-account connectivity.
  3. Security Best Practices
    Master IAM roles and policies, encryption methods, centralized security event management, and compliance tools.
  4. High Availability & Disaster Recovery
    Design resilient systems using multi-AZ/multi-region strategies, backup solutions, and disaster recovery techniques.
  5. Multi-Account Architecture & Governance
    Set up AWS Organizations, Control Tower, and implement centralized logging and event handling across accounts.
  6. Cost Optimization & Usage Visibility
    Utilize AWS Budgets, Cost Explorer, Savings Plans, and tagging strategies to reduce cloud spending and gain insights.
  7. Infrastructure Deployment & Automation
    Automate deployments using CloudFormation, CI/CD pipelines, and Systems Manager for scalable configuration management.
  8. Application Security & Threat Mitigation
    Configure WAF, Shield, and GuardDuty for DDoS protection and intrusion detection, and apply secure service endpoints.
  9. Reliability Engineering & Fault Tolerance
    Implement Auto Scaling, decoupled services (SQS/SNS), and DNS-based routing for resilient application architectures.
  10. Performance Optimization Techniques
    Design elastic, scalable systems using caching, load balancing, and purpose-built AWS databases.
  11. Monitoring & Operational Excellence
    Enable effective logging, monitoring, alerting, and automated remediation for efficient operations.
  12. Secrets Management & Compliance Automation
    Use Secrets Manager, SSM, and AWS Config rules to enforce least privilege and automate patching.
  13. Global Performance & SLA Monitoring
    Enhance performance using CloudFront, Global Accelerator, and monitor SLAs and KPIs with CloudWatch and X-Ray.
  14. Scalable & Reliable Architecture Patterns
    Design architectures that support growth, eliminate single points of failure, and incorporate self-healing capabilities.
  15. Cloud Cost Efficiency & Optimization Strategies
    Implement billing alerts, identify underutilized resources, and optimize storage, compute, and networking costs.
  16. Migration Planning & Application Assessment
    Evaluate legacy systems, categorize them using the 7Rs, and prioritize migrations using AWS Migration Hub.
  17. Data, Database & App Migration Tools
    Use AWS DMS, DataSync, and Transfer Family for seamless migration of workloads, databases, and data lakes.
  18. Modern AWS Architecture Design
    Refactor monolithic apps into containers or serverless architectures with optimal compute and database services.
  19. Application Modernization & Integration
    Build event-driven systems with Lambda, EventBridge, Step Functions, and leverage serverless patterns.
  1. Incident Response Planning & Security Finding Formats (ASFF)
    Learn how to design an effective incident response strategy using AWS best practices
  2. Threat Detection with AWS Services
    Dive into GuardDuty, Macie, Security Hub, and other tools for identifying anomalies and threats
  3. Response Techniques for Compromised Resources
    Understand root cause analysis, forensic data capture, and containment procedures
  4. Monitoring and Alerting Strategies
    Build centralized alerting systems using CloudWatch, EventBridge, and Security Hub integrations
  5. Troubleshooting Monitoring Systems
    Diagnose and fix issues related to missing or misconfigured alerts and monitoring gaps
  6. AWS Logging Services and Lifecycle Management
    Explore VPC Flow Logs, DNS logs, CloudTrail, and log retention policies
  7. Log Analysis and Threat Correlation
    Use services like Athena and CloudWatch Logs Insights to interpret, correlate, and act on log data
  8. Edge Security Controls for Web Applications
    Protect apps with WAF, Shield, CloudFront, and layered perimeter defenses
  9. Network Security Design
    Implement segmentation, traffic control, and secure connectivity using VPCs, NACLs, and VPNs
  10. Securing Compute Workloads
    Harden EC2 instances, scan for vulnerabilities, and manage secure image pipelines
  11. Network Security Troubleshooting
    Identify, analyze, and resolve connectivity and security anomalies across your network
  12. Authentication for AWS Resources
    Implement and manage identity providers, IAM, Cognito, MFA, and temporary credentials
  13. Authorization Strategies and IAM Policies
    Apply RBAC, ABAC, and fine-grained IAM policies to control access across services
  14. Data-in-Transit Security
    Encrypt communication using TLS, VPN, and secure APIs to maintain confidentiality and integrity
  15. Data-at-Rest Protection
    Utilize encryption (KMS, CloudHSM), access control, and integrity validation mechanisms
  16. Data Lifecycle and Retention Management
    Define and enforce retention policies using lifecycle rules for S3, snapshots, and logs
  17. Secrets and Key Management
    Manage secure storage and rotation of credentials, API keys, and cryptographic materials
  18. Multi-Account Governance
    Design organizational structures, SCPs, and centralized security controls with AWS Organizations
  19. Infrastructure as Code (IaC) & Secure Deployments
    Use CloudFormation, tag policies, and Service Catalog to ensure consistent and compliant deployments
  20. Compliance Monitoring and Audit Tools
    Track compliance using AWS Config, Macie, Security Hub, and Audit Manager
  21. Security Gap Analysis and Cost Optimization
    Use Trusted Advisor, Well-Architected Tool, and usage reports to improve security posture and reduce attack surfaces
  1. Edge Network Services & Global Architectures
    Explore content delivery and global traffic management using CloudFront, Global Accelerator, and API Gateway.
  2. DNS Solutions (Public, Private & Hybrid)
    Understand DNS protocols, Route 53 configurations, health checks, resolvers, and hybrid DNS patterns.
  3. Designing Scalable Load Balancing Architectures
    Dive into L3/L4/L7 balancing, sticky sessions, TLS termination, and ELB integrations with EKS and WAF.
  4. Logging and Monitoring Network Performance
    Configure CloudWatch, Flow Logs, Reachability Analyzer, and Network Manager for end-to-end visibility.
  5. Hybrid Connectivity with On-Premise Networks
    Learn BGP, VPN, Direct Connect, LAGs, and SD-WAN setups with Transit Gateway Connect.
  6. Multi-Account and Multi-Region Network Design
    Architect VPC Peering, Transit Gateway, PrivateLink, and VPC sharing strategies across accounts.
  7. Routing and Connectivity Implementation
    Set up static/dynamic routes, accelerated VPNs, Direct Connect gateways, and hybrid DNS integration.
  8. Inter-VPC and Cross-Region Networking
    Implement secure multi-account networking with PrivateLink, RAM, MPLS, and third-party SD-WANs.
  9. Complex DNS Architectures and Traffic Management
    Design and implement advanced DNS forwarding, delegation, DNSSEC, and latency-based routing.
  10. Network Infrastructure Automation
    Use AWS CDK, CloudFormation, and CLI to automate event-driven networking with hybrid capabilities.
  11. Maintaining Hybrid Routing and Connectivity
    Configure Direct Connect with BGP, manage route tables, and optimize route propagation.
  12. Monitoring and Troubleshooting Network Traffic
    Analyze VPC Flow Logs, traffic mirroring, packet size mismatches, and use Reachability Analyzer.
  13. Performance and Cost Optimization Techniques
    Choose between VPC peering, transit gateways, and proxy solutions; optimize subnets and interfaces.
  14. Implementing Network Security Features
    Secure AWS networks using WAF, Shield, Network Firewall, and security group segmentation.
  15. Monitoring and Auditing Network Security
    Set up CloudWatch alarms, Flow Logs, and audit configurations using Firewall Manager and CloudTrail.
  16. Encrypting Network Communications and Data in Transit
    Apply TLS, IPsec, VPN over Direct Connect, and secure DNS communications using ACM and DNSSEC.
  1. Kubernetes Fundamentals
    Kubernetes architecture and components, Control Plane and Node interactions, Pods, ReplicaSets, Deployments and Services, Labels, selectors, taints, tolerations, Namespaces and resource management
  2. Amazon EKS Essentials
    EKS control plane and node group architecture, Cluster creation with eksctl and AWS Console, IAM integration for Kubernetes workloads, Managed node groups vs Fargate, Add-ons and version upgrades in EKS
  3. Helm and Application Deployment
    Helm chart structure and templating, Writing and customizing Helm charts, Deploying applications using Helm, Integrating Amazon S3 for storing and serving static assets
  4. Scaling and GitOps
    Horizontal Pod Autoscaler and Cluster Autoscaler, Karpenter for cost-efficient scaling, GitOps workflows using Jenkins, Declarative CI/CD deployment strategies
  5. Networking in Amazon EKS
    VPC and subnet setup for EKS, Amazon VPC CNI plugin and custom IP management, Pod-to-pod and pod-to-service communication, Kubernetes network policies for traffic control
  6. Monitoring and Observability
    CloudWatch Container Insights and metrics collection, Prometheus and Grafana integration, Dashboard creation and real-time alerting
  7. Amazon ECS Introduction
    ECS architecture and components, ECS vs EKS comparison and use cases, ECS task definitions and service management, EC2 and Fargate launch types explained
  8. ECS Networking and Storage
    VPC networking and ENI configuration in ECS, IAM roles for ECS task execution, Mounting EFS volumes to ECS containers, Configuring secure communication within ECS
  9. CI/CD and Advanced ECS Deployments
    Docker pipelines using GitHub Actions and CodePipeline, Blue/green deployment strategy with ALB, ECS service autoscaling and rolling updates
  10. Security and IAM Integration
    IAM roles for service accounts (IRSA) in EKS, Task-level IAM roles in ECS, Kubernetes RBAC and access control, Managing secrets with AWS Secrets Manager and KMS
  11. Capstone and Architecture Strategy
    Deploying applications across both ECS and EKS, Comparing cost, performance, and operations, Choosing the right orchestration platform for your workload
  1. Introduction to AWS SysOps & Exam Overview
    Certification scope, Target candidate profile, Exam format and scoring, Study approach
  2. Monitoring and Logging with CloudWatch
    CloudWatch Logs, Metrics and Insights, CloudWatch Agent, Alarms and Dashboards
  3. Remediation using EventBridge & Systems Manager
    EventBridge rules, Automation runbooks, AWS Config for remediation
  4. Scalability and Elasticity
    Auto Scaling plans, Caching, RDS/Aurora replicas, Loosely coupled architectures
  5. High Availability & Fault Tolerance
    Elastic Load Balancer, Multi-AZ deployments, Route 53 health checks, Fault tolerant architectures
  6. Backup, Restore, and Disaster Recovery
    Automated backups, Lifecycle policies, RTO/RPO, Cross-region replication
  7. Provisioning Resources with AMIs and CloudFormation
    AMI management, CloudFormation templates, StackSets and cross-account roles
  8. Deployment Strategies & Automation
    Blue/Green, Rolling deployments, Automated patching, EventBridge scheduling
  9. IAM & Access Policies
    IAM roles, MFA, Policies, SAML, Resource policies, Permissions boundaries
  10. Access Auditing & Security Checks
    IAM Access Analyzer, Policy simulator, Trusted Advisor, SCP validation
  11. Data Protection & Encryption
    KMS, Encryption at rest and in transit, Secrets Manager, ACM, VPN
  12. Networking Basics & VPC Setup
    Subnets, Route tables, NACLs, Security groups, NAT Gateway
  13. Private Connectivity & Network Protection
    VPC Peering, VPN, Session Manager, WAF, AWS Shield
  14. Route 53 and DNS Management
    Hosted zones, Record types, Routing policies, DNS resolution
  15. CloudFront and Content Delivery
    CloudFront distribution, OAC, Static website hosting
  16. Network Troubleshooting
    VPC Flow Logs, ELB logs, WAF logs, Hybrid troubleshooting
  17. Cost Optimization Techniques
    Cost Explorer, Budgets, Spot Instances, Cost allocation tags
  18. Performance Optimization Strategies
    EBS tuning, EC2 enhancements, S3 acceleration, RDS tuning
  19. Multi-Account Strategies & Governance
    Organizations, Control Tower, Service control policies, Compliance setup
  1. Introduction to Cloud Migration
    What is Cloud Migration, Why Migrate to AWS, Cloud vs. On-premises: Benefits and Trade-offs, Business drivers for migration, Common migration challenges, Overview of AWS Migration tools
  2. Assessing Migration Readiness
    AWS Cloud Adoption Framework (CAF), Organizational capability evaluation, Technical environment and infrastructure assessment, Governance and compliance readiness, Readiness and planning assessment tools
  3. Migration Planning and Workstreams
    Migration workstreams and phases, Identifying stakeholders and teams, Defining scope and timeline, Budgeting and forecasting, Creating a migration roadmap
  4. Understanding AWS Landing Zones
    Landing Zone architecture and components, Control Tower overview, Account provisioning and structure, Guardrails and security baselines, Network and logging configurations
  5. Building a Landing Zone
    Setting up VPCs and subnets, IAM roles and permissions, Shared services and account baselining, Monitoring and logging setup, Security and compliance implementation
  6. Application Portfolio Discovery and Migration Strategy
    Portfolio assessment approaches, Discovery tools and data collection, Application dependency mapping, 7 Rs of migration (Rehost, Replatform, Repurchase, Refactor, Retire, Retain, Relocate), Choosing the right migration path
  7. Designing the Migration
    High-level migration architecture, Tool selection and service alignment, Network and security design, Data transfer and encryption planning, Scalability and fault tolerance considerations
  8. Executing Application Migration
    Migration process steps, Cutover strategies, Post-migration validation, Downtime minimization, Rollback and contingency planning
  9. Database and Data Migration
    AWS Database Migration Service (DMS), Schema conversion and compatibility, Continuous replication vs. snapshot migration, Data validation and integrity, Migrating to Amazon Aurora
  10. Modernizing and Optimizing Workloads
    Refactoring applications for cloud-native design, Storage and compute optimization, Using Amazon S3 and ECS, Rightsizing cloud resources, Cost and performance monitoring
  11. Operations, Testing, and Automation
    Integration and functional testing, Monitoring with CloudWatch and X-Ray, CI/CD pipelines in AWS, Infrastructure as Code with CloudFormation, Deployment automation with CodePipeline
  12. Best Practices and Final Migration Guidelines
    Post-migration validation, Performance tuning and optimization, Security hardening and audit, Documentation and handoff, AWS migration best practices and case studies
  1. Introduction to AWS Storage
    Overview of AWS storage services and use cases, Cloud storage benefits, Cost optimization, Performance considerations
    Object, file, block storage overview, storage classes, data lifecycle, performance tiers
  2. Amazon S3 Deep Dive
    Designing Object Storage with Amazon S3, S3 storage classes, Cost optimization strategies
    S3 Standard, Infrequent Access, One Zone-IA, Glacier, Intelligent-Tiering, Lifecycle policies, Data durability
  3. S3 Access Control and Object Lambda
    S3 access management, Security, Object Lambda transformations
    IAM policies, Bucket policies, ACLs, S3 Object Lambda, Presigned URLs
  4. Advanced S3 Solutions
    Multipart uploads, Batch operations, Cross-region and same-region replication
    Upload limits, Parallel uploads, Object versioning, CRR configuration, SRR setup, Replication rules
  5. Implementing Amazon EBS Solutions
    Block storage with EBS, Volume design, Performance tuning
    EBS volume types (gp3, io2), Snapshots, Encryption, IOPS tuning, Cost comparison
  6. EBS Data Protection Strategies
    Data protection, EBS lifecycle automation, Performance management
    Lifecycle Manager, Snapshot policies, Crash consistency, Scheduled backups
  7. Amazon EFS Architecture and Integration
    File storage solutions with EFS, Mount targets, Performance optimization
    Throughput modes, Burst credits, Access points, POSIX compliance, Mounting on EC2
  8. EFS with Lambda and ECS
    Integrating EFS with serverless and container services
    EFS with Lambda, ECS task volume configuration, Permissions, Performance benchmarking
  9. Cloud File Storage with Amazon FSx
    FSx service options and architecture, Performance tuning
    FSx for Windows, FSx for Lustre, FSx for NetApp ONTAP, FSx for OpenZFS, Use cases comparison
  10. Hybrid and Edge Storage Solutions
    Storage Gateway, AWS DataSync, Hybrid deployment scenarios
    File, Tape, and Volume Gateway, DataSync agents, On-prem to cloud sync, Migration automation
  11. Backup and Disaster Recovery with AWS
    AWS Backup service, Centralized backup strategy, Disaster recovery
    Backup plans, Cross-region backup, Restore strategies, Point-in-time recovery, Data compliance
  12. Monitoring, Optimization, and Course Wrap-up
    Storage monitoring, Cost optimization, Automation tools, Final Q&A
    CloudWatch metrics, Budget alerts, Trusted Advisor, AWS Storage Lens, Performance dashboards
  1. Introduction to AWS Databases
    Overview of managed database services on AWS, Relational vs. Non-relational databases, Scalability and availability considerations, Use cases for different databases, Cost optimization and pricing models
  2. Relational Databases with Amazon RDS
    Amazon RDS database engines, Automated backups, Multi-AZ deployments, Read replicas, Parameter groups, Performance tuning, Security and IAM integration
  3. Deep Dive into Amazon Aurora
    Aurora architecture and scaling, Aurora Serverless and Global Databases, Replication mechanisms, Storage auto-scaling, Monitoring with CloudWatch, Aurora vs. RDS comparison
  4. Choosing the Right Relational Database
    Relational workload assessment, Migration considerations, Licensing and support, Performance analysis, Compatibility checks, Best practices
  5. Amazon DynamoDB Essentials
    NoSQL overview, DynamoDB architecture, Partitions and throughput, Tables and items, Global tables, On-demand vs. provisioned capacity, TTL, Streams
  6. Advanced DynamoDB & Amazon Keyspaces
    DynamoDB indexing and queries, Query optimization, Caching with DAX, Amazon Keyspaces CQL overview, Migration from Apache Cassandra
  7. Amazon DocumentDB & Amazon QLDB
    DocumentDB features and MongoDB compatibility, QLDB vs. Blockchain, Immutable logs, Document and ledger database use cases, Querying historical data
  8. Choosing the Right Non-Relational Database
    Data modeling best practices, Access pattern analysis, Cost-based optimization, Serverless options, Non-relational database security
  9. Graph, Time Series & In-Memory Databases
    Amazon Neptune for graph data, Amazon Timestream for time series, ElastiCache vs. MemoryDB, Redis/Memcached comparison, Query languages and security
  10. Caching & Performance Optimization
    Caching patterns, Latency reduction techniques, High throughput support, TTL management, Session management, Elastic scaling
  11. Data Warehousing with Amazon Redshift
    Redshift architecture, Spectrum integration, RA3 nodes and data sharing, Data loading techniques, Query optimization, Compression and distribution styles
  12. Tools, Monitoring, and Final Design
    AWS DMS and SCT tools, Backup and restore strategies, Monitoring and alerting with CloudWatch, Infrastructure as Code, Full-stack database architecture design
  1. Introduction to Data Lakes
    What is a Data Lake, Benefits and Use Cases, Differences between Data Lake, Data Warehouse, and Data Lakehouse
  2. Data Ingestion, Cataloging, and Preparation
    Ingestion Patterns (Batch, Streaming), Using AWS Glue Crawlers, Data Cataloging Concepts, Metadata Management with AWS Glue, Data Preparation Techniques
  3. Building the Data Lake with AWS Lake Formation
    Lake Formation Overview & Architecture, Required IAM Roles and Permissions, Resource Setup: S3 Buckets and Glue Data Catalog, Setting up the Data Lake Environment, Registering S3 as a Data Lake Location, Creating Databases and Tables
  4. Data Processing and Analytics
    Querying Data with Amazon Athena, Using Amazon Redshift Spectrum, Integration with QuickSight for Visualization
  5. AWS Lake Formation Additional Configurations and Capabilities
    Row-level and Column-level Security, Tag-based Access Control, Cross-account Sharing, Using Blueprints for ETL Workflows, Automating Ingest-Catalog-Transform Pipelines
  6. Modern Data Architecture on AWS
    Decoupled Storage and Compute, Data Mesh and Domain-driven Design, Serverless Architectures with Lake Formation
  7. Publishing and Managing Data Products
    Sharing Data via AWS Lake Formation, Monitoring and Governance Tools, Creating and Sharing Data Products, Monitoring Access and Audit Logs
  1. Overview of Data Analytics and the Data Pipeline
    data analytics lifecycle, data pipeline components, AWS analytics services overview
  2. Using Amazon Redshift in the Data Analytics Pipeline
    Amazon Redshift architecture, use cases, data warehousing concepts, integration in data analytics pipeline
  3. Ingestion and Storage
    data ingestion strategies, loading data from Amazon S3, Redshift Spectrum, storage optimization
  4. Processing and Optimizing Data
    SQL-based data transformation, Redshift performance tuning, sort keys and distribution styles
  5. Security and Monitoring of Amazon Redshift Clusters
    IAM roles, encryption at rest and in transit, logging, monitoring with CloudWatch
  6. Designing Data Warehouse Analytics Solutions
    data modeling best practices, workload management, analytics use cases and reference architectures
  7. Developing Modern Data Architectures on AWS
    serverless analytics, lake house architecture, integration with ETL tools, scalability and cost optimization
  8. Course Wrap-up
    key takeaways, final discussion, Q&A session
  1. Introduction to Data Warehousing on AWS
    Overview of data warehousing, benefits of AWS for data warehousing, use cases, comparison with on-prem solutions, key AWS services
  2. Data Warehouse Concepts
    Data modeling and architecture, star/snowflake schemas, OLAP vs OLTP, dimensional modeling
  3. Introduction to Amazon Redshift
    Core Redshift architecture, nodes and clusters, leader/node types, columnar storage
  4. Redshift Setup and Configuration
    Cluster creation and connectivity, parameter groups, VPC settings, user access configuration
  5. Data Loading Essentials
    Data ingestion methods, COPY command, data formats (CSV, JSON, Parquet), compression techniques
  6. Advanced Data Loading Techniques
    Bulk loading strategies, staging tables, data quality checks, troubleshooting data loads
  7. SQL Query Editor V2 & Notebooks
    Query organization, notebook integration, result visualization, running SQL scripts
  8. Backup and Recovery
    Snapshots, automated vs manual backups, point-in-time recovery, restore operations
  9. Redshift Performance Tuning I
    Query optimization, EXPLAIN plans, distribution styles, sort and dist keys
  10. Redshift Performance Tuning II
    Workload management (WLM), short query acceleration, materialized views
  11. Securing Amazon Redshift
    IAM roles and policies, VPC configurations, SSL, encryption with AWS KMS
  12. Orchestration in Data Warehousing
    AWS Glue, Lambda functions, Step Functions, event-driven data pipelines
  13. Amazon Redshift ML
    CREATE MODEL syntax, Redshift-SageMaker integration, training and inference
  14. Data Sharing with Redshift
    Cross-cluster data sharing, producer and consumer clusters, use cases and setup
  15. Redshift Spectrum
    Querying external S3 data, Spectrum architecture, table partitioning, cost control
  16. Monitoring and Auditing
    CloudWatch metrics, audit logging, system table queries, alert configuration
  17. Cost Optimization in Redshift
    Reserved vs on-demand instances, concurrency scaling, pause/resume strategies
  18. Redshift Integration with BI Tools
    Connecting to QuickSight, Tableau, Looker integration, dashboard creation
  19. Capstone Project Planning
    Project scoping, dataset selection, schema design, KPI definition, use case goals
  20. Capstone Project Execution
    End-to-end DW build, data ingestion, transformation, security, visualization
  21. Course Review and Assessment
    Best practices recap, certification guidance, community resources, learner feedback