SAGEMAKER_Lamda_MlFlow_AIRFLOW_PROTHEMOUS_GER_JIRA_MLOps _Cloud Platforms

Google Cloud Platform (GCP):
Overview:
Parent Company: Google
Strengths: Big data, machine learning, and integration with Google’s other services.
Global Presence: Data centers in various regions around the world.
Key Services:
Compute Engine: Virtual machines with various configurations.
App Engine: Platform-as-a-Service (PaaS) for app deployment.
Kubernetes Engine: Managed Kubernetes clusters for container orchestration.
BigQuery: Fully managed data warehouse for large-scale data analytics.
Cloud Storage: Scalable object storage for data.
Strengths:
Big Data and Machine Learning: Advanced analytics tools like BigQuery and AI/ML services such as TensorFlow.
Open Source Support: Strong support for open-source technologies.
Integration with Google Services: Seamless integration with Google Workspace and other Google products.
Pricing:
Pay-as-You-Go: Competitive pricing with discounts for sustained use and committed use.
Use Cases:
Data analytics, machine learning, application development, and high-performance computing.
2. Amazon Web Services (AWS):
Overview:
Parent Company: Amazon
Strengths: Broadest service offering, extensive global infrastructure, and strong enterprise adoption.
Global Presence: The largest number of data centers and regions worldwide.
Key Services:
EC2 (Elastic Compute Cloud): Virtual machines with a wide range of instance types.
S3 (Simple Storage Service): Scalable object storage with high durability.
Lambda: Serverless computing for running code without provisioning servers.
RDS (Relational Database Service): Managed relational databases.
CloudFormation: Infrastructure as Code (IaC) for automating cloud resource management.
Strengths:
Comprehensive Service Catalog: Broadest range of services and tools.
Global Reach: Extensive infrastructure with a large number of regions and availability zones.
Enterprise Features: Mature solutions for large-scale enterprise needs.
Pricing:
Pay-as-You-Go: Pricing can be complex, but there are many options for savings plans and reserved instances.
Use Cases:
Enterprise applications, web hosting, big data analytics, and IoT.
3. Microsoft Azure:
Overview:
Parent Company: Microsoft
Strengths: Strong integration with Microsoft products, enterprise focus, and hybrid cloud solutions.
Global Presence: Data centers in numerous regions across the globe.
Key Services:
Azure Virtual Machines: Scalable virtual machines with various configurations.
Azure App Service: Platform-as-a-Service (PaaS) for app hosting and development.
Azure Kubernetes Service (AKS): Managed Kubernetes for container orchestration.
Azure SQL Database: Managed relational database service.
Azure Blob Storage: Object storage service for unstructured data.
Strengths:
Integration with Microsoft Products: Seamless integration with Windows Server, Active Directory, and Office 365.
Hybrid Cloud: Strong focus on hybrid cloud solutions with services like Azure Arc.
Enterprise-Ready: Well-suited for large enterprises and organizations using Microsoft technologies.
Pricing:
Pay-as-You-Go: Offers various pricing models including reserved instances and spot pricing.
Use Cases:
Enterprise applications, hybrid cloud deployments, big data analytics, and development environments.