| Application Development |
Build and Deploy Scalable Apps |
AWS Elastic Beanstalk |
Azure Web Apps |
App Engine |
| Application Development |
Develop and Deploy Mobile Apps |
AWS Amplify |
Azure Mobile Apps |
Firerbase |
| DevOps |
CI/CD Pipeline |
AWS CodePipeline, AWS CodeBuild, AWS CodeDeploy |
Azure Pipelines
|
Cloud Build, Google Cloud Deploy |
| DevOps |
Private Source Control Repository |
AWS CodeCommit |
Azure Repos |
Cloud Source Repositories |
| DevOps |
Artifacts and Package management (maven, npm.. packages) |
AWS CodeArtifact |
Azure Artifacts |
Artifact Registry |
| DevOps |
Infrastructure as code |
AWS CloudFormation |
Azure Automation |
Cloud Deployment Manager |
| DevOps |
SDK and library for managing cloud resources |
AWS Command Line Interface
|
Azure CLI |
Cloud SDK |
| MLOps |
ML pipeline and workflows |
Amazon SageMaker for MLOps, MLOps Workload Orchestrator |
Machine learning operations |
Kubeflow Pipelines, Tensorflow Extended |
| Blockchain |
Blockchain Ledger |
Amazon Quantum Ledger Database (QLDB) |
Azure confidential ledger |
Custom setup or through Google Cloud Marketplace |
| Blockchain |
Blockchain Implementation |
Amazon Managed Blockchain |
Custom setup or through Azure Marketplace |
Custom setup or through Google Cloud Marketplace |
| Internet of Things |
Internet of Things Platform |
AWS IoT Core, AWS IoT Device Management |
Azure IoT Hub,Azure Event Hubs |
Cloud IoT Core |
| Internet of Things |
Internet of Things at Edge |
AWS IoT Greengrass |
Azure IoT Edge |
Edge TPU |
| Internet of Things |
Digital Twins |
AWS IoT TwinMaker |
Azure Digital Twins |
Supply Chain Twin and Pulse |
| Internet of Things |
Real-time Streaming and Events Management |
AWS IoT Events, Amazon Kinesis
Data Firehose, Amazon Kinesis
Data Streams |
Azure Stream Analytics |
Pub/Sub, Dataflow |
| Internet of Things |
Storage Choices for IoT Data |
DynamoDB , AWS IoT Analytics |
Cosmos DB, Azure Time Series Insights |
Cloud Bigtable, BigQuery |
| Database |
NoSQL Database (key,value) |
Amazon DynamoDB |
Azure Cosmos DB |
Cloud Bigtable |
| Database |
NoSQL Document database |
Amazon DynamoDB, Amazon DocumentDB |
Azure Cosmos DB, Azure Table storage |
Firestore, Firebase Realtime Database |
| Database |
NoSQL Graph database |
Amazon Neptune |
Azure Cosmos DB Graph (Gremlin API), Azure SQL Database 2017 (Graph features) |
JanusGraph with Bigtable |
| Database |
RDBMS |
Amazon RDS ( MySQL, PostgreSQL,SQL Server, Oracle), Amazon Aurora |
Azure Database for PostgreSQL, Azure Database for MySQL, Azure SQL Database, Oracle Database Image for Azure VM |
Cloud SQL (MySQL, PostgreSQL, and SQL Server), Bare Metal Solution for Oracle,AlloyDB for PostgreSQL |
| Database |
Globally distributed horizontal scalable SQL database (features like geo-replication and horizontal scaling differs across cloud vendors) |
Amazon Aurora |
Azure Database for PostgreSQL - Hyperscale (Citus), Azure Cosmos DB |
Cloud Spanner |
| Database |
In-Memory data store |
Amazon ElastiCache, Amazon MemoryDB for Redis |
Azure Cache for Redis |
Memorystore |
| Data warehouse |
Scalable data warehouse over petabytes of data |
Amazon Redshift |
Azure Synapse Analytics |
BigQuery |
| Messaging |
Messaging platform |
Amazon Simple Queue Service, Amazon Simple Notification Service, Amazon MQ |
Azure Service Bus, Azure Event Grid |
Cloud Pub/Sub |
| Analytics |
Managed open-source data and analytics platform |
Amazon Elastic MapReduce |
Azure HDInsight, Azure Synapse Analytics, Azure Databricks |
Dataproc |
| Analytics |
Stream and batch data ingestion and processing |
Amazon Kinesis, Amazon Managed Streaming for Apache Kafka (MSK)
|
Azure Event Hubs, Azure Stream Analytics |
Cloud Pub/Sub, Cloud Dataflow |
| Analytics |
Extract, Transform, and Load |
AWS Glue, Amazon AppFlow, Amazon Data Pipeline |
Azure Data Factory, Azure Synapse Analytics |
Cloud Data Fusion |
| Analytics |
Query Big Data |
Amazon Athena, Amazon Redshift Spectrum, Amazon OpenSearch Service |
SQL Server Analysis Services, Azure Synapse Analytics |
BigQuery |
| Analytics |
Data catalog and management |
AWS Glue Data Catalog, Lake Formation Data Catalog |
Azure Purview |
Data Catalog |
| Analytics |
Data preparation for ML and other analytics services |
Amazon SageMaker Data Wrangler |
Azure Data Factory |
Dataprep by Trifecta |
| Analytics |
Workflow Orchestration |
AWS Step Functions, Managed Workflows for Apache Airflow, AWS Glue |
Azure Logic Apps, Azure Data Factory |
Workflows, Cloud Composer |
| Analytics |
Data Lake Storage |
AWS Lake Formation |
Azure Data Lake Storage |
BigLake |
| Analytics |
Managed Search |
Amazon Kendra, Amazon CloudSearch |
Azure Cognitive Search |
Cloud Search |
| Analytics |
Business intelligence and visualization |
Amazon QuickSight |
Azure PowerBI |
Looker |
| Artificial Intelligence and Machine Learning |
ML Platform |
Amazon SageMaker |
Azure AI Platform |
Vertex AI |
| Artificial Intelligence and Machine Learning |
Computer Vision service |
Amazon Rekognition, Amazon Lookout for Vision |
Azure Cognitive Services
Computer Vision, Azure Video Indexer |
Vision AI, Video Intelligence API |
| Artificial Intelligence and Machine Learning |
Automated machine learning models |
Amazon SageMaker Autopilot |
Azure ML - Automated Machine Learning |
Vertex AI AutoML |
| Artificial Intelligence and Machine Learning |
Common open source ML support and integration |
TensorFlow on Amazon SageMaker, PyTorch on Amazon SageMaker, Apache MXNet on Amazon SageMaker |
TensorFlow on Azure Databricks, PyTorch Enterprise on Azure, ML.NET |
TensorFlow Enterprise, PyTorch on Vertex AI, scikit-learn on VertexAI |
| Artificial Intelligence and Machine Learning |
Natural language processing service |
Amazon Comprehend |
Azure Cognitive Services Text Analytics |
Natural Language AI |
| Artificial Intelligence and Machine Learning |
Speech to Text |
Amazon Transcribe |
Azure Cognitive Services Speech to Text |
Speech-to-Text |
| Artificial Intelligence and Machine Learning |
Text to Speech |
Amazon Polly |
Azure Cognitive Services Text to Speech |
Text-to-Speech |
| Artificial Intelligence and Machine Learning |
Language Translation |
Amazon Translate |
Azure Cognitive Services Translator |
Cloud Translation |
| Artificial Intelligence and Machine Learning |
Conversation Service / Chatbots |
Amazon Lex |
Azure Bot Service |
Dialogflow |
| Artificial Intelligence and Machine Learning |
Extract Text and Data from Documents |
Amazon Textract |
Azure Form Recognizer |
Document AI |
| Artificial Intelligence and Machine Learning |
Recommendations and Personalization service |
Amazon Personalize |
Azure Cognitive Services Personalizer |
Recommendations AI |
| Artificial Intelligence and Machine Learning |
Infrastructure and Containers for ML |
AWS Inferentia, AWS Trainium, EC2 GPUs, AWS Deep Learning AMIs,AWS Deep Learning Containers |
Azure ML – FPGA, GPU support on Azure Kubernetes Service (AKS), Data Science Virtual Machines |
Cloud TPU, Cloud GPUs, Deep Learning Containers,Deep Learning VM Image |
| API Management |
API Management |
Amazon API Gateway |
Azure API Management |
API Gateway, Apigee API Management |
| Mobile and Application testing |
Testing infrastructure |
AWS Device Farm |
Azure App Center |
Firebase Test Lab |
| Serverless |
Serverless compute functions |
AWS Lambda |
Azure Functions |
Cloud Functions |
| Serverless |
Serverless compute for containers |
AWS Fargate, AWS App Runner |
Azure Container Instances |
Cloud Run |
| Serverless |
App/Mobile - Messaging and Notification |
Amazon Simple Notification Service (SNS), Amazon Device Messaging (ADM), |
Azure Notification Hubs |
Firebase Cloud Messaging, Firebase In-App Messaging |
| Serverless |
Deploy web and Mobile Apps |
AWS Elastic Beanstalk |
Azure App Service |
App Engine |
| Serverless |
Serverless Orchestration/workflow |
AWS Step Functions |
Azure Logic Apps |
Workflows |
| Serverless |
Serverless RDBMS |
Amazon Aurora Serverless |
Azure SQL Database serverless |
None |
| Serverless |
Serverless Data warehouse |
Amazon Redshift Serverless |
Azure Synapse Analytics |
BigQuery |
| Serverless |
NoSQL database |
AWS DynamoDB |
Azure Cosmos DB serverless |
Firestore |
| Serverless |
Build event-driven applications |
Amazon EventBridge |
Azure Event Grid |
Eventarc |
| Containers |
Managed container platform |
Amazon Elastic Kubernetes Service, Amazon Elastic Container Service |
Azure Kubernetes Service |
Google Kubernetes Engine |
| Containers |
Container registry |
Amazon Elastic Container Registry |
Azure Container Registry |
Artifact Registry |
| Containers |
Serverless compute for containers |
AWS Fargate, AWS App Runner |
Azure Container Instances |
Cloud Run |
| Containers |
Container on multiple environments (VMWare, On-premises, Bare metal) and Multi-Cloud |
Amazon EKS Anywhere (Currently Amazon EKS on VMware only) |
Azure Kubernetes Service on Azure Stack HCI (currently Azure Kubernetes Service on on-premises only) |
Anthos Clusters (GKE Clusters on AWS, GKE Clusters on Azure, GKE Clusters on VMWare and GKE Clusters on Bare metal) |
| Containers |
Backup for container environments |
Custom solution (using open source tools like Velero) |
Azure Backup |
Backup for GKE
|
| Compute |
Core Virtual Machines |
Amazon Elastic Compute Cloud (AWS EC2) |
Azure Virtual Machines |
Compute Engine |
| Compute |
High-performance GPUs Virtual Machines |
Amazon Elastic Compute GPU |
GPU Optimized VMs |
Cloud GPUs |
| Compute |
Specialized ML VMs |
AWS UltraClusters, AWS Trainium, AWS Inferentia |
Azure ML FPGA (Field Programmable Gate Arrays) |
Cloud TPU |
| Compute |
Interruptible Virtual Machines |
Amazon Elastic Compute Cloud Spot instance |
Azure Spot Virtual Machines |
Spot VMs |
| Compute |
Dedicated server hosting |
Dedicated Instances |
Azure Dedicated Host |
Sole-tenant nodes |
| Compute |
Secured and Trusted VMs |
AWS Nitro System |
Azure DCsv2-Series VMs |
Shielded VMs |
| Compute |
VMWare integration |
VMware Cloud on AWS |
Azure VMware Solution |
Google Cloud VMware Engine |
| Compute |
Migrate Virtual Machines (on-premises or cloud VMs) to required Cloud |
AWS Application Migration Service |
Azure Migrate |
Migrate for Compute Engine |
| Compute |
Quantum computing |
Amazon Braket |
Azure Quantum |
Google Quantum AI |
| Compute |
Auto scaling Virtual Machines |
AWS EC2 Auto Scaling |
Azure Autoscale |
Managed instance groups |
| Networking |
Protect against web attacks |
AWS Web Application Firewall (WAF) |
Azure Web Application Firewall (WAF) |
Cloud Armor |
| Networking |
Network Address Translation |
NAT gateways |
Azure NAT |
Cloud NAT |
| Networking |
Content Delivery Network |
Amazon CloudFront |
Azure Content Delivery Network |
Cloud CDN |
| Networking |
Domain Name Registration and Configuration |
Amazon Route 53 |
Azure DNS |
Cloud DNS |
| Networking |
Load Balancer for VMs |
AWS Elastic Load Balancing |
Azure Load Balancing |
Cloud LoadBalancing |
| Networking |
Core virtual networking environment |
Amazon Virtual Private Cloud (VPC) |
Azure Virtual Network |
Virtual Private Cloud (VPC) |
| Networking |
Service Mesh |
AWS App Mesh |
Service Fabric managed cluster, Azure Front Door |
Traffic Director |
| Networking |
Network optimization (low latency service) |
AWS Global Accelerator |
Accelerated Networking |
Premium networking |
| Networking |
Publish and discover cloud services |
AWS Cloud Map |
None |
Service Directory |
| Networking |
Connect your on-premises network and devices to cloud |
AWS Virtual Private Network (VPN) |
Azure VPN Gateway |
Cloud VPN |
| Networking |
Cloud router for VPCs (single hub) |
AWS Transit Gateway |
Azure VPN gateway |
Global VPC (Shared VPC), Cloud Router |
| Networking |
Private network connectivity from on-premises network to Cloud |
AWS Direct Connect |
Azure ExpressRoute |
Cloud Interconnect |
| Networking |
Single global network connectivity management for cloud and on-premises |
Amazon CloudWAN |
Azure Virtual WAN |
Network Connectivity Center |
| Networking |
Firewall |
AWS Network Firewall |
Azure Firewall |
VPC firewall (rules and policy) |
| Storage |
Object storage |
AWS Simple Storage Service (S3) |
Azure Blob Storage |
Cloud Storage |
| Storage |
File storage |
Amazon Elastic File System (EFS) |
Azure Files |
FileStore |
| Storage |
Block storage |
Amazon Elastic Block Store (EBS) |
Azure managed disks |
Persistent Disk, Local SSD |
| Storage |
Migration service from on-premises to cloud |
AWS Storage Gateway |
Azure Migrate |
Storage Transfer Service |
| Storage |
Migration service from on-premises to cloud (using hardware appliance) |
AWS Snowball |
Azure Data Box |
Transfer Appliance |
| Storage |
Archival storage for long term / low cost / infrequent access storage |
Amazon S3 Glacier |
Azure Archive Storage |
Cloud Storage Archive |
| Storage |
Central Backup and recovery |
AWS Backup |
Azure Backup ( and Azure Site Recovery for recovery) |
Backup and DR Service |
| Hybrid and Multi-Cloud |
Hybrid and On-premises |
Amazon ECS Anywhere, Amazon EKS Anywhere, AWS Outposts |
Azure Arc |
Anthos |
| Hybrid and Multi-Cloud |
Multi-Cloud support |
None |
Azure Arc (Azure Arc-enabled Kubernetes) |
Anthos (Anthos Clusters on AWS and Azure) |
| Hybrid and Multi-Cloud |
Serverless on Multi-Cloud |
None |
None |
Cloud Run for Anthos |
| Hybrid and Multi-Cloud |
Service Mesh on Multi-Cloud |
None |
Azure Arc-enabled Open Service Mesh (Preview), Azure Policy for Kubernetes clusters |
Anthos Service Mesh (Supported on AWS and Azure) |
| Hybrid and Multi-Cloud |
Migrate to Containers |
AWS App2Container |
Azure Migrate: App Containerization tool |
Migrate for Anthos |
| Hybrid and Multi-Cloud |
GitOps - Central Config and Policy Management |
EKS with Flux |
Azure Arc-enabled Kubernetes cluster with Flux |
Anthos Config Management |
| Sustainability |
Carbon Footprint dashboard |
Customer Carbon Footprint Tool |
Emissions Impact Dashboard |
Carbon Footprint |
| Management and Operations |
Log management |
Amazon CloudWatch Logs |
Azure Monitor Logs |
Cloud Logging |
| Management and Operations |
Audit management |
AWS CloudTrail |
Azure Activity log |
Cloud Audit Logs |
| Management and Operations |
Monitoring and setup alerts |
Amazon CloudWatch |
Azure Monitor |
Cloud Monitoring |
| Management and Operations |
Tracing and identifying application performance issues |
AWS X-Ray |
Azure Application Insights |
Cloud Trace |
| Management and Operations |
Debug applications |
AWS X-Ray |
Azure Application Insights |
Cloud Debugger |
| Management and Operations |
Certificate management |
AWS Certificate Manager |
Azure Active Directory Certificate Services |
Certificate Authority Service |
| Management and Operations |
Cloud Dashboard |
Management Console |
Microsoft Azure portal |
Cloud Console |
| Management and Operations |
Data governance |
Custom using AWS services, Amazon Macie |
Microsoft Purview |
Dataplex |
| Management and Operations |
Code profiler and recommendations |
Amazon CodeGuru Profiler |
Azure Application Insights Profiler |
Cloud Profiler |
| Management and Operations |
Managed open source monitoring service |
Amazon Managed Service for Prometheus |
Container insights (with Prometheus integration) |
Amazon Managed Service for Prometheus |
| Management and Operations |
Managed open source metrics, logs and visualization platform |
Amazon Managed Grafana |
Grafana by Grafana Labs (via Azure marketplace) |
Grafana Cloud by Grafana Labs (via GCP marketplace) |
| Management and Operations |
Browser accessible shell for resource management |
AWS CloudShell |
Cloud Shell |
Cloud Shell |
| Management and Operations |
Command line tool and library for resource management |
AWS CLI |
Azure CLI |
Cloud SDK |
| Management and Operations |
Billing and Cost management |
AWS Billing and Cost Management |
Azure Cost Management and Billing |
|
| Security, Identity and Access |
Core Identity and Access management service |
AWS Identity and Access Management (IAM) |
Azure Identity Management |
Identity and Access Management (IAM) |
| Security, Identity and Access |
Identify management service for applications |
Amazon Cognito |
Azure Active Directory B2C |
Identity Platform |
| Security, Identity and Access |
Data loss prevention (DLP) |
Amazon Macie |
Azure Information Protection |
Cloud Data Loss Prevention |
| Security, Identity and Access |
Managed Active Directory Service |
AWS Managed Microsoft Active Directory (AD) |
Azure Active Directory (AD) |
Managed Service for Microsoft Active Directory |
| Security, Identity and Access |
Zero Trust Security |
Zero Trust on AWS (various AWS services and design principles) |
Azure AD Conditional Access |
BeyondCorp Enterprise |
| Security, Identity and Access |
Identify cloud security risks |
Amazon Detective |
Microsoft Defender for Cloud |
Risk Protection Program (Preview) |
| Security, Identity and Access |
Threat Detection |
Amazon GuardDuty |
Azure Sentinel, Microsoft Defender for Cloud |
Security Command Center: Threat Detection and Threat Prevention |
| Security, Identity and Access |
Create and manage cryptographic keys |
AWS Key Management Service (KMS) |
Azure Key Vault |
Cloud Key Management Service, Secret Manager |
| Security, Identity and Access |
Encrypt data in use (Confidential Computing) |
AWS Nitro System (AWS Nitro Enclaves) |
Azure Confidential Computing |
Confidential Computing |
| Security, Identity and Access |
Hardware security module for storing keys/cryptographic |
AWS CloudHSM |
Azure Dedicated HSM |
Cloud HSM |
| Augmented reality (AR) / Virtual reality (VR) |
Create AR/VR applications |
Amazon Sumerian |
Azure Remote Rendering |
ARCore |
| Desktop Environment |
Cloud-based desktop environment for development |
Amazon WorkSpaces |
Azure Virtual Desktop |
Cloud Workstations |
| Earth Observation Data |
Environmental Data platform (APIs, geospatial dataset) |
Amazon Sustainability Data Initiative |
Planetary Computing |
Google Earth |
| Generative AI |
Build Generative AI Applications |
Amazon Bedrock |
Azure OpenAI Service |
Generative AI Studio on Vertex AI,Generative AI App Builder |
| Generative AI |
AI Code Assist |
Amazon CodeWhisperer |
Azure OpenAI Service |
Duet AI for Google Cloud |