Introduction
2021 was an important year for cloud computing, with major developments across AWS, Azure, and GCP. Let’s dive into the key features and compare where each provider excelled.
Service Leadership by Provider
AWS Leadership Areas
- Container Services
- Amazon ECS and EKS showed maturity in:
- Advanced scalability features
- Deeper integration with AWS services
- Enhanced security controls
- Cost optimization capabilities
- Serverless Computing
- AWS Lambda remained dominant due to:
- Advanced cold start improvements
- Container image support
- Enhanced debugging capabilities
- Extension of maximum runtime
- Database Services
-- Amazon Aurora improvements
CREATE DATABASE my_database
WITH GLOBAL TABLES
ENABLED IN ('us-east-1', 'eu-west-1');
Azure Leadership Areas
- Hybrid Cloud Solutions
- Azure Arc excelled with:
- Multi-cloud management
- On-premises integration
- Kubernetes deployment flexibility
- Enhanced security features
- Machine Learning Platforms
- Azure ML leadership through:
- AutoML advancements
- Enhanced MLOps capabilities
- Improved model monitoring
- Better integration with other services
- Identity Management
{
"azureAD": {
"singleSignOn": true,
"conditionalAccess": true,
"multiFactorAuth": {
"enabled": true,
"methods": ["app", "sms", "call"]
}
}
}
GCP Leadership Areas
- Big Data Analytics
- BigQuery dominance through:
- Enhanced ML capabilities
- Improved query performance
- Better cost controls
- Advanced data sharing
- AI and Machine Learning
- Superior AI services including:
- Enhanced AutoML capabilities
- Advanced Vision AI
- Natural Language improvements
- Speech-to-Text advancements
- Kubernetes Services
apiVersion: v1
kind: Service
metadata:
name: gke-service
annotations:
cloud.google.com/neg: '{"ingress": true}'
spec:
type: LoadBalancer
Feature Comparison Matrix
Compute Services
FeatureAWSAzureGCPVM Types400+200+150+Container SupportStrongStrongExcellentServerlessExcellentGoodGoodBare MetalYesLimitedNo
Storage Services
FeatureAWSAzureGCPObject StorageS3 (Excellent)Blob (Good)Cloud Storage (Good)Block StorageEBS (Excellent)Managed Disks (Good)Persistent Disk (Good)File StorageEFS (Good)Files (Excellent)Filestore (Good)
Database Services
FeatureAWSAzureGCPRelationalAurora (Excellent)SQL DB (Good)Cloud SQL (Good)NoSQLDynamoDB (Excellent)Cosmos DB (Excellent)Bigtable (Good)Data WarehouseRedshift (Good)Synapse (Good)BigQuery (Excellent)
Cost Comparison
Virtual Machines
# Example cost comparison for general-purpose VMs (2021 pricing)
costs = {
'AWS_t3.xlarge': '$0.1664 per hour',
'Azure_D4s_v3': '$0.192 per hour',
'GCP_n2-standard-4': '$0.1896 per hour'
}
Performance Benchmarks
Database Performance
- Transaction Processing
- AWS Aurora: 200,000 TPS
- Azure SQL: 175,000 TPS
- Google Cloud SQL: 160,000 TPS
Storage Performance
- Object Storage Latency
- AWS S3: 100-200ms
- Azure Blob: 120-220ms
- Google Cloud Storage: 110-210ms
Security Features
AWS Security Leadership
- AWS Shield
- Advanced DDoS protection
- WAF integration
- Real-time metrics
- 24/7 support
Azure Security Leadership
- Azure Sentinel
- SIEM capabilities
- AI-powered analysis
- Threat intelligence
- Automated response
GCP Security Leadership
- Cloud Armor
- DDoS protection
- WAF capabilities
- Edge security
- Global load balancing
Market Position 2021
Market Share
- AWS: ~32%
- Azure: ~20%
- GCP: ~9%
Unique Differentiators
AWS
- Broadest service portfolio
- Most mature marketplace
- Largest global infrastructure
Azure
- Best hybrid cloud solutions
- Strong enterprise integration
- Comprehensive compliance offerings
GCP
- Leading AI/ML capabilities
- Superior data analytics
- Advanced networking technologies
Recommendations by Use Case
Enterprise Applications
- Recommendation: Azure
- Reasons:
- Strong enterprise integration
- Comprehensive hybrid solutions
- Familiar Microsoft ecosystem
Startups
- Recommendation: AWS
- Reasons:
- Extensive free tier
- Comprehensive documentation
- Large community support
Data Analytics
- Recommendation: GCP
- Reasons:
- Superior analytics tools
- BigQuery capabilities
- ML integration
Conclusion
2021 showed each cloud provider developing distinct strengths:
- AWS: Maintained leadership in core infrastructure and serverless computing
- Azure: Excelled in hybrid cloud and enterprise integration
- GCP: Led in data analytics and machine learning
Organizations should:
- Evaluate specific use case requirements
- Consider multi-cloud strategies
- Focus on cloud-native architectures
- Monitor evolving service offerings
- Plan for cost optimization
The cloud market matured further in 2021, with all the providers providing solutions for different use cases that are compelling. One needs to understand these differences to make informed decisions about cloud adoption and migration strategies.
Remember that cloud services evolve rapidly, and regular re-evaluation of cloud strategies is essential for maintaining competitive advantage and cost efficiency.
Hope you enjoyed the post.
Cheers
Ramasankar Molleti
