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Service comparisons
The following table provides a side-by-side comparison of the various services available on AWS and Google Cloud.
Service Category | Service | AWS | Google Cloud |
---|---|---|---|
Compute | IaaS | Amazon Elastic Compute Cloud | Compute Engine |
PaaS | AWS Elastic Beanstalk | App Engine | |
FaaS | AWS Lambda | Cloud Functions | |
Containers | CaaS | Amazon Elastic Kubernetes Service, Amazon Elastic Container Service | Google Kubernetes Engine |
Containers without infrastructure | AWS Fargate | Cloud Run | |
Container registry | Amazon Elastic Container Registry | Container Registry | |
Networking | Virtual networks | Amazon Virtual Private Cloud | Virtual Private Cloud |
Load balancer | Elastic Load Balancer | Cloud Load Balancing | |
Dedicated interconnect | AWS Direct Connect | Cloud Interconnect | |
Domains and DNS | Amazon Route 53 | Google Domains, Cloud DNS | |
CDN | Amazon CloudFront | Cloud CDN | |
DDoS firewall | AWS Shield, AWS WAF | Google Cloud Armor | |
Storage | Object storage | Amazon Simple Storage Service | Cloud Storage |
Block storage | Amazon Elastic Block Store | Persistent Disk | |
Reduced-availability storage | Amazon S3 Standard-Infrequent Access, Amazon S3 One Zone-Infrequent Access | Cloud Storage Nearline and Cloud Storage Coldline | |
Archival storage | Amazon Glacier | Cloud Storage Archive | |
File storage | Amazon Elastic File System | Filestore | |
In-memory data store | Amazon ElastiCache for Redis | Memorystore | |
Database | RDBMS | Amazon Relational Database Service, Amazon Aurora | Cloud SQL, Cloud Spanner |
NoSQL: Key-value | Amazon DynamoDB | Firestore, Cloud Bigtable | |
NoSQL: Indexed | Amazon SimpleDB | Firestore | |
In-memory data store | Amazon ElastiCache for Redis | Memorystore | |
Data analytics | Data warehouse | Amazon Redshift | BigQuery |
Query service | Amazon Athena | BigQuery | |
Messaging | Amazon Simple Notification Service, Amazon Simple Queueing Service | Pub/Sub | |
Batch data processing | Amazon Elastic MapReduce, AWS Batch | Dataproc, Dataflow | |
Stream data processing | Amazon Kinesis | Dataflow | |
Stream data ingest | Amazon Kinesis | Pub/Sub | |
Workflow orchestration | Amazon Data Pipeline, AWS Glue | Cloud Composer | |
Management tools | Deployment | AWS CloudFormation | Cloud Deployment Manager |
Cost management | AWS Budgets | Cost Management | |
Operations | Monitoring | Amazon CloudWatch | Cloud Monitoring |
Logging | Amazon CloudWatch Logs | Cloud Logging | |
Audit logging | AWS CloudTrails | Cloud Audit Logs | |
Debugging | AWS X-Ray | Cloud Debugger | |
Performance tracing | AWS X-Ray | Cloud Trace | |
Security & identity | IAM | Amazon Identity and Access Management | Cloud Identity and Access Management |
Secret management | AWS Secrets Manager | Secret Manager | |
Encrypted keys | AWS Key Management Service | Cloud Key Management Service | |
Resource monitoring | AWS Config | Cloud Asset Inventory | |
Vulnerability scanning | Amazon Inspector | Web Security Scanner | |
Threat detection | Amazon GuardDuty | Event Threat Detection (beta) | |
Microsoft Active Directory | AWS Directory Service | Managed Service for Microsoft Active Directory | |
Machine learning | Speech | Amazon Transcribe | Speech-to-Text |
Vision | Amazon Rekognition | Cloud Vision | |
Natural Language Processing | Amazon Comprehend | Cloud Natural Language API | |
Translation | Amazon Translate | Cloud Translation | |
Conversational interface | Amazon Lex | Dialogflow Enterprise Edition | |
Video intelligence | Amazon Rekognition Video | Video Intelligence API | |
Auto-generated models | Amazon SageMaker Autopilot | AutoML | |
Fully managed ML | Amazon SageMaker | AI Platform | |
Internet of Things | IoT services | Amazon IoT | Cloud IoT |