GCP
- 데이터 베이스 종류
- CLOUD SPANNER 리전 및 글로벌 애플리케이션 데이터를 위한 완전 관리형의 확장 가능한 관계형 데이터베이스 서비스
- Cloud Bigtable 대규모 분석 및 운영 워크로드를 위한 페타바이트 규모의 완전 관리형 NoSQL 데이터베이스 서비스
- BigQuery 높은 확장성과 비용 효율성을 갖춘 서버리스 클라우드 데이터 웨어하우스
- Cloud SQL MySQL, PostgreSQL, SQL Server를 위한 완전 관리형 관계형 데이터베이스
- 주요 서비스
- Cloud Dataprep 분석 및 머신러닝에 사용할 데이터를 시각적으로 탐색, 정리, 준비하는 지능형 클라우드 데이터 서비스
- AWS와의 비교
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 |