数

据

集

成

和SOA

• ETL (数据抽取转换加载)

• Change data capture
• Near real-time ETL
• Batch ETL
• Data discovery

• Error handling
• Job scheduling
• Data validation
• Slowly changing dimensions load

• EAI
• Master data hub
• Operational data store (ODS)
• Data mart
• Data warehouse

• MFT

• EAI/ESB

• Publish/subscribe
• Request/reply
• Message exchange patterns

• One-way
• Synchronous request/response
• Basic callback
• Claim check

• SOA

数据架构

• Transaction data stores (TDS/OLTP)
• Master data store
• Operational data store
• Data mart
• Data warehouse

• Custom applications databases
• Packaged application databases

• ETL
• EAI
• SOA

• Transactional reporting
• Operational analytics
• Business analytics
• Predictive analytics
• Prescriptive analytics
• Streaming analytics
• Data science and advanced
• analytics
• NLP

• Transactional reporting data access
• Operational reporting data access
• Analytical reporting data access
• Analytical dashboard data access
• Operational dashboard data access
• Data mining

• Real-time dashboards
• In-memory analytics
• Statistical analysis
• Predictive analytics

• ETL
• EAI
• TDS
• Operational data store
• Data mart

• Master data hub

• Master data replication
• Master data services
• Master data synchronization

• Change data capture
• EAI
• STD

• 维度数据模型
• E-R数据模型

• Modeling standards
• Naming conventions

• Decision management
• Speech recognition
• Text analytics and NLP
• Natural language generation
• Classic machine learning
• Deep learning
• 机器人流程自动化
• Image and video analysis