Practical Insight: Balancing Real-Time Reporting and Advanced Analytics
In one of the enterprise analytics implementations I worked on, we faced a common challenge:
Balancing real-time operational reporting with advanced analytics and historical insights.
The approach we adopted was a hybrid model:
• Operational reporting using SAP Embedded Analytics / SAC live models
• Historical and cross-system analytics using a cloud data platform
• Advanced analytics and AI use cases built on top of curated datasets
This helped achieve:
✔ Real-time visibility for business users
✔ Scalability for enterprise reporting
✔ Flexibility for AI and advanced analytics
However, the biggest challenges we encountered were:
• Maintaining semantic consistency across platforms
• Aligning data governance models
• Managing data duplication and latency
For those working in similar environments:
How are you balancing real-time reporting with advanced analytics in your architecture?
— @Govinda Rao Banothu
#SAP #EnterpriseAnalytics #DataArchitecture #CloudData #AI