Data ingestion
Connect batch, API, and streaming sources with observable execution states.
Move data architecture into operation through complete value slices
ICS delivers end-to-end increments so teams can use data sooner while controlling quality and technical risk.
Define the first delivery scopeServicesPipelines and data products that run, can be tested, and can be handed over.
Data delivery is more than connecting systems
A technically complete pipeline can still fail when business definitions differ, quality is uncontrolled, or the operations team cannot diagnose and recover the service.
Data ingestionTransformation and modelingStorage and serving
Delivery scope
Transformation and modeling
Standardize, reconcile, and organize data through reusable business definitions.
Storage and serving
Deliver Warehouse, Lakehouse, marts, semantic models, or APIs defined by the architecture.
Testing and handover
Validate data, performance, and operations; complete documentation and enablement.
Delivery cycle
- 01
Select a value slice
Prioritize one data flow tied to a specific decision or reporting need.
- 02
Build end to end
Complete the path from source to consumption instead of spreading work across layers.
- 03
Validate
Reconcile with business users and test technical and operational behavior.
- 04
Handover and expand
Transfer operations, capture learning, and reuse proven patterns.
Delivery outcomes
- Useful capabilities arrive earlier through complete increments.
- Quality and definitions are validated with business users.
- Integration patterns can be reused for additional sources.
- Internal teams receive the documentation and knowledge required to operate.
Discuss your data challenge
Share your goals, current environment, and priority scope to prepare for a conversation with ICS.
- Hotline
- 0931 487 231
- contact@ics.vn