4–12 weeks
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Data Processing & Integration

Ingest, transform, validate, and move business data

Data Processing & Integration — choose your scope

Essential, Professional, and Enterprise scopes — pick the depth that fits your stage.

Foundation

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Single pipeline or integration

  • ✓Source-to-target mapping
  • ✓Core transformation logic
  • ✓Basic monitoring
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Most popular

Platform

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Multi-source processing

  • ✓Multiple pipelines
  • ✓Quality checks
  • ✓Operational runbooks
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Program

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Broader data initiative

  • ✓Phased delivery
  • ✓Cross-system integration
  • ✓Ongoing support option
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Client outcomes

See the impact

Illustrative engagement scenarios for this service area.

AI RISK DASHBOARD78/ 100 posture scorePrompt injectionCRITICALData leak pathHIGHVendor gapFIXEDRAG exposureFIXEDDETECTED
Project-Based Delivery
Financial services

Series B FinTech

Fraud scoring model delivered as a managed project

The in-house team had domain knowledge but needed deeper ML and delivery support. A focused project team shipped a production-ready fraud scoring model with documentation and engineering handoff.

Engagement model
Managed delivery
Focus
ML + backend
Outcome
Production handoff
How we deliver this
POLICY PACK DEPLOYED✓AUPVendorRunbook1-Pager
Engineering Support
Healthcare

Digital Health Platform

Specialized engineering capacity for a critical launch window

Headcount was approved and a project start date was set, but specialist capacity was missing. UmberCore matched senior ML engineers to the stack and timeline so the initiative could proceed.

Model
Engineering support
Focus
ML specialists
Outcome
Launch capacity
How we deliver this

What you get

Build systems that ingest, transform, validate, process, and move data between applications, databases, APIs, and cloud platforms — including ETL/ELT and operational workflows.

Every scope includes

  • ✓Data ingestion and transformation
  • ✓Validation and aggregation
  • ✓API and system integration
  • ✓Pipeline design and handoff

Interested in this service?

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