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Technical Architecture

How GX Core + AI Enhancement integrates with your existing data platform

System Architecture

Data Sources

CVS Health
Walgreens
McKesson
Cardinal Health

Processing

GX Core
• Expectations Suite
• Data Validation
• Z-score Detection
AI Layer
• Dynamic Thresholds
• Seasonality ML
• Impact Analysis

Outputs

Dashboard

Real-time quality monitoring

Alerts

Jira tickets, notifications

Impact Reports

Client-level analysis

Technology Stack

Great Expectations Core

Open-source Python framework for data validation with 300+ built-in expectations.

  • Python-native integration
  • Custom expectation support
  • Data docs generation
  • Oracle connector available

ML Threshold Engine

Scikit-learn powered anomaly detection with time-series awareness.

  • IsolationForest detection
  • STL decomposition
  • Day-of-week patterns
  • Healthcare seasonality

Cloud Infrastructure

Scalable deployment options compatible with SHS infrastructure.

  • Kubernetes-ready
  • Oracle connectivity
  • REST API interface
  • Prometheus metrics

Integration Points

Oracle EDW

Direct connection to your existing Oracle data warehouse for validation runs.

cx_OracleSQLAlchemy

Jira Integration

Automatic ticket creation with anomaly context and impact analysis.

REST APIWebhooks

Alteryx Workflow

Plug into existing Alteryx pipelines for data preparation and staging.

Python ToolAPI Connector

Apache Airflow

Orchestration support for scheduled validation runs and monitoring.

DAG SupportCustom Operators

Deployment Options

Option 1

Plug-in to Existing Pipeline

Add GX + AI as a validation step in your current Oracle/Alteryx workflow. Minimal infrastructure change.

Best for: Initial POC, quick wins
Option 2 (Recommended)

Parallel Processing Layer

Run validation as data arrives daily, before weekly EDW processing. Early warning system.

Best for: Proactive detection
Option 3

Full Platform Integration

Deep integration with data catalog, lineage tracking, and automated remediation workflows.

Best for: Enterprise rollout

Ready to See It in Action?

Explore the interactive demo or learn about the north star vision