Oscar Data Stack

How public sector data moves from raw sources into intelligence, automation and client-facing delivery.

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Sources

  • Own Research
  • Open data
  • Regulatory data
  • Web collection
  • Third-party data
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Database

  • SQL tables
  • Structured views
  • Standardised entities
  • Linked records
  • Validated updates
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Event Layer

  • Changes
  • Events
  • Signals
  • Rules
  • Triggers
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Intel Layer

  • Rankings
  • AI models
  • Scoring
  • Summaries
  • Recommendations
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Capabilities

  • API with optional AI
  • Server-side scripts
  • Triggers
  • Stored procedures
  • Internal AI orchestration
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Manifest / Routes

  • Oscar sites/services
  • Client systems
  • Internal tools
  • Email alerts
  • MCP / AI

Technology Stack

Linux Server Apache PHP MariaDB / SQL Python OpenAI APIs Stored Procedures JavaScript HTML / CSS Mailgun MCP / AI Connectors