{
  "id": "databricks-value-realization",
  "name": "databricks-value-realization",
  "version": "0.1.0",
  "type": "skill",
  "provider": "databricks",
  "harnesses": [
    "codex",
    "claude-code",
    "cursor",
    "gemini",
    "kiro",
    "other"
  ],
  "summary": "Static review of whether a claimed Databricks business outcome is measurable at all, and only then what it is worth. Establishes pain, executive owner, a pre-change baseline, a leading metric, a lagging business KPI, the data required to compute both, the attribution limits, a measurement window, and a kill condition — and refuses to produce a number when the baseline does not exist. Never asserts a currency figure that is not derived from evidence the user supplied.",
  "source_type": "original",
  "official_docs": [
    "https://docs.databricks.com/aws/en/lakehouse-architecture/well-architected",
    "https://docs.databricks.com/aws/en/admin/system-tables/billing",
    "https://docs.databricks.com/aws/en/admin/system-tables/",
    "https://docs.databricks.com/aws/en/admin/usage/",
    "https://docs.databricks.com/aws/en/data-governance/unity-catalog/data-quality-monitoring/"
  ],
  "security_notes": "Static review only. Never executes queries, jobs, or any workspace operation, and never requests credentials, tokens, workspace URLs, customer records, or personally identifiable data — a value case is built from aggregates and metric definitions, never from row-level customer data. Financial figures are only ever restated from evidence the user supplied or derived from `system.billing.usage` joined to `system.billing.list_prices`; no benchmark, industry average, or vendor-published multiplier is ever presented as this organisation's number.",
  "last_verified": "2026-08-17",
  "path": "skills/databricks/databricks-value-realization",
  "author": "github: VincentChuWaiChow",
  "companion_agents": [
    "databricks-value-realization-agent"
  ]
}