{
  "actions": [
    {
      "action_type": "delete_row",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
      "rollback_note": "Restore customer from disposable fixture snapshot.",
      "sequence": 1,
      "sql": "DELETE FROM customer WHERE customer_id = $subject_id;",
      "validation_sql": "SELECT COUNT(*) AS remaining FROM customer WHERE customer_id = $subject_id;"
    },
    {
      "action_type": "delete_row",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.orders,PROD)",
      "rollback_note": "Restore orders from disposable fixture snapshot.",
      "sequence": 2,
      "sql": "DELETE FROM orders WHERE customer_id = $subject_id;",
      "validation_sql": "SELECT COUNT(*) AS remaining FROM orders WHERE customer_id = $subject_id;"
    },
    {
      "action_type": "delete_row",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.ml_customer_features,PROD)",
      "rollback_note": "Restore ml_customer_features from disposable fixture snapshot.",
      "sequence": 3,
      "sql": "DELETE FROM ml_customer_features WHERE customer_id = $subject_id;",
      "validation_sql": "SELECT COUNT(*) AS remaining FROM ml_customer_features WHERE customer_id = $subject_id;"
    },
    {
      "action_type": "regenerate_derivative",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer_order_stats,PROD)",
      "rollback_note": "Restore customer_order_stats from disposable fixture snapshot.",
      "sequence": 4,
      "sql": "DELETE FROM customer_order_stats WHERE customer_id = $subject_id;\n-- regenerate remaining rollups from upstream sources as needed;",
      "validation_sql": "SELECT COUNT(*) AS remaining FROM customer_order_stats WHERE customer_id = $subject_id;"
    },
    {
      "action_type": "invalidate_extract",
      "asset_urn": "urn:li:dashboard:(looker,customer_ltv_overview)",
      "rollback_note": "Delete local bi_extract_state flag row.",
      "sequence": 5,
      "sql": "INSERT INTO bi_extract_state(dashboard_key, status, note) VALUES ('customer_ltv_overview', 'invalidated', 'Subject remediation \u2014 local fixture flag only');",
      "validation_sql": "SELECT COUNT(*) AS flagged FROM bi_extract_state WHERE dashboard_key = 'customer_ltv_overview' AND status = 'invalidated';"
    }
  ],
  "anchor_asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
  "blockers": [],
  "case_id": "case-release-demo-001",
  "confidence_summary": {
    "avg_confidence": 1.0,
    "blocker_count": 0,
    "downstream_count": 4,
    "node_count": 5
  },
  "graph_snapshot_id": "gms-c3f2ccd74258b188",
  "identifier_field": "customer_id",
  "nodes": [
    {
      "action": "delete_row",
      "asset_type": "direct_identifier_store",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
      "blockers": [],
      "confidence": 1.0,
      "evidence": "DataHub-discovered via lineage from anchor; tags=['PII', 'identifier', 'forget-me-flow:type:direct_identifier_store', 'forget-me-flow:table:customer']",
      "owner": "platform-data",
      "path": [
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)"
      ]
    },
    {
      "action": "delete_row",
      "asset_type": "derived_table",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.orders,PROD)",
      "blockers": [],
      "confidence": 1.0,
      "evidence": "DataHub-discovered via lineage from anchor; tags=['PII', 'forget-me-flow:type:derived_table', 'forget-me-flow:table:orders']",
      "owner": "commerce-eng",
      "path": [
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.orders,PROD)"
      ]
    },
    {
      "action": "delete_row",
      "asset_type": "ml_feature",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.ml_customer_features,PROD)",
      "blockers": [],
      "confidence": 1.0,
      "evidence": "DataHub-discovered via lineage from anchor; tags=['PII', 'forget-me-flow:type:ml_feature', 'forget-me-flow:table:ml_customer_features']",
      "owner": "ml-platform",
      "path": [
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.ml_customer_features,PROD)"
      ]
    },
    {
      "action": "regenerate_derivative",
      "asset_type": "aggregate",
      "asset_urn": "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer_order_stats,PROD)",
      "blockers": [],
      "confidence": 1.0,
      "evidence": "DataHub-discovered via lineage from anchor; tags=['forget-me-flow:type:aggregate', 'forget-me-flow:table:customer_order_stats']",
      "owner": "analytics",
      "path": [
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.orders,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer_order_stats,PROD)"
      ]
    },
    {
      "action": "invalidate_extract",
      "asset_type": "bi_extract",
      "asset_urn": "urn:li:dashboard:(looker,customer_ltv_overview)",
      "blockers": [],
      "confidence": 1.0,
      "evidence": "DataHub-discovered via lineage from anchor; tags=['forget-me-flow:type:bi_extract', 'forget-me-flow:table:bi_extract_state']",
      "owner": "bi-team",
      "path": [
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.orders,PROD)",
        "urn:li:dataset:(urn:li:dataPlatform:duckdb,fiction.customer_order_stats,PROD)",
        "urn:li:dashboard:(looker,customer_ltv_overview)"
      ]
    }
  ],
  "request_type": "delete"
}