diff --git a/guarddog_nexus/api/findings.py b/guarddog_nexus/api/findings.py
index 255e3d1..f78af6b 100644
--- a/guarddog_nexus/api/findings.py
+++ b/guarddog_nexus/api/findings.py
@@ -21,9 +21,9 @@ async def list_findings(
 ):
     q = select(Finding)
     if rule:
-        q = q.where(Finding.rule == rule)
+        q = q.where(func.json_extract(Finding.data, "$.rule") == rule)
     if severity:
-        q = q.where(Finding.severity == severity)
+        q = q.where(func.json_extract(Finding.data, "$.severity") == severity)
     if scan_id:
         q = q.where(Finding.scan_id == scan_id)
 
@@ -38,10 +38,7 @@ async def list_findings(
             {
                 "id": f.id,
                 "scan_id": f.scan_id,
-                "rule": f.rule,
-                "severity": f.severity,
-                "message": f.message,
-                "location": f.location,
+                **f.data,
                 "created_at": f.created_at.isoformat() if f.created_at else None,
             }
             for f in findings
diff --git a/guarddog_nexus/api/packages.py b/guarddog_nexus/api/packages.py
index 92cebd2..c3cb9af 100644
--- a/guarddog_nexus/api/packages.py
+++ b/guarddog_nexus/api/packages.py
@@ -84,12 +84,13 @@ async def get_package(
     if not scans:
         return {"detail": "Not found"}
 
-    all_findings = []
+    all_findings: list[dict] = []
     for s in scans:
         findings = (
             (await session.execute(select(Finding).where(Finding.scan_id == s.id))).scalars().all()
         )
-        all_findings.extend(f.__dict__ for f in findings)
+        for f in findings:
+            all_findings.append({"id": f.id, **f.data})
 
     return {
         "name": scans[0].package_name,
@@ -107,14 +108,5 @@ async def get_package(
             }
             for s in scans
         ],
-        "findings": [
-            {
-                "id": f["id"],
-                "rule": f.get("rule"),
-                "severity": f.get("severity"),
-                "message": f.get("message"),
-                "location": f.get("location"),
-            }
-            for f in all_findings
-        ],
+        "findings": all_findings,
     }
diff --git a/guarddog_nexus/api/scans.py b/guarddog_nexus/api/scans.py
index c036a69..d43e680 100644
--- a/guarddog_nexus/api/scans.py
+++ b/guarddog_nexus/api/scans.py
@@ -1,7 +1,7 @@
 """REST API for scans."""
 
 from fastapi import APIRouter, Depends, Query
-from sqlalchemy import func, select
+from sqlalchemy import func, select, text
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
@@ -63,9 +63,12 @@ async def scan_stats(session: AsyncSession = Depends(get_session)):
 
     top_rules = (
         await session.execute(
-            select(Finding.rule, func.count(Finding.id).label("cnt"))
-            .group_by(Finding.rule)
-            .order_by(func.count(Finding.id).desc())
+            select(
+                func.json_extract(Finding.data, "$.rule").label("rule"),
+                func.count(Finding.id).label("cnt"),
+            )
+            .group_by(text("rule"))
+            .order_by(text("cnt DESC"))
             .limit(10)
         )
     ).all()
@@ -103,14 +106,5 @@ async def get_scan(scan_id: int, session: AsyncSession = Depends(get_session)):
         "started_at": scan.started_at.isoformat() if scan.started_at else None,
         "finished_at": scan.finished_at.isoformat() if scan.finished_at else None,
         "error_message": scan.error_message,
-        "findings": [
-            {
-                "id": f.id,
-                "rule": f.rule,
-                "severity": f.severity,
-                "message": f.message,
-                "location": f.location,
-            }
-            for f in scan.findings
-        ],
+        "findings": [{"id": f.id, **f.data} for f in scan.findings],
     }
diff --git a/guarddog_nexus/harvester.py b/guarddog_nexus/harvester.py
index b9c7f23..8fbba9d 100644
--- a/guarddog_nexus/harvester.py
+++ b/guarddog_nexus/harvester.py
@@ -83,14 +83,7 @@ async def harvest(
         findings_list = result.get("findings", [])
 
         for fdata in findings_list:
-            finding = Finding(
-                scan_id=scan.id,
-                rule=fdata["rule"],
-                severity=fdata["severity"],
-                message=fdata["message"],
-                location=fdata.get("location"),
-            )
-            session.add(finding)
+            session.add(Finding(scan_id=scan.id, data=fdata))
 
         scan.total_findings = len(findings_list)
         scan.flagged = len(findings_list) > 0
diff --git a/guarddog_nexus/models.py b/guarddog_nexus/models.py
index 644cad4..b785103 100644
--- a/guarddog_nexus/models.py
+++ b/guarddog_nexus/models.py
@@ -3,7 +3,17 @@
 import datetime
 from enum import Enum
 
-from sqlalchemy import Boolean, DateTime, ForeignKey, Integer, String, Text, UniqueConstraint, func
+from sqlalchemy import (
+    JSON,
+    Boolean,
+    DateTime,
+    ForeignKey,
+    Integer,
+    String,
+    Text,
+    UniqueConstraint,
+    func,
+)
 from sqlalchemy.orm import Mapped, mapped_column, relationship
 
 from guarddog_nexus.database import Base
@@ -50,10 +60,7 @@ class Finding(Base):
 
     id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True)
     scan_id: Mapped[int] = mapped_column(Integer, ForeignKey("scans.id"), nullable=False)
-    rule: Mapped[str] = mapped_column(String(255), nullable=False)
-    severity: Mapped[str] = mapped_column(String(50), nullable=False)
-    message: Mapped[str] = mapped_column(Text, nullable=False)
-    location: Mapped[str | None] = mapped_column(String(512), nullable=True)
+    data: Mapped[dict] = mapped_column(JSON, nullable=False)
     created_at: Mapped[datetime.datetime] = mapped_column(
         DateTime, nullable=False, default=func.now()
     )
diff --git a/guarddog_nexus/scanner.py b/guarddog_nexus/scanner.py
index 991db92..0389041 100644
--- a/guarddog_nexus/scanner.py
+++ b/guarddog_nexus/scanner.py
@@ -77,6 +77,7 @@ def _normalize_output(data: dict) -> dict:
                     "severity": "WARNING",
                     "message": value,
                     "location": "",
+                    "code": "",
                 }
             )
         elif isinstance(value, list):
@@ -88,6 +89,7 @@ def _normalize_output(data: dict) -> dict:
                             "severity": item.get("severity", "WARNING"),
                             "message": item.get("message", ""),
                             "location": item.get("location", ""),
+                            "code": item.get("code", ""),
                         }
                     )
         elif isinstance(value, dict) and not value:
diff --git a/guarddog_nexus/web/routes.py b/guarddog_nexus/web/routes.py
index e55f642..364522c 100644
--- a/guarddog_nexus/web/routes.py
+++ b/guarddog_nexus/web/routes.py
@@ -4,7 +4,7 @@ import datetime
 
 from fastapi import APIRouter, Depends, Request
 from fastapi.responses import HTMLResponse
-from sqlalchemy import Integer, cast, func, select
+from sqlalchemy import Integer, cast, func, select, text
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from guarddog_nexus.database import get_session
@@ -53,10 +53,14 @@ async def _dashboard_data(session: AsyncSession) -> dict:
     total_findings = await session.scalar(select(func.count(Finding.id)))
 
     warnings_count = await session.scalar(
-        select(func.count(Finding.id)).where(Finding.severity == "WARNING")
+        select(func.count(Finding.id)).where(
+            func.json_extract(Finding.data, "$.severity") == "WARNING"
+        )
     )
     errors_count = await session.scalar(
-        select(func.count(Finding.id)).where(Finding.severity == "ERROR")
+        select(func.count(Finding.id)).where(
+            func.json_extract(Finding.data, "$.severity") == "ERROR"
+        )
     )
 
     latest_flagged = (
@@ -77,9 +81,12 @@ async def _dashboard_data(session: AsyncSession) -> dict:
 
     top_rules = (
         await session.execute(
-            select(Finding.rule, func.count(Finding.id).label("cnt"))
-            .group_by(Finding.rule)
-            .order_by(func.count(Finding.id).desc())
+            select(
+                func.json_extract(Finding.data, "$.rule").label("rule"),
+                func.count(Finding.id).label("cnt"),
+            )
+            .group_by(text("rule"))
+            .order_by(text("cnt DESC"))
             .limit(10)
         )
     ).all()
diff --git a/guarddog_nexus/web/templates/package_detail.html b/guarddog_nexus/web/templates/package_detail.html
index bfa8558..b3c68bc 100644
--- a/guarddog_nexus/web/templates/package_detail.html
+++ b/guarddog_nexus/web/templates/package_detail.html
@@ -28,6 +28,7 @@
         <strong>{{ f.rule }}</strong>
         {% if f.location %}<small> @ {{ f.location }}</small>{% endif %}
         <p>{{ f.message }}</p>
+        {% if f.code %}<pre><code>{{ f.code }}</code></pre>{% endif %}
     </article>
     {% endfor %}
 {% else %}
diff --git a/guarddog_nexus/web/templates/scan_detail.html b/guarddog_nexus/web/templates/scan_detail.html
index eb06b27..c7c967d 100644
--- a/guarddog_nexus/web/templates/scan_detail.html
+++ b/guarddog_nexus/web/templates/scan_detail.html
@@ -16,12 +16,13 @@
 
 <h2>Findings ({{ scan.findings|length }})</h2>
 {% if scan.findings %}
-    {% for f in scan.findings|sort(attribute='severity', reverse=true) %}
-    <article class="finding-card {{ f.severity }}">
-        <strong class="severity-{{ f.severity }}">[{{ f.severity }}]</strong>
-        <strong>{{ f.rule }}</strong>
-        {% if f.location %}<small> @ {{ f.location }}</small>{% endif %}
-        <p>{{ f.message }}</p>
+    {% for f in scan.findings|sort(attribute='data.severity', reverse=true) %}
+    <article class="finding-card {{ f.data.severity }}">
+        <strong class="severity-{{ f.data.severity }}">[{{ f.data.severity }}]</strong>
+        <strong>{{ f.data.rule }}</strong>
+        {% if f.data.location %}<small> @ {{ f.data.location }}</small>{% endif %}
+        <p>{{ f.data.message }}</p>
+        {% if f.data.code %}<pre><code>{{ f.data.code }}</code></pre>{% endif %}
     </article>
     {% endfor %}
 {% else %}
diff --git a/tests/conftest.py b/tests/conftest.py
index 945a0f0..db4371c 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -147,18 +147,21 @@ def guarddog_normalized_flagged():
                 "severity": "WARNING",
                 "message": "Package contains URL to suspicious domain",
                 "location": "setup.py:15",
+                "code": "url = 'http://evil.com'",
             },
             {
                 "rule": "exec-base64",
                 "severity": "WARNING",
                 "message": "Base64-encoded code execution detected",
                 "location": "core.py:42",
+                "code": "exec(base64.b64decode(...))",
             },
             {
                 "rule": "empty_information",
                 "severity": "WARNING",
                 "message": "Package description is empty",
                 "location": "",
+                "code": "",
             },
         ],
         "errors": [],
diff --git a/tests/test_harvester.py b/tests/test_harvester.py
index a437c7b..423abef 100644
--- a/tests/test_harvester.py
+++ b/tests/test_harvester.py
@@ -43,6 +43,12 @@ async def test_harvest_new_package(db_session, guarddog_normalized_flagged):
         .all()
     )
     assert len(findings) == 3
+    rules = {f.data["rule"] for f in findings}
+    assert "shady-links" in rules
+    # Check code is preserved
+    for f in findings:
+        if f.data["rule"] == "shady-links":
+            assert f.data["code"] == "url = 'http://evil.com'"
 
 
 @pytest.mark.asyncio