diff --git a/apps/admin/app/dashboard/catalog/page.tsx b/apps/admin/app/dashboard/catalog/page.tsx
index a4d3f89d1f..5b79478e4b 100644
--- a/apps/admin/app/dashboard/catalog/page.tsx
+++ b/apps/admin/app/dashboard/catalog/page.tsx
@@ -21,6 +21,7 @@ import { type AdminCatalogItem, deleteCatalogItem, getCatalogItems } from 'admin
 import { formatDate } from 'admin-app/lib/date';
 import { queryKeys } from 'admin-app/lib/queryKeys';
 import { ChevronLeft, ChevronRight, ExternalLink, Star } from 'lucide-react';
+import Image from 'next/image';
 
 const PAGE_SIZE = 50;
 
@@ -62,30 +63,47 @@ function CatalogRow({ item }: { item: AdminCatalogItem }) {
     },
   });
 
+  const thumbUrl = item.images?.[0] ?? null;
+
   return (
     <TableRow className="hover:bg-muted/20">
       <TableCell>
-        <div>
-          <div className="flex items-center gap-1.5">
-            <p className="text-sm font-medium">{item.name}</p>
-            {item.productUrl && (
-              <a
-                href={item.productUrl}
-                target="_blank"
-                rel="noopener noreferrer"
-                className="text-muted-foreground hover:text-foreground"
-              >
-                <ExternalLink className="h-3 w-3" />
-              </a>
+        <div className="flex items-start gap-2.5">
+          {thumbUrl ? (
+            <Image
+              src={thumbUrl}
+              alt=""
+              width={40}
+              height={40}
+              className="rounded object-cover shrink-0 bg-muted"
+            />
+          ) : (
+            <div className="h-10 w-10 rounded bg-muted shrink-0" />
+          )}
+          <div>
+            <div className="flex items-center gap-1.5">
+              <p className="text-sm font-medium">{item.name}</p>
+              {item.productUrl && (
+                <a
+                  href={item.productUrl}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-muted-foreground hover:text-foreground"
+                >
+                  <ExternalLink className="h-3 w-3" />
+                </a>
+              )}
+            </div>
+            <div className="flex items-center gap-2 mt-0.5">
+              {item.brand && <span className="text-xs text-muted-foreground">{item.brand}</span>}
+              {item.model && <span className="text-xs text-muted-foreground/60">{item.model}</span>}
+            </div>
+            {item.description && (
+              <p className="text-xs text-muted-foreground line-clamp-1 mt-0.5">
+                {item.description}
+              </p>
             )}
           </div>
-          <div className="flex items-center gap-2 mt-0.5">
-            {item.brand && <span className="text-xs text-muted-foreground">{item.brand}</span>}
-            {item.model && <span className="text-xs text-muted-foreground/60">{item.model}</span>}
-          </div>
-          {item.description && (
-            <p className="text-xs text-muted-foreground line-clamp-1 mt-0.5">{item.description}</p>
-          )}
         </div>
       </TableCell>
       <TableCell>
diff --git a/apps/admin/app/dashboard/packs/page.tsx b/apps/admin/app/dashboard/packs/page.tsx
index f97d5e1aa9..13a2018cd0 100644
--- a/apps/admin/app/dashboard/packs/page.tsx
+++ b/apps/admin/app/dashboard/packs/page.tsx
@@ -20,6 +20,7 @@ import { type AdminPack, deletePack, getPacks } from 'admin-app/lib/api';
 import { formatDate } from 'admin-app/lib/date';
 import { queryKeys } from 'admin-app/lib/queryKeys';
 import { ChevronLeft, ChevronRight } from 'lucide-react';
+import Image from 'next/image';
 
 const PAGE_SIZE = 50;
 
@@ -57,30 +58,46 @@ function PackRow({ pack }: { pack: AdminPack }) {
   return (
     <TableRow className="hover:bg-muted/20">
       <TableCell>
-        <div>
-          <div className="flex items-center gap-1.5">
-            <p className="text-sm font-medium">{pack.name}</p>
-            {pack.isAIGenerated && (
-              <Badge variant="secondary" className="text-[10px] px-1 py-0">
-                AI
-              </Badge>
-            )}
-          </div>
-          {pack.description && (
-            <p className="text-xs text-muted-foreground line-clamp-1">{pack.description}</p>
+        <div className="flex items-start gap-2.5">
+          {pack.image ? (
+            <Image
+              src={pack.image}
+              alt=""
+              width={40}
+              height={40}
+              className="rounded object-cover shrink-0 bg-muted"
+            />
+          ) : (
+            <div className="h-10 w-10 rounded bg-muted shrink-0" />
           )}
-          {pack.tags && pack.tags.length > 0 && (
-            <div className="flex flex-wrap gap-1 mt-1">
-              {pack.tags.slice(0, 3).map((tag) => (
-                <span key={tag} className="text-[10px] text-muted-foreground bg-muted px-1 rounded">
-                  {tag}
-                </span>
-              ))}
-              {pack.tags.length > 3 && (
-                <span className="text-[10px] text-muted-foreground">+{pack.tags.length - 3}</span>
+          <div>
+            <div className="flex items-center gap-1.5">
+              <p className="text-sm font-medium">{pack.name}</p>
+              {pack.isAIGenerated && (
+                <Badge variant="secondary" className="text-[10px] px-1 py-0">
+                  AI
+                </Badge>
               )}
             </div>
-          )}
+            {pack.description && (
+              <p className="text-xs text-muted-foreground line-clamp-1">{pack.description}</p>
+            )}
+            {pack.tags && pack.tags.length > 0 && (
+              <div className="flex flex-wrap gap-1 mt-1">
+                {pack.tags.slice(0, 3).map((tag) => (
+                  <span
+                    key={tag}
+                    className="text-[10px] text-muted-foreground bg-muted px-1 rounded"
+                  >
+                    {tag}
+                  </span>
+                ))}
+                {pack.tags.length > 3 && (
+                  <span className="text-[10px] text-muted-foreground">+{pack.tags.length - 3}</span>
+                )}
+              </div>
+            )}
+          </div>
         </div>
       </TableCell>
       <TableCell>
@@ -99,9 +116,16 @@ function PackRow({ pack }: { pack: AdminPack }) {
         </span>
       </TableCell>
       <TableCell>
-        <span className="text-sm text-muted-foreground">
-          {pack.createdAt ? formatDate(new Date(pack.createdAt)) : '—'}
-        </span>
+        <div className="space-y-0.5">
+          <span className="text-sm text-muted-foreground">
+            {pack.createdAt ? formatDate(new Date(pack.createdAt)) : '—'}
+          </span>
+          {pack.updatedAt && pack.updatedAt !== pack.createdAt && (
+            <p className="text-xs text-muted-foreground/60">
+              upd {formatDate(new Date(pack.updatedAt))}
+            </p>
+          )}
+        </div>
       </TableCell>
       <TableCell>
         <div className="flex items-center gap-1">
diff --git a/apps/admin/app/dashboard/users/page.tsx b/apps/admin/app/dashboard/users/page.tsx
index 3d36c1b178..cf43ea0c43 100644
--- a/apps/admin/app/dashboard/users/page.tsx
+++ b/apps/admin/app/dashboard/users/page.tsx
@@ -98,9 +98,16 @@ function UserRow({ user }: { user: AdminUser }) {
         </span>
       </TableCell>
       <TableCell>
-        <span className="text-sm text-muted-foreground">
-          {user.createdAt ? formatDate(new Date(user.createdAt)) : '—'}
-        </span>
+        <div className="space-y-0.5">
+          <span className="text-sm text-muted-foreground">
+            {user.createdAt ? formatDate(new Date(user.createdAt)) : '—'}
+          </span>
+          {user.updatedAt && user.updatedAt !== user.createdAt && (
+            <p className="text-xs text-muted-foreground/60">
+              act {formatDate(new Date(user.updatedAt))}
+            </p>
+          )}
+        </div>
       </TableCell>
       <TableCell>
         <div className="flex items-center gap-1">
diff --git a/apps/admin/components/analytics/catalog-analytics.tsx b/apps/admin/components/analytics/catalog-analytics.tsx
index d33ad46668..4cae20ecb6 100644
--- a/apps/admin/components/analytics/catalog-analytics.tsx
+++ b/apps/admin/components/analytics/catalog-analytics.tsx
@@ -206,8 +206,13 @@ export function CatalogAnalytics() {
             { label: 'Total Items', value: overview.totalItems.toLocaleString() },
             { label: 'Brands', value: overview.totalBrands.toLocaleString() },
             {
-              label: 'Avg Price',
-              value: overview.avgPrice != null ? `$${overview.avgPrice.toFixed(2)}` : '—',
+              label: 'Price Range',
+              value:
+                overview.minPrice != null && overview.maxPrice != null
+                  ? `$${overview.minPrice.toFixed(2)}–$${overview.maxPrice.toFixed(2)}`
+                  : overview.avgPrice != null
+                    ? `avg $${overview.avgPrice.toFixed(2)}`
+                    : '—',
             },
             { label: 'Added Last 30d', value: overview.addedLast30Days.toLocaleString() },
           ].map((s) => (
@@ -450,7 +455,7 @@ export function CatalogAnalytics() {
               <table className="w-full text-sm">
                 <thead>
                   <tr className="border-b text-muted-foreground">
-                    <th className="pb-2 text-left font-medium">Source</th>
+                    <th className="pb-2 text-left font-medium">Source / File</th>
                     <th className="pb-2 text-left font-medium">Status</th>
                     <th className="pb-2 text-right font-medium">Processed</th>
                     <th className="pb-2 text-right font-medium">Valid</th>
@@ -465,7 +470,22 @@ export function CatalogAnalytics() {
                 <tbody>
                   {etl.jobs.map((job) => (
                     <tr key={job.id} className="border-b last:border-0">
-                      <td className="py-2 pr-4 font-mono text-xs">{job.source}</td>
+                      <td className="py-2 pr-4">
+                        <div className="font-mono text-xs">{job.source}</div>
+                        {job.filename && (
+                          <div
+                            className="text-xs text-muted-foreground truncate max-w-[180px]"
+                            title={job.filename}
+                          >
+                            {job.filename}
+                          </div>
+                        )}
+                        {job.scraperRevision && (
+                          <div className="text-[10px] text-muted-foreground/60 font-mono">
+                            rev {job.scraperRevision.slice(0, 7)}
+                          </div>
+                        )}
+                      </td>
                       <td className="py-2 pr-4">
                         <Badge variant={statusBadgeVariant(job.status)} className="text-xs">
                           {job.status}