diff --git a/web/src/pages/AuditLogsPage.module.css b/web/src/pages/AuditLogsPage.module.css
index aa517fc..1ffd56f 100644
--- a/web/src/pages/AuditLogsPage.module.css
+++ b/web/src/pages/AuditLogsPage.module.css
@@ -43,7 +43,15 @@
 .skeletonCell { height: 16px; background: var(--color-border-card); border-radius: 4px; animation: pulse 1.5s ease-in-out infinite; }
 @keyframes pulse { 0%, 100% { opacity: 1; } 50% { opacity: 0.4; } }
 
-.pagination { display: flex; justify-content: space-between; align-items: center; margin-top: 16px; padding-bottom: 8px; }
+.pagination {
+  display: flex; justify-content: space-between; align-items: center;
+  /* sticky 贴底:翻页按钮始终可见 */
+  position: sticky; bottom: 0;
+  margin-top: 16px;
+  padding: 8px 0 8px;
+  background: var(--color-bg-page);
+  z-index: 10;
+}
 .pageInfo { color: var(--color-text-secondary); font-size: 13px; }
 .pageButtons { display: flex; gap: 4px; }
 .pageButtons button {
diff --git a/web/src/pages/LoginRecordsPage.module.css b/web/src/pages/LoginRecordsPage.module.css
index 2c8b6f3..36eec2f 100644
--- a/web/src/pages/LoginRecordsPage.module.css
+++ b/web/src/pages/LoginRecordsPage.module.css
@@ -35,7 +35,15 @@
 .skeletonCell { height: 16px; background: var(--color-border-card); border-radius: 4px; animation: pulse 1.5s ease-in-out infinite; }
 @keyframes pulse { 0%, 100% { opacity: 1; } 50% { opacity: 0.4; } }
 
-.pagination { display: flex; justify-content: space-between; align-items: center; margin-top: 16px; padding-bottom: 8px; }
+.pagination {
+  display: flex; justify-content: space-between; align-items: center;
+  /* sticky 贴底:翻页按钮始终可见 */
+  position: sticky; bottom: 0;
+  margin-top: 16px;
+  padding: 8px 0 8px;
+  background: var(--color-bg-page);
+  z-index: 10;
+}
 .pageInfo { color: var(--color-text-secondary); font-size: 13px; }
 .pageButtons { display: flex; gap: 4px; }
 .pageButtons button {
diff --git a/web/src/pages/RecordsPage.module.css b/web/src/pages/RecordsPage.module.css
index d9670dc..3ac3d80 100644
--- a/web/src/pages/RecordsPage.module.css
+++ b/web/src/pages/RecordsPage.module.css
@@ -57,7 +57,15 @@
 .skeletonCell { height: 16px; background: var(--color-border-card); border-radius: 4px; animation: pulse 1.5s ease-in-out infinite; }
 @keyframes pulse { 0%, 100% { opacity: 1; } 50% { opacity: 0.4; } }
 
-.pagination { display: flex; justify-content: space-between; align-items: center; margin-top: 16px; padding-bottom: 8px; }
+.pagination {
+  display: flex; justify-content: space-between; align-items: center;
+  /* sticky 贴底:翻页按钮始终可见,不用滚到最底才能点 */
+  position: sticky; bottom: 0;
+  margin-top: 16px;
+  padding: 8px 0 8px;
+  background: var(--color-bg-page);
+  z-index: 10;
+}
 .pageInfo { color: var(--color-text-secondary); font-size: 13px; }
 .pageButtons { display: flex; gap: 4px; }
 .pageButtons button {
diff --git a/web/src/pages/UsersPage.module.css b/web/src/pages/UsersPage.module.css
index 31817b8..7249d9f 100644
--- a/web/src/pages/UsersPage.module.css
+++ b/web/src/pages/UsersPage.module.css
@@ -51,7 +51,15 @@
 .skeletonCell { height: 16px; background: var(--color-border-card); border-radius: 4px; animation: pulse 1.5s ease-in-out infinite; }
 @keyframes pulse { 0%, 100% { opacity: 1; } 50% { opacity: 0.4; } }
 
-.pagination { display: flex; justify-content: space-between; align-items: center; margin-top: 16px; padding-bottom: 8px; }
+.pagination {
+  display: flex; justify-content: space-between; align-items: center;
+  /* sticky 贴底:翻页按钮始终可见 */
+  position: sticky; bottom: 0;
+  margin-top: 16px;
+  padding: 8px 0 8px;
+  background: var(--color-bg-page);
+  z-index: 10;
+}
 .pageInfo { color: var(--color-text-secondary); font-size: 13px; }
 .pageButtons { display: flex; gap: 4px; }
 .pageButtons button {