diff --git a/2meet-data-optimizer-hivepress-addon.php b/2meet-data-optimizer-hivepress-addon.php
index fca2af6..d4f2216 100644
--- a/2meet-data-optimizer-hivepress-addon.php
+++ b/2meet-data-optimizer-hivepress-addon.php
@@ -3,7 +3,7 @@
  * Plugin Name:       2meet Data Optimizer — Hivepress AddOn
  * Plugin URI:        https://2meet.io/2meet-data-optimizer/hivepress
  * Description:       HivePress + 12 擴充整合：13 adapter (core/reviews/bookings/messages/memberships/requests/favorites/statistics/tags/seo/social-links/blocks/marketplace) + 7 HPCT interceptor + 5 query interceptor + admin tab + CLI namespace
- * Version:           0.5.1
+ * Version:           0.5.3
  * Requires at least: 6.0
  * Tested up to:      6.9.4
  * Requires PHP:      8.1
@@ -24,7 +24,7 @@ if ( ! defined( 'ABSPATH' ) ) {
 	exit;
 }
 
-define( 'TMDO_HIVEPRESS_VERSION', '0.5.1' );
+define( 'TMDO_HIVEPRESS_VERSION', '0.5.3' );
 define( 'TMDO_HIVEPRESS_PATH', plugin_dir_path( __FILE__ ) );
 define( 'TMDO_HIVEPRESS_URL', plugin_dir_url( __FILE__ ) );
 define( 'TMDO_HIVEPRESS_FILE', __FILE__ );
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 22cad94..99fcd80 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,30 @@ Versioning follows [Semantic Versioning](https://semver.org/).
 
 ---
 
+## [0.5.3] — 2026-10-07 — 瀏覽數 flush 不再造成漂移
+
+### Fixed
+
+- **`TMDO_Listing_Stats::flush_views_to_postmeta()` 寫完後同步扁平表與快取**：每小時把 warm zone 的瀏覽數
+  用原子 `UPDATE … meta_value + N` 加回 `hp_view_count`，繞過了 meta API：Hook Bus 看不到這次寫入，
+  dual_write／shadow_read 下 `hp_listing_core.hp_view_count` 每批落後一次（夜間 drift-check 每晚 diff），
+  物件快取（Redis 下跨請求）也一直是舊值。現在 UPDATE 之後清掉該篇的 `post_meta` 快取，
+  並在原生仍是真相時（同時寫原生與扁平）用 `TMDO_Entity_Migration_Engine::migrate_entity()` 重建那一列。
+  `hp_view_count` 同時在 `hp_listing_core` 與 `hp_request_core`：只重建含這個 key、而且適用該篇 post type 的群組
+  （不帶 post type 的 `get_field()` 只回最後登記的那組）。aeav_only 不動（扁平才是真相）。
+
+---
+
+## [0.5.2] — 2026-10-05 — attribute bridge 的 meta key
+
+### Fixed
+
+- **`TMDO_HivePress_Attribute_Bridge` 組出正確的 meta key**：HivePress 把每個模型的屬性存成
+  `hp_{slug}`（例如 `hp_warranty`），不是 `hp_{model}_{slug}`。舊的 key 在資料庫裡不存在，
+  照它建議的欄位登記後永遠是空的。
+
+---
+
 ## [0.5.1] — 2026-10-02 — 重新打包
 
 ### Changed
diff --git a/includes/class-tmdo-listing-stats.php b/includes/class-tmdo-listing-stats.php
index a17b955..612cadc 100644
--- a/includes/class-tmdo-listing-stats.php
+++ b/includes/class-tmdo-listing-stats.php
@@ -154,6 +154,8 @@ class TMDO_Listing_Stats {
 			// Seed the key when it does not exist yet.
 			if ( ! $updated ) {
 				add_post_meta( $post_id, 'hp_view_count', $new_views, true );
+			} else {
+				self::resync_view_count( $post_id );
 			}
 
 			// Remove the warm entry after flush.
@@ -164,6 +166,40 @@ class TMDO_Listing_Stats {
 		return $flushed;
 	}
 
+	/**
+	 * The atomic UPDATE above bypasses the meta API: the object cache (persistent
+	 * under Redis) keeps the old count, and the Hook Bus never sees the write, so in
+	 * dual_write / shadow_read the flat column drifts by every flushed batch
+	 * (drift-check diff on hp_view_count each night). Drop the cached meta and
+	 * rebuild the entity's flat row from native — only while native is the source
+	 * of truth (aeav_only keeps flat authoritative).
+	 *
+	 * @param int $post_id Listing post ID.
+	 */
+	private static function resync_view_count( int $post_id ): void {
+		wp_cache_delete( $post_id, 'post_meta' );
+		if ( ! class_exists( 'TMDO_Mode_Manager' ) || ! class_exists( 'TMDO_Entity_Registry' ) || ! class_exists( 'TMDO_Entity_Migration_Engine' ) ) {
+			return;
+		}
+		if ( ! TMDO_Mode_Manager::writes_to_flat( 'post' ) || ! TMDO_Mode_Manager::writes_to_eav( 'post' ) ) {
+			return;
+		}
+		// hp_view_count lives in more than one group (hp_listing_core, hp_request_core):
+		// get_field() without a post type returns whichever registered last. Rebuild only
+		// the groups that hold the key and apply to this post's type.
+		$type = (string) get_post_type( $post_id );
+		foreach ( TMDO_Entity_Registry::get_groups_for_type( 'post' ) as $group ) {
+			$types = TMDO_Entity_Registry::get_group_post_types( 'post', $group );
+			if ( ! in_array( 'hp_view_count', TMDO_Entity_Registry::get_group_keys( 'post', $group ), true ) || ( $types && ! in_array( $type, $types, true ) ) ) {
+				continue;
+			}
+			TMDO_Entity_Migration_Engine::migrate_entity( 'post', $group, $post_id );
+			if ( class_exists( 'TMDO_Cache_Orchestrator' ) ) {
+				TMDO_Cache_Orchestrator::invalidate( 'post', $post_id, $group );
+			}
+		}
+	}
+
 	// ── Zone D: Expired Listing Archival ─────────────────────────────────────
 
 	/**
diff --git a/includes/hivepress/class-tmdo-hivepress-attribute-bridge.php b/includes/hivepress/class-tmdo-hivepress-attribute-bridge.php
index 7658905..f8b71cd 100644
--- a/includes/hivepress/class-tmdo-hivepress-attribute-bridge.php
+++ b/includes/hivepress/class-tmdo-hivepress-attribute-bridge.php
@@ -20,7 +20,7 @@
  * Usage:
  *   $bridge = new TMDO_HivePress_Attribute_Bridge();
  *   $candidates = $bridge->discover_attributes();
- *   // returns: [['slug' => 'beds', 'type' => 'integer', 'filterable' => true, 'searchable' => true, 'meta_key' => 'hp_listing_beds'], ...]
+ *   // returns: [['slug' => 'beds', 'type' => 'integer', 'filterable' => true, 'searchable' => true, 'meta_key' => 'hp_beds'], ...]
  *
  * @package WP_Data_Optimizer
  * @since   3.0.0
@@ -123,7 +123,8 @@ if ( ! class_exists( 'TMDO_HivePress_Attribute_Bridge' ) ) {
 			return array(
 				'model'      => $model,
 				'slug'       => $slug,
-				'meta_key'   => sprintf( 'hp_%s_%s', $model, $slug ),
+				// HivePress stores every model's attribute as hp_{slug} (e.g. hp_warranty), not hp_{model}_{slug}.
+				'meta_key'   => 'hp_' . $slug,
 				'type'       => (string) ( $cfg['edit_field']['type'] ?? $cfg['search_field']['type'] ?? 'text' ),
 				'filterable' => (bool) ( $cfg['filterable'] ?? false ),
 				'sortable'   => (bool) ( $cfg['sortable'] ?? false ),
diff --git a/tests/unit/AttributeBridgeTest.php b/tests/unit/AttributeBridgeTest.php
index da98834..7e45036 100644
--- a/tests/unit/AttributeBridgeTest.php
+++ b/tests/unit/AttributeBridgeTest.php
@@ -62,7 +62,7 @@ class HivePressAttributeBridgeTest extends TestCase {
 
 		$this->assertSame( 'listing', $record['model'] );
 		$this->assertSame( 'beds', $record['slug'] );
-		$this->assertSame( 'hp_listing_beds', $record['meta_key'] );
+		$this->assertSame( 'hp_beds', $record['meta_key'] );
 		$this->assertSame( 'integer', $record['type'] );
 		$this->assertTrue( $record['filterable'] );
 		$this->assertFalse( $record['sortable'] );