diff --git a/crates/erp-plugin/Cargo.toml b/crates/erp-plugin/Cargo.toml
index b035f24..3171a29 100644
--- a/crates/erp-plugin/Cargo.toml
+++ b/crates/erp-plugin/Cargo.toml
@@ -23,3 +23,4 @@ utoipa = { workspace = true }
 async-trait = { workspace = true }
 sha2 = { workspace = true }
 base64 = "0.22"
+moka = { version = "0.12", features = ["sync"] }
diff --git a/crates/erp-plugin/src/data_service.rs b/crates/erp-plugin/src/data_service.rs
index 4c345a8..e9e41f9 100644
--- a/crates/erp-plugin/src/data_service.rs
+++ b/crates/erp-plugin/src/data_service.rs
@@ -5,29 +5,15 @@ use erp_core::error::{AppError, AppResult};
 use erp_core::events::EventBus;
 
 use crate::data_dto::PluginDataResp;
-use crate::dynamic_table::DynamicTableManager;
+use crate::dynamic_table::{sanitize_identifier, DynamicTableManager};
 use crate::entity::plugin;
 use crate::entity::plugin_entity;
 use crate::error::PluginError;
 use crate::manifest::PluginField;
+use crate::state::EntityInfo;
 
 pub struct PluginDataService;
 
-/// 插件实体信息（合并查询减少 DB 调用）
-struct EntityInfo {
-    table_name: String,
-    schema_json: serde_json::Value,
-}
-
-impl EntityInfo {
-    fn fields(&self) -> AppResult<Vec<PluginField>> {
-        let entity_def: crate::manifest::PluginEntity =
-            serde_json::from_value(self.schema_json.clone())
-                .map_err(|e| AppError::Internal(format!("解析 entity schema 失败: {}", e)))?;
-        Ok(entity_def.fields)
-    }
-}
-
 impl PluginDataService {
     /// 创建插件数据
     pub async fn create(
@@ -391,6 +377,7 @@ pub async fn resolve_manifest_id(
 }
 
 /// 从 plugin_entities 表获取实体完整信息（带租户隔离）
+/// 注意：此函数不填充 generated_fields，仅用于非 list 场景
 async fn resolve_entity_info(
     plugin_id: Uuid,
     entity_name: &str,
@@ -411,9 +398,61 @@ async fn resolve_entity_info(
     Ok(EntityInfo {
         table_name: entity.table_name,
         schema_json: entity.schema_json,
+        generated_fields: vec![], // 旧路径，不追踪 generated_fields
     })
 }
 
+/// 从缓存或数据库获取实体信息（带 generated_fields 解析）
+pub async fn resolve_entity_info_cached(
+    plugin_id: Uuid,
+    entity_name: &str,
+    tenant_id: Uuid,
+    db: &sea_orm::DatabaseConnection,
+    cache: &moka::sync::Cache<String, EntityInfo>,
+) -> AppResult<EntityInfo> {
+    let cache_key = format!("{}:{}:{}", plugin_id, entity_name, tenant_id);
+    if let Some(info) = cache.get(&cache_key) {
+        return Ok(info);
+    }
+
+    let entity = plugin_entity::Entity::find()
+        .filter(plugin_entity::Column::PluginId.eq(plugin_id))
+        .filter(plugin_entity::Column::TenantId.eq(tenant_id))
+        .filter(plugin_entity::Column::EntityName.eq(entity_name))
+        .filter(plugin_entity::Column::DeletedAt.is_null())
+        .one(db)
+        .await?
+        .ok_or_else(|| {
+            AppError::NotFound(format!("插件实体 {}/{} 不存在", plugin_id, entity_name))
+        })?;
+
+    // 解析 generated_fields
+    let entity_def: crate::manifest::PluginEntity =
+        serde_json::from_value(entity.schema_json.clone())
+            .map_err(|e| AppError::Internal(format!("解析 entity schema 失败: {}", e)))?;
+    let generated_fields: Vec<String> = entity_def
+        .fields
+        .iter()
+        .filter(|f| f.field_type.supports_generated_column())
+        .filter(|f| {
+            f.unique
+                || f.sortable == Some(true)
+                || f.filterable == Some(true)
+                || (f.required && (f.sortable == Some(true) || f.filterable == Some(true)))
+        })
+        .map(|f| sanitize_identifier(&f.name))
+        .collect();
+
+    let info = EntityInfo {
+        table_name: entity.table_name,
+        schema_json: entity.schema_json,
+        generated_fields,
+    };
+
+    cache.insert(cache_key, info.clone());
+    Ok(info)
+}
+
 /// 校验数据：检查 required 字段
 fn validate_data(data: &serde_json::Value, fields: &[PluginField]) -> AppResult<()> {
     let obj = data.as_object().ok_or_else(|| {
diff --git a/crates/erp-plugin/src/state.rs b/crates/erp-plugin/src/state.rs
index 6e1c420..7cb4df9 100644
--- a/crates/erp-plugin/src/state.rs
+++ b/crates/erp-plugin/src/state.rs
@@ -1,5 +1,9 @@
+use std::time::Duration;
+
+use moka::sync::Cache;
 use sea_orm::DatabaseConnection;
 
+use erp_core::error::{AppError, AppResult};
 use erp_core::events::EventBus;
 
 use crate::engine::PluginEngine;
@@ -10,4 +14,39 @@ pub struct PluginState {
     pub db: DatabaseConnection,
     pub event_bus: EventBus,
     pub engine: PluginEngine,
+    /// Schema 缓存 — key: "{plugin_id}:{entity_name}:{tenant_id}"
+    pub entity_cache: Cache<String, EntityInfo>,
+}
+
+/// 缓存的实体信息
+#[derive(Clone, Debug)]
+pub struct EntityInfo {
+    pub table_name: String,
+    pub schema_json: serde_json::Value,
+    pub generated_fields: Vec<String>,
+}
+
+impl EntityInfo {
+    /// 从 schema_json 解析字段列表
+    pub fn fields(&self) -> AppResult<Vec<crate::manifest::PluginField>> {
+        let entity_def: crate::manifest::PluginEntity =
+            serde_json::from_value(self.schema_json.clone())
+                .map_err(|e| AppError::Internal(format!("解析 entity schema 失败: {}", e)))?;
+        Ok(entity_def.fields)
+    }
+}
+
+impl PluginState {
+    pub fn new(db: DatabaseConnection, event_bus: EventBus, engine: PluginEngine) -> Self {
+        let entity_cache = Cache::builder()
+            .max_capacity(1000)
+            .time_to_idle(Duration::from_secs(300))
+            .build();
+        Self {
+            db,
+            event_bus,
+            engine,
+            entity_cache,
+        }
+    }
 }
diff --git a/crates/erp-server/Cargo.toml b/crates/erp-server/Cargo.toml
index 5185547..b458780 100644
--- a/crates/erp-server/Cargo.toml
+++ b/crates/erp-server/Cargo.toml
@@ -30,3 +30,4 @@ erp-plugin.workspace = true
 anyhow.workspace = true
 uuid.workspace = true
 chrono.workspace = true
+moka = { version = "0.12", features = ["sync"] }
diff --git a/crates/erp-server/src/main.rs b/crates/erp-server/src/main.rs
index 22d1414..5e9e8f9 100644
--- a/crates/erp-server/src/main.rs
+++ b/crates/erp-server/src/main.rs
@@ -371,6 +371,10 @@ async fn main() -> anyhow::Result<()> {
         redis: redis_client.clone(),
         default_tenant_id,
         plugin_engine,
+        plugin_entity_cache: moka::sync::Cache::builder()
+            .max_capacity(1000)
+            .time_to_idle(std::time::Duration::from_secs(300))
+            .build(),
     };
 
     // --- Build the router ---
diff --git a/crates/erp-server/src/state.rs b/crates/erp-server/src/state.rs
index f242042..4352ae7 100644
--- a/crates/erp-server/src/state.rs
+++ b/crates/erp-server/src/state.rs
@@ -18,6 +18,8 @@ pub struct AppState {
     pub default_tenant_id: uuid::Uuid,
     /// 插件引擎
     pub plugin_engine: erp_plugin::engine::PluginEngine,
+    /// 插件实体缓存
+    pub plugin_entity_cache: moka::sync::Cache<String, erp_plugin::state::EntityInfo>,
 }
 
 /// Allow handlers to extract `DatabaseConnection` directly from `State<AppState>`.
@@ -90,6 +92,7 @@ impl FromRef<AppState> for erp_plugin::state::PluginState {
             db: state.db.clone(),
             event_bus: state.event_bus.clone(),
             engine: state.plugin_engine.clone(),
+            entity_cache: state.plugin_entity_cache.clone(),
         }
     }
 }