diff --git a/dir.yaml b/dir.yaml
index 4782887e..c7a11310 100644
--- a/dir.yaml
+++ b/dir.yaml
@@ -117,6 +117,9 @@
             - title_en: Query Parallelism Control
               title_cn: 查询并行度控制
               path: development-guide/query-optimization/hints/parallel-degree
+            - title_en: Hybrid Cache Control
+              title_cn: 混合缓存控制
+              path: development-guide/query-optimization/hints/hybrid-cache
             - title_en: Index Hints
               title_cn: Index Hints
               path: development-guide/query-optimization/hints/index
diff --git a/en_US/development-guide/query-optimization/hints/hybrid-cache.md b/en_US/development-guide/query-optimization/hints/hybrid-cache.md
new file mode 100644
index 00000000..bc8085b0
--- /dev/null
+++ b/en_US/development-guide/query-optimization/hints/hybrid-cache.md
@@ -0,0 +1,52 @@
+---
+title: "Datalayers Hybrid Cache Hint Guide"
+description: "Control object store cache behavior per query using the hybrid_cache hint."
+---
+# Hybrid Cache Hint Guide
+
+## Overview
+
+Datalayers uses a Hybrid Cache (memory + disk cache) to cache Parquet file data and object metadata from object stores, accelerating queries. However, in some scenarios, bypassing the cache is desirable. The `hybrid_cache` hint temporarily disables the hybrid cache for an individual query.
+
+## Syntax
+
+```sql
+-- Disable cache for the current query
+SELECT /*+ SET_VAR(hybrid_cache=off) */ * FROM t;
+
+-- Explicitly enable cache (default behavior, no need to set). Note: Hybrid Cache must be configured in the config file for it to actually take effect
+SELECT /*+ SET_VAR(hybrid_cache=on) */ * FROM t;
+```
+
+Supported values (case insensitive):
+
+| Value | Meaning |
+|-------|---------|
+| `on` or `1` | Enable cache (default) |
+| `off` or `0` | Disable cache |
+
+Can be combined with other hints:
+
+```sql
+SELECT /*+ SET_VAR(parallel_degree=4), SET_VAR(hybrid_cache=off) */ * FROM t;
+```
+
+## Use Cases
+
+- **Benchmarking after cache warm-up**: compare cached vs. non-cached query performance
+- **Debugging cache issues**: disable cache to verify data consistency when suspecting stale cache entries
+- **Large scan queries**: when a single query would evict hot data from the cache, temporarily disable it
+
+## Verification
+
+Use `EXPLAIN` or `EXPLAIN ANALYZE` to inspect the physical plan output for the hybrid cache state:
+
+```sql
+-- If Hybrid Cache is configured, the PartitionScanExec operator shows hybrid_cache=on
+EXPLAIN SELECT * FROM t;
+
+-- If Hybrid Cache is not configured, or disabled by hint, the PartitionScanExec operator shows hybrid_cache=off
+EXPLAIN SELECT /*+ SET_VAR(hybrid_cache=off) */ * FROM t;
+```
+
+> **Note**: If Hybrid Cache is not configured at startup (`object_store.file_cache` and `object_store.metadata_cache` are both empty), the output always shows `hybrid_cache=off` regardless of the hint value.
diff --git a/zh_CN/development-guide/query-optimization/hints/hybrid-cache.md b/zh_CN/development-guide/query-optimization/hints/hybrid-cache.md
new file mode 100644
index 00000000..3562df7d
--- /dev/null
+++ b/zh_CN/development-guide/query-optimization/hints/hybrid-cache.md
@@ -0,0 +1,52 @@
+---
+title: "Datalayers Hybrid Cache Hint 使用指南"
+description: "介绍如何使用 hybrid_cache Hint 按查询控制是否使用混合缓存。"
+---
+# Hybrid Cache Hint 使用指南
+
+## 概述
+
+Datalayers 在配置文件中打开混合缓存后，在查询时默认使用 Hybrid Cache（内存加磁盘的混合缓存）来加速查询。在某些场景下，绕过缓存会更合适（如对非热点数据进行一次性的分析查询）。`hybrid_cache` Hint 可用于控制单个查询时选择是否使用混合缓存。
+
+## 语法
+
+```sql
+-- 禁用缓存（当前查询不走 Hybrid Cache）
+SELECT /*+ SET_VAR(hybrid_cache=off) */ * FROM t;
+
+-- 显式启用缓存（默认行为）
+-- 注意：只有在配置文件中启用了 Hybrid Cache，该设置才会生效
+SELECT /*+ SET_VAR(hybrid_cache=on) */ * FROM t;
+```
+
+支持的值（大小写不敏感）：
+
+| 值           | 含义             |
+| :----------- | :--------------- |
+| `on` 或 `1`  | 启用缓存（默认） |
+| `off` 或 `0` | 禁用缓存         |
+
+可与其他 Hint 组合使用：
+
+```sql
+SELECT /*+ SET_VAR(parallel_degree=4), SET_VAR(hybrid_cache=off) */ * FROM t;
+```
+
+## 适用场景
+
+- **缓存预热后的基准测试**：对比缓存命中与绕过缓存的性能差异
+- **大范围扫描查询**：单条查询扫描的数据量远超缓存容量、可能频繁淘汰热点数据时，可临时禁用缓存
+
+## 如何验证
+
+使用 `EXPLAIN` 或 `EXPLAIN ANALYZE` 查看物理执行计划，确认 Hybrid Cache 的状态：
+
+```sql
+-- 如果已配置 Hybrid Cache，PartitionScanExec 算子会显示 hybrid_cache=on
+EXPLAIN SELECT * FROM t;
+
+-- 如果未配置 Hybrid Cache，或通过 hint 禁用了缓存，PartitionScanExec 算子会显示 hybrid_cache=off
+EXPLAIN SELECT /*+ SET_VAR(hybrid_cache=off) */ * FROM t;
+```
+
+> **注意**：如果在启动 Datalayers 时未配置 Hybrid Cache（`object_store.file_cache` 和 `object_store.metadata_cache` 均为空），那么无论 Hint 如何设置，输出都会显示 `hybrid_cache=off`。
diff --git a/zh_CN/development-guide/query-optimization/hints/overview.md b/zh_CN/development-guide/query-optimization/hints/overview.md
index ba077295..7dd6754d 100644
--- a/zh_CN/development-guide/query-optimization/hints/overview.md
+++ b/zh_CN/development-guide/query-optimization/hints/overview.md
@@ -10,10 +10,12 @@ SQL Hints 是嵌入在 SQL 中的特殊注释指令，用于向优化器提供
 
 目前 Datalayers 支持以下 SQL Hints：
 
-- 查询并行度(parallel_degree)控制
+- 查询并行度（parallel_degree）控制
+- 混合缓存控制（hybrid_cache）
 - Index Hints
 
 ## 相关文档
 
 - 了解并行度控制，请参考 [查询并行度优化指南](./parallel-degree.md)
-- 了解索引提示，请参考 [Index Hints 使用指南](./index.md)
+- 了解混合缓存控制，请参考 [混合缓存控制使用指南](./hybrid-cache.md)
+- 了解 Index Hints，请参考 [Index Hints 使用指南](./index.md)