diff --git a/rust/Cargo.toml b/rust/Cargo.toml
index 4a3c4e8f5..7b452c291 100644
--- a/rust/Cargo.toml
+++ b/rust/Cargo.toml
@@ -8,7 +8,7 @@ members = [
 resolver = "2"
 
 [workspace.package]
-version = "0.18.0"
+version = "0.18.1"
 homepage = "https://v6d.io"
 repository = "https://github.com/v6d-io/v6d.git"
 authors = ["Vineyard <vineyard@alibaba-inc.com>"]
@@ -22,11 +22,11 @@ edition = "2021"
 readme = "README.md"
 
 [workspace.dependencies]
-arrow-array = ">=40, <47"
-arrow-buffer = ">=40, <47"
-arrow-ipc = ">=40, <47"
-arrow-schema = ">=40, <47"
-arrow2 = { version = ">=0.17, <0.19", features = ["arrow"] }
+arrow-array = ">=40, <45"
+arrow-buffer = ">=40, <45"
+arrow-ipc = ">=40, <45"
+arrow-schema = ">=40, <45"
+arrow2 = { version = ">=0.17, <0.18", features = ["arrow"] }
 ctor = "0.2"
 datafusion = ">= 28"
 downcast-rs = "1.2"
@@ -41,6 +41,7 @@ memmap2 = "0.7"
 num-traits = ">= 0.2"
 num-derive = ">= 0.4"
 parking_lot = "0.12"
+polars-arrow = ">=0.32, <34"
 polars-core = ">=0.32, <34"
 rand = "0.8"
 sendfd = "0.4"
@@ -50,7 +51,7 @@ serde_json = "1.0"
 spectral = "0.6"
 static_str_ops = "0.1.2"
 
-vineyard = { version = "0.18.0", path = "./vineyard" }
-vineyard-datafusion = { version = "0.18.0", path = "./vineyard-datafusion" }
-vineyard-polars = { version = "0.18.0", path = "./vineyard-polars" }
-vineyard-integration-testing = { version = "0.18.0", path = "./vineyard-integration-testing" }
+vineyard = { version = "0.18.1", path = "./vineyard" }
+vineyard-datafusion = { version = "0.18.1", path = "./vineyard-datafusion" }
+vineyard-polars = { version = "0.18.1", path = "./vineyard-polars" }
+vineyard-integration-testing = { version = "0.18.1", path = "./vineyard-integration-testing" }
diff --git a/rust/vineyard-polars/Cargo.toml b/rust/vineyard-polars/Cargo.toml
index 313982ccf..3e813f53f 100644
--- a/rust/vineyard-polars/Cargo.toml
+++ b/rust/vineyard-polars/Cargo.toml
@@ -23,6 +23,7 @@ arrow-array = { workspace = true }
 arrow-schema = { workspace = true }
 arrow2 = { workspace = true }
 itertools = { workspace = true }
+polars-arrow = { workspace = true }
 polars-core = { workspace = true }
 serde_json = { workspace = true }
 vineyard = { workspace = true }
diff --git a/rust/vineyard/src/common/util/arrow.rs b/rust/vineyard/src/common/util/arrow.rs
index af7ec953c..1d947b602 100644
--- a/rust/vineyard/src/common/util/arrow.rs
+++ b/rust/vineyard/src/common/util/arrow.rs
@@ -15,7 +15,7 @@
 use std::ptr::NonNull;
 use std::sync::Arc;
 
-use arrow_buffer::{alloc, Buffer};
+use arrow_buffer::{alloc, Buffer, MutableBuffer};
 
 /// An `arrow::alloc::Allocation` implementation to prevent the pointer
 /// been freed by `arrow::Buffer`.
@@ -46,13 +46,17 @@ pub fn arrow_buffer_mut(pointer: *mut u8, len: usize) -> Buffer {
 }
 
 pub fn arrow_buffer_with_offset_mut(pointer: *mut u8, offset: isize, len: usize) -> Buffer {
-    return unsafe {
-        Buffer::from_custom_allocation(
-            NonNull::new_unchecked(pointer.offset(offset) as *mut u8),
-            len,
-            MMAP_ALLOCATION.clone(),
-        )
-    };
+    if pointer.is_null() {
+        return MutableBuffer::new(0).into();
+    } else {
+        return unsafe {
+            Buffer::from_custom_allocation(
+                NonNull::new_unchecked(pointer.offset(offset)),
+                len,
+                MMAP_ALLOCATION.clone(),
+            )
+        };
+    }
 }
 
 pub fn arrow_buffer_null() -> Buffer {