diff --git a/native/Cargo.lock b/native/Cargo.lock
index 3c2b7c6052..ce7dc7f7f9 100644
--- a/native/Cargo.lock
+++ b/native/Cargo.lock
@@ -999,6 +999,7 @@ dependencies = [
  "snap",
  "tempfile",
  "thiserror 2.0.12",
+ "tikv-jemallocator",
  "tokio",
  "url",
  "zstd",
@@ -3862,6 +3863,26 @@ dependencies = [
  "ordered-float",
 ]
 
+[[package]]
+name = "tikv-jemalloc-sys"
+version = "0.6.0+5.3.0-1-ge13ca993e8ccb9ba9847cc330696e02839f328f7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cd3c60906412afa9c2b5b5a48ca6a5abe5736aec9eb48ad05037a677e52e4e2d"
+dependencies = [
+ "cc",
+ "libc",
+]
+
+[[package]]
+name = "tikv-jemallocator"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4cec5ff18518d81584f477e9bfdf957f5bb0979b0bac3af4ca30b5b3ae2d2865"
+dependencies = [
+ "libc",
+ "tikv-jemalloc-sys",
+]
+
 [[package]]
 name = "tiny-keccak"
 version = "2.0.2"
diff --git a/native/core/Cargo.toml b/native/core/Cargo.toml
index fd88057943..e50226935e 100644
--- a/native/core/Cargo.toml
+++ b/native/core/Cargo.toml
@@ -39,6 +39,7 @@ arrow = { workspace = true }
 parquet = { workspace = true, default-features = false, features = ["experimental"] }
 futures = { workspace = true }
 mimalloc = { version = "*", default-features = false, optional = true }
+tikv-jemallocator = { version = "0.6.0", optional = true, features = ["disable_initial_exec_tls"] }
 tokio = { version = "1", features = ["rt-multi-thread"] }
 async-trait = { workspace = true }
 log = "0.4"
@@ -51,13 +52,13 @@ snap = "1.1"
 # we disable default features in lz4_flex to force the use of the faster unsafe encoding and decoding implementation
 lz4_flex = { version = "0.11.3", default-features = false }
 zstd = "0.13.3"
-rand = { workspace = true}
+rand = { workspace = true }
 num = { workspace = true }
 bytes = { workspace = true }
 tempfile = "3.8.0"
 itertools = "0.14.0"
 paste = "1.0.14"
-datafusion = {  workspace = true }
+datafusion = { workspace = true }
 once_cell = "1.18.0"
 regex = { workspace = true }
 crc32fast = "1.3.2"
@@ -80,7 +81,8 @@ datafusion-functions-nested = { version = "47.0.0" }
 
 [features]
 default = []
-hdfs=["datafusion-comet-objectstore-hdfs"]
+hdfs = ["datafusion-comet-objectstore-hdfs"]
+jemalloc = ["tikv-jemallocator"]
 
 # exclude optional packages from cargo machete verifications
 [package.metadata.cargo-machete]
diff --git a/native/core/src/lib.rs b/native/core/src/lib.rs
index 4180751477..c6491eebec 100644
--- a/native/core/src/lib.rs
+++ b/native/core/src/lib.rs
@@ -36,9 +36,13 @@ use log4rs::{
     encode::pattern::PatternEncoder,
     Config,
 };
+use once_cell::sync::OnceCell;
+
+#[cfg(all(not(target_env = "msvc"), feature = "jemalloc"))]
+use tikv_jemallocator::Jemalloc;
+
 #[cfg(feature = "mimalloc")]
 use mimalloc::MiMalloc;
-use once_cell::sync::OnceCell;
 
 use errors::{try_unwrap_or_throw, CometError, CometResult};
 
@@ -50,6 +54,10 @@ pub mod execution;
 mod jvm_bridge;
 pub mod parquet;
 
+#[cfg(all(not(target_env = "msvc"), feature = "jemalloc"))]
+#[global_allocator]
+static GLOBAL: Jemalloc = Jemalloc;
+
 #[cfg(feature = "mimalloc")]
 #[global_allocator]
 static GLOBAL: MiMalloc = MiMalloc;