diff --git a/Cargo.lock b/Cargo.lock
index cbff57eb15b..6f6c8f8a87f 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -761,7 +761,7 @@ dependencies = [
  "bitflags",
  "cexpr",
  "clang-sys",
- "itertools 0.11.0",
+ "itertools 0.13.0",
  "log",
  "prettyplease",
  "proc-macro2",
@@ -1205,7 +1205,7 @@ checksum = "0b023947811758c97c59bf9d1c188fd619ad4718dcaa767947df1cadb14f39f4"
 dependencies = [
  "glob",
  "libc",
- "libloading 0.8.9",
+ "libloading",
 ]
 
 [[package]]
@@ -1737,7 +1737,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3aa12038120eb13347a6ae2ffab1d34efe78150125108627fd85044dd4d6ff1e"
 dependencies = [
  "half",
- "libloading 0.8.9",
+ "libloading",
 ]
 
 [[package]]
@@ -4802,15 +4802,45 @@ dependencies = [
  "cesu8",
  "cfg-if",
  "combine",
- "java-locator",
  "jni-sys 0.3.1",
- "libloading 0.7.4",
  "log",
  "thiserror 1.0.69",
  "walkdir",
  "windows-sys 0.45.0",
 ]
 
+[[package]]
+name = "jni"
+version = "0.22.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5efd9a482cf3a427f00d6b35f14332adc7902ce91efb778580e180ff90fa3498"
+dependencies = [
+ "cfg-if",
+ "combine",
+ "java-locator",
+ "jni-macros",
+ "jni-sys 0.4.1",
+ "libloading",
+ "log",
+ "simd_cesu8",
+ "thiserror 2.0.18",
+ "walkdir",
+ "windows-link",
+]
+
+[[package]]
+name = "jni-macros"
+version = "0.22.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a00109accc170f0bdb141fed3e393c565b6f5e072365c3bd58f5b062591560a3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "rustc_version",
+ "simd_cesu8",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "jni-sys"
 version = "0.3.1"
@@ -5508,16 +5538,6 @@ dependencies = [
  "cc",
 ]
 
-[[package]]
-name = "libloading"
-version = "0.7.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b67380fd3b2fbe7527a606e18729d21c6f3951633d0500574c4dc22d2d638b9f"
-dependencies = [
- "cfg-if",
- "winapi",
-]
-
 [[package]]
 name = "libloading"
 version = "0.8.9"
@@ -6639,7 +6659,7 @@ checksum = "044b1fa4f259f4df9ad5078e587b208f5d288a25407575fcddb9face30c7c692"
 dependencies = [
  "rand 0.9.2",
  "socket2",
- "thiserror 1.0.69",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -6846,7 +6866,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "343d3bd7056eda839b03204e68deff7d1b13aba7af2b2fd16890697274262ee7"
 dependencies = [
  "heck",
- "itertools 0.11.0",
+ "itertools 0.14.0",
  "log",
  "multimap",
  "petgraph",
@@ -6878,7 +6898,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "27c6023962132f4b30eb4c172c91ce92d933da334c59c23cddee82358ddafb0b"
 dependencies = [
  "anyhow",
- "itertools 0.11.0",
+ "itertools 0.14.0",
  "proc-macro2",
  "quote",
  "syn 2.0.117",
@@ -7889,7 +7909,7 @@ checksum = "1d99feebc72bae7ab76ba994bb5e121b8d83d910ca40b36e0921f53becc41784"
 dependencies = [
  "core-foundation 0.10.1",
  "core-foundation-sys",
- "jni",
+ "jni 0.21.1",
  "log",
  "once_cell",
  "rustls",
@@ -8303,6 +8323,16 @@ version = "0.3.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
 
+[[package]]
+name = "simd_cesu8"
+version = "1.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "94f90157bb87cddf702797c5dadfa0be7d266cdf49e22da2fcaa32eff75b2c33"
+dependencies = [
+ "rustc_version",
+ "simdutf8",
+]
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -9970,7 +10000,7 @@ name = "vortex-cub"
 version = "0.1.0"
 dependencies = [
  "bindgen",
- "libloading 0.8.9",
+ "libloading",
  "paste",
  "vortex-array",
  "vortex-cuda-macros",
@@ -10331,7 +10361,7 @@ dependencies = [
  "arrow-ipc",
  "arrow-schema",
  "futures",
- "jni",
+ "jni 0.22.4",
  "object_store",
  "parking_lot",
  "prost 0.14.3",
@@ -10407,7 +10437,7 @@ name = "vortex-nvcomp"
 version = "0.1.0"
 dependencies = [
  "bindgen",
- "libloading 0.8.9",
+ "libloading",
  "liblzma",
  "reqwest 0.12.28",
  "tar",
diff --git a/vortex-jni/Cargo.toml b/vortex-jni/Cargo.toml
index d6901514b49..29ecf7e87dd 100644
--- a/vortex-jni/Cargo.toml
+++ b/vortex-jni/Cargo.toml
@@ -21,7 +21,7 @@ arrow-array = { workspace = true, features = ["ffi"] }
 arrow-ipc = { workspace = true }
 arrow-schema = { workspace = true }
 futures = { workspace = true }
-jni = "0.21.1"
+jni = "0.22.0"
 object_store = { workspace = true, features = ["aws", "azure", "gcp"] }
 parking_lot = { workspace = true }
 prost = { workspace = true }
@@ -33,7 +33,7 @@ url = { workspace = true }
 vortex = { workspace = true, features = ["object_store", "files", "tokio"] }
 
 [dev-dependencies]
-jni = { version = "0.21.1", features = ["invocation"] }
+jni = { version = "0.22.0", features = ["invocation"] }
 
 [lib]
 crate-type = ["staticlib", "cdylib"]