diff --git a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-add-rustc-feature-flags.diff b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-add-rustc-feature-flags.diff
new file mode 100644
index 000000000000..5a2a0c57421a
--- /dev/null
+++ b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-add-rustc-feature-flags.diff
@@ -0,0 +1,9 @@
+diff --git a/crates/base/src/lib.rs b/crates/base/src/lib.rs
+index a303bbb..d776e8b 100644
+--- a/crates/base/src/lib.rs
++++ b/crates/base/src/lib.rs
+@@ -1,3 +1,4 @@
++#![feature(const_float_bits_conv)]
+ #![feature(avx512_target_feature)]
+ #![cfg_attr(target_arch = "x86_64", feature(stdarch_x86_avx512))]
+ #![cfg_attr(target_arch = "x86_64", feature(stdarch_x86_avx512_f16))]
diff --git a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-read-clang-flags-from-environment.diff b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-read-clang-flags-from-environment.diff
deleted file mode 100644
index d05a5cd34e16..000000000000
--- a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/0001-read-clang-flags-from-environment.diff
+++ /dev/null
@@ -1,19 +0,0 @@
-diff --git a/crates/c/build.rs b/crates/c/build.rs
-index 8d822e5..8b7e371 100644
---- a/crates/c/build.rs
-+++ b/crates/c/build.rs
-@@ -1,9 +1,13 @@
- fn main() {
-     println!("cargo:rerun-if-changed=src/f16.h");
-     println!("cargo:rerun-if-changed=src/f16.c");
-+    println!("cargo:rerun-if-env-changed=BINDGEN_EXTRA_CLANG_ARGS");
-     cc::Build::new()
--        .compiler("clang-16")
-+        .compiler("@clang@")
-         .file("./src/f16.c")
-+        // read env var set by rustPlatform.bindgenHook
-+        .try_flags_from_environment("BINDGEN_EXTRA_CLANG_ARGS")
-+        .expect("the BINDGEN_EXTRA_CLANG_ARGS environment variable must be specified and UTF-8")
-         .opt_level(3)
-         .debug(true)
-         .compile("vectorsc");
diff --git a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/Cargo.lock b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/Cargo.lock
deleted file mode 100644
index 52dd4913b5a2..000000000000
--- a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/Cargo.lock
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diff --git a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/default.nix b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/default.nix
index f25afda0ca61..0f8d4924cec5 100644
--- a/pkgs/servers/sql/postgresql/ext/pgvecto-rs/default.nix
+++ b/pkgs/servers/sql/postgresql/ext/pgvecto-rs/default.nix
@@ -1,6 +1,6 @@
 { lib
 , buildPgrxExtension
-, cargo-pgrx_0_12_0_alpha_1
+, cargo-pgrx_0_12_5
 , clang_16
 , fetchFromGitHub
 , nix-update-script
@@ -10,13 +10,12 @@
 , postgresql
 , rustPlatform
 , stdenv
-, substituteAll
 }:
 
 let
   # Upstream only works with clang 16, so we're pinning it here to
   # avoid future incompatibility.
-  # See https://docs.pgvecto.rs/developers/development.html#environment, step 4
+  # See https://docs.pgvecto.rs/developers/development.html#set-up-development-environment, step 2
   clang = clang_16;
   rustPlatform' = rustPlatform // {
     bindgenHook = rustPlatform.bindgenHook.override { inherit clang; };
@@ -26,41 +25,31 @@ in
 (buildPgrxExtension.override {
   # Upstream only works with a fixed version of cargo-pgrx for each release,
   # so we're pinning it here to avoid future incompatibility.
-  # See https://docs.pgvecto.rs/developers/development.html#environment, step 6
-  cargo-pgrx = cargo-pgrx_0_12_0_alpha_1;
+  # See https://docs.pgvecto.rs/developers/development.html#set-up-development-environment, step 5
+  cargo-pgrx = cargo-pgrx_0_12_5;
   rustPlatform = rustPlatform';
 }) rec {
   inherit postgresql;
 
   pname = "pgvecto-rs";
-  version = "0.3.0";
+  version = "0.4.0";
 
   buildInputs = [ openssl ];
   nativeBuildInputs = [ pkg-config ];
 
   patches = [
-    # Tell the `c` crate to use the flags from the rust bindgen hook
-    (substituteAll {
-      src = ./0001-read-clang-flags-from-environment.diff;
-      clang = lib.getExe clang;
-    })
+    ./0001-add-rustc-feature-flags.diff
   ];
 
   src = fetchFromGitHub {
     owner = "tensorchord";
     repo = "pgvecto.rs";
     rev = "v${version}";
-    hash = "sha256-X7BY2Exv0xQNhsS/GA7GNvj9OeVDqVCd/k3lUkXtfgE=";
+    hash = "sha256-4qrDWxYBJuQAtYlwU/zXVvX/ItqO26YAU/OHc/NLEUI=";
   };
 
-  # Package has git dependencies on Cargo.lock (instead of just crate.io dependencies),
-  # so cargoHash does not work, therefore we have to include Cargo.lock in nixpkgs.
-  cargoLock = {
-    lockFile = ./Cargo.lock;
-    outputHashes = {
-      "pgrx-0.12.0-alpha.1" = "sha256-HSQrAR9DFJsi4ZF4hLiJ1sIy+M9Ygva2+WxeUzflOLk=";
-    };
-  };
+  useFetchCargoVendor = true;
+  cargoHash = "sha256-cyXKfkLju0hZe7IdNQ50AhhaEFtj795iaRutiQRuwZc=";
 
   # Set appropriate version on vectors.control, otherwise it won't show up on PostgreSQL
   postPatch = ''
@@ -68,7 +57,7 @@ in
   '';
 
   # Include upgrade scripts in the final package
-  # https://github.com/tensorchord/pgvecto.rs/blob/v0.2.0/scripts/ci_package.sh#L6-L8
+  # https://github.com/tensorchord/pgvecto.rs/blob/v0.4.0/scripts/package.sh#L15
   postInstall = ''
     cp sql/upgrade/* $out/share/postgresql/extension/
   '';
@@ -91,10 +80,7 @@ in
 
   meta = with lib; {
     # Upstream removed support for PostgreSQL 12 and 13 on 0.3.0: https://github.com/tensorchord/pgvecto.rs/issues/343
-    broken = stdenv.hostPlatform.isDarwin || (versionOlder postgresql.version "14") ||
-      # PostgreSQL 17 support issue upstream: https://github.com/tensorchord/pgvecto.rs/issues/607
-      # Check after next package update.
-      versionAtLeast postgresql.version "17" && version == "0.3.0";
+    broken = stdenv.hostPlatform.isDarwin || (versionOlder postgresql.version "14");
     description = "Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres";
     homepage = "https://github.com/tensorchord/pgvecto.rs";
     license = licenses.asl20;