diff --git a/.github/workflows/benchmark-pg_analytics.yml b/.github/workflows/benchmark-pg_analytics.yml
index d50b5742..28ad0a06 100644
--- a/.github/workflows/benchmark-pg_analytics.yml
+++ b/.github/workflows/benchmark-pg_analytics.yml
@@ -60,7 +60,7 @@ jobs:
 
       - name: Install pgrx & pg_analytics
         run: |
-          cargo install -j $(nproc) --locked cargo-pgrx --version 0.11.3
+          cargo install -j $(nproc) --locked cargo-pgrx --version 0.12.1
           cargo pgrx init --pg${{ matrix.pg_version }}=/usr/lib/postgresql/${{ matrix.pg_version }}/bin/pg_config
           cargo pgrx install --pg-config="/usr/lib/postgresql/${{ matrix.pg_version }}/bin/pg_config" --release
 
diff --git a/.github/workflows/lint-rust.yml b/.github/workflows/lint-rust.yml
index ca72ac6e..6f13579e 100644
--- a/.github/workflows/lint-rust.yml
+++ b/.github/workflows/lint-rust.yml
@@ -37,7 +37,7 @@ jobs:
           sudo apt-get update && sudo apt-get install -y postgresql-${{ matrix.pg_version }} postgresql-server-dev-${{ matrix.pg_version }}
 
       - name: Install pgrx
-        run: cargo install --locked cargo-pgrx --version 0.11.3
+        run: cargo install --locked cargo-pgrx --version 0.12.1
 
       - name: Initialize pgrx for Current PostgreSQL Version
         run: cargo pgrx init --pg${{ matrix.pg_version }}=/usr/lib/postgresql/${{ matrix.pg_version }}/bin/pg_config
diff --git a/.github/workflows/publish-pg_analytics.yml b/.github/workflows/publish-pg_analytics.yml
index 7675c1f5..7a38a8d5 100644
--- a/.github/workflows/publish-pg_analytics.yml
+++ b/.github/workflows/publish-pg_analytics.yml
@@ -300,7 +300,7 @@ jobs:
           sudo dnf install -y postgresql${{ matrix.pg_version }} postgresql${{ matrix.pg_version }}-server postgresql${{ matrix.pg_version }}-devel
 
       - name: Install pgrx
-        run: cargo install -j $(nproc) --locked cargo-pgrx --version 0.11.3
+        run: cargo install -j $(nproc) --locked cargo-pgrx --version 0.12.1
 
       # Note: We need to specify bash as the shell to ensure that it doesn't default to /bin/sh on Debian, which doesn't support the `[[` syntax
       - name: Initialize pgrx for Current PostgreSQL Version
diff --git a/.github/workflows/test-pg_analytics.yml b/.github/workflows/test-pg_analytics.yml
index b4fe97a4..1b3b49a0 100644
--- a/.github/workflows/test-pg_analytics.yml
+++ b/.github/workflows/test-pg_analytics.yml
@@ -95,7 +95,7 @@ jobs:
       - name: Install pgrx & llvm-tools-preview
         if: steps.check_skip.outputs.skip_remaining_steps != 'true'
         run: |
-          cargo install -j $(nproc) --locked cargo-pgrx --version 0.11.3
+          cargo install -j $(nproc) --locked cargo-pgrx --version 0.12.1
           rustup component add llvm-tools-preview
           cargo pgrx init "--pg${{ matrix.pg_version }}=/usr/lib/postgresql/${{ matrix.pg_version }}/bin/pg_config"
 
diff --git a/Cargo.toml b/Cargo.toml
index db4cbe8f..9b44539e 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -26,13 +26,13 @@ duckdb = { git = "https://github.com/paradedb/duckdb-rs.git", features = [
   "bundled",
   "extensions-full",
 ], rev = "e532dd6" }
-pgrx = "0.11.3"
+pgrx = "0.12.1"
 serde = "1.0.201"
 serde_json = "1.0.120"
 signal-hook = "0.3.17"
 signal-hook-async-std = "0.2.2"
 strum = { version = "0.26.3", features = ["derive"] }
-supabase-wrappers = { git = "https://github.com/paradedb/wrappers.git", default-features = false, rev = "27af09b" }
+supabase-wrappers = { git = "https://github.com/paradedb/wrappers.git", default-features = false, rev = "c6f5e79" }
 thiserror = "1.0.59"
 uuid = "1.9.1"
 
@@ -44,7 +44,7 @@ bytes = "1.7.1"
 datafusion = "37.1.0"
 deltalake = { version = "0.17.3", features = ["datafusion"] }
 futures = "0.3.30"
-pgrx-tests = "0.11.3"
+pgrx-tests = "0.12.1"
 rstest = "0.19.0"
 serde_arrow = { version = "0.11.3", features = ["arrow-51"] }
 soa_derive = "0.13.0"
@@ -60,3 +60,7 @@ tempfile = "3.12.0"
 testcontainers = "0.16.7"
 testcontainers-modules = { version = "0.4.2", features = ["localstack"] }
 time = { version = "0.3.34", features = ["serde"] }
+
+[[bin]]
+name = "pgrx_embed_pg_analytics"
+path = "src/bin/pgrx_embed.rs"
diff --git a/README.md b/README.md
index a27c62dc..b38e575b 100644
--- a/README.md
+++ b/README.md
@@ -199,7 +199,7 @@ Then, install and initialize `pgrx`:
 
 ```bash
 # Note: Replace --pg16 with your version of Postgres, if different (i.e. --pg15, --pg14, etc.)
-cargo install --locked cargo-pgrx --version 0.11.3
+cargo install --locked cargo-pgrx --version 0.12.1
 
 # macOS arm64
 cargo pgrx init --pg16=/opt/homebrew/opt/postgresql@16/bin/pg_config
diff --git a/src/api/time_bucket.rs b/src/api/time_bucket.rs
index c64f19f2..399c57a4 100644
--- a/src/api/time_bucket.rs
+++ b/src/api/time_bucket.rs
@@ -15,7 +15,7 @@
 // You should have received a copy of the GNU Affero General Public License
 // along with this program. If not, see <http://www.gnu.org/licenses/>.
 
-use pgrx::*;
+use pgrx::{datum::*, pg_extern};
 
 const TIME_BUCKET_FALLBACK_ERROR: &str = "Function `time_bucket()` must be used with a DuckDB FDW. Native postgres does not support this function. If you believe this function should be implemented natively as a fallback please submit a ticket to https://github.com/paradedb/pg_analytics/issues.";
 
diff --git a/src/bin/pgrx_embed.rs b/src/bin/pgrx_embed.rs
new file mode 100644
index 00000000..5f5c4d85
--- /dev/null
+++ b/src/bin/pgrx_embed.rs
@@ -0,0 +1 @@
+::pgrx::pgrx_embed!();
diff --git a/src/fdw/handler.rs b/src/fdw/handler.rs
index 26378c49..3fc30dea 100644
--- a/src/fdw/handler.rs
+++ b/src/fdw/handler.rs
@@ -49,7 +49,7 @@ impl From<*mut pg_sys::ForeignServer> for FdwHandler {
         let handler_oid = unsafe { (*fdw).fdwhandler };
         let proc_tuple = unsafe {
             pg_sys::SearchSysCache1(
-                pg_sys::SysCacheIdentifier_PROCOID as i32,
+                pg_sys::SysCacheIdentifier::PROCOID as i32,
                 handler_oid.into_datum().unwrap(),
             )
         };
diff --git a/src/hooks/executor.rs b/src/hooks/executor.rs
index 5ff20cb9..a57f9a24 100644
--- a/src/hooks/executor.rs
+++ b/src/hooks/executor.rs
@@ -32,14 +32,15 @@ macro_rules! fallback_warning {
     };
 }
 
+#[allow(deprecated)]
 pub async fn executor_run(
     query_desc: PgBox<pg_sys::QueryDesc>,
-    direction: pg_sys::ScanDirection,
+    direction: pg_sys::ScanDirection::Type,
     count: u64,
     execute_once: bool,
     prev_hook: fn(
         query_desc: PgBox<pg_sys::QueryDesc>,
-        direction: pg_sys::ScanDirection,
+        direction: pg_sys::ScanDirection::Type,
         count: u64,
         execute_once: bool,
     ) -> HookResult<()>,
@@ -61,7 +62,7 @@ pub async fn executor_run(
         });
 
     if rtable.is_null()
-        || query_desc.operation != pg_sys::CmdType_CMD_SELECT
+        || query_desc.operation != pg_sys::CmdType::CMD_SELECT
         || !is_duckdb_query
         // Tech Debt: Find a less hacky way to let COPY/CREATE go through
         || query.to_lowercase().starts_with("copy")
diff --git a/src/hooks/mod.rs b/src/hooks/mod.rs
index 30f51d4d..0bf5fff4 100644
--- a/src/hooks/mod.rs
+++ b/src/hooks/mod.rs
@@ -23,16 +23,17 @@ use pgrx::*;
 
 pub struct ExtensionHook;
 
+#[allow(deprecated)]
 impl hooks::PgHooks for ExtensionHook {
     fn executor_run(
         &mut self,
         query_desc: PgBox<pg_sys::QueryDesc>,
-        direction: pg_sys::ScanDirection,
+        direction: pg_sys::ScanDirection::Type,
         count: u64,
         execute_once: bool,
         prev_hook: fn(
             query_desc: PgBox<pg_sys::QueryDesc>,
-            direction: pg_sys::ScanDirection,
+            direction: pg_sys::ScanDirection::Type,
             count: u64,
             execute_once: bool,
         ) -> HookResult<()>,
diff --git a/src/hooks/query.rs b/src/hooks/query.rs
index de77365c..2994a27c 100644
--- a/src/hooks/query.rs
+++ b/src/hooks/query.rs
@@ -68,7 +68,7 @@ pub fn get_query_relations(planned_stmt: *mut pg_sys::PlannedStmt) -> Vec<PgRela
                 rte = (*elements.offset(i as isize)).ptr_value as *mut pg_sys::RangeTblEntry;
             }
 
-            if (*rte).rtekind != pg_sys::RTEKind_RTE_RELATION {
+            if (*rte).rtekind != pg_sys::RTEKind::RTE_RELATION {
                 continue;
             }
             let relation = pg_sys::RelationIdGetRelation((*rte).relid);
diff --git a/src/lib.rs b/src/lib.rs
index e04d7101..a2b60dcb 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -35,6 +35,7 @@ static mut EXTENSION_HOOK: ExtensionHook = ExtensionHook;
 #[pg_guard]
 pub extern "C" fn _PG_init() {
     #[allow(static_mut_refs)]
+    #[allow(deprecated)]
     unsafe {
         register_hook(&mut EXTENSION_HOOK)
     };