diff --git a/crates/core/src/context.rs b/crates/core/src/context.rs
index 7bbeed2f1..4f503f8d5 100644
--- a/crates/core/src/context.rs
+++ b/crates/core/src/context.rs
@@ -53,14 +53,13 @@ use datafusion_ffi::config::extension_options::FFI_ExtensionOptions;
 use datafusion_ffi::execution::FFI_TaskContextProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::proto::physical_extension_codec::FFI_PhysicalExtensionCodec;
-use datafusion_ffi::table_provider_factory::FFI_TableProviderFactory;
 use datafusion_proto::logical_plan::LogicalExtensionCodec;
 use datafusion_proto::physical_plan::PhysicalExtensionCodec;
 use datafusion_python_util::{
     create_logical_extension_capsule, create_physical_extension_capsule,
     ffi_logical_codec_from_pycapsule, get_global_ctx, get_tokio_runtime,
     physical_codec_from_pycapsule, physical_optimizer_rule_from_pycapsule, spawn_future,
-    wait_for_future,
+    table_provider_factory_from_pycapsule, wait_for_future,
 };
 use object_store::ObjectStore;
 use pyo3::IntoPyObjectExt;
@@ -713,30 +712,22 @@ impl PySessionContext {
     pub fn register_table_factory(
         &self,
         format: &str,
-        mut factory: Bound<'_, PyAny>,
+        factory: Bound<'_, PyAny>,
     ) -> PyDataFusionResult<()> {
-        if factory.hasattr("__datafusion_table_provider_factory__")? {
+        let factory: Arc<dyn TableProviderFactory> = if factory
+            .hasattr("__datafusion_table_provider_factory__")?
+            || factory.cast::<PyCapsule>().is_ok()
+        {
             let py = factory.py();
             let ffi = self.ffi_logical_codec();
             let codec_capsule = create_logical_extension_capsule(py, ffi.as_ref())?;
-            factory = factory
-                .getattr("__datafusion_table_provider_factory__")?
-                .call1((codec_capsule,))?;
-        }
-
-        let factory: Arc<dyn TableProviderFactory> =
-            if let Ok(capsule) = factory.cast::<PyCapsule>().map_err(py_datafusion_err) {
-                let data: NonNull<FFI_TableProviderFactory> = capsule
-                    .pointer_checked(Some(c"datafusion_table_provider_factory"))?
-                    .cast();
-                let factory = unsafe { data.as_ref() };
-                factory.into()
-            } else {
-                Arc::new(RustWrappedPyTableProviderFactory::new(
-                    factory.into(),
-                    self.ffi_logical_codec(),
-                ))
-            };
+            table_provider_factory_from_pycapsule(&factory, (codec_capsule,))?
+        } else {
+            Arc::new(RustWrappedPyTableProviderFactory::new(
+                factory.into(),
+                self.ffi_logical_codec(),
+            ))
+        };
 
         let st = self.ctx.state_ref();
         let mut lock = st.write();
diff --git a/crates/util/src/lib.rs b/crates/util/src/lib.rs
index 9327d7f2f..f483a18ff 100644
--- a/crates/util/src/lib.rs
+++ b/crates/util/src/lib.rs
@@ -20,6 +20,7 @@ use std::ptr::NonNull;
 use std::sync::{Arc, OnceLock};
 use std::time::Duration;
 
+use datafusion::catalog::TableProviderFactory;
 use datafusion::datasource::TableProvider;
 use datafusion::execution::TaskContext;
 use datafusion::execution::context::SessionContext;
@@ -30,6 +31,7 @@ use datafusion_ffi::physical_optimizer::FFI_PhysicalOptimizerRule;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::proto::physical_extension_codec::FFI_PhysicalExtensionCodec;
 use datafusion_ffi::table_provider::FFI_TableProvider;
+use datafusion_ffi::table_provider_factory::FFI_TableProviderFactory;
 use datafusion_proto::physical_plan::PhysicalExtensionCodec;
 use pyo3::exceptions::{PyImportError, PyTypeError, PyValueError};
 use pyo3::prelude::*;
@@ -249,6 +251,44 @@ pub fn create_physical_extension_capsule<'py>(
 /// instead.
 #[macro_export]
 macro_rules! from_pycapsule {
+    ($fn_name:ident, $capsule_name:literal, $ffi_type:ty, $output_type:ty, call_args) => {
+        pub fn $fn_name<'py, A>(
+            obj: &$crate::pyo3::Bound<'py, $crate::pyo3::PyAny>,
+            args: A,
+        ) -> $crate::pyo3::PyResult<std::sync::Arc<$output_type>>
+        where
+            A: $crate::pyo3::call::PyCallArgs<'py>,
+        {
+            use $crate::pyo3::prelude::*;
+            use $crate::pyo3::types::PyCapsule;
+
+            let mut obj = obj.clone();
+            if obj.hasattr(concat!("__", $capsule_name, "__"))? {
+                obj = obj
+                    .getattr(concat!("__", $capsule_name, "__"))?
+                    .call1(args)?;
+            }
+            let capsule = obj.cast::<PyCapsule>().map_err(|_| {
+                $crate::errors::py_datafusion_err(concat!(
+                    "Invalid ",
+                    $capsule_name,
+                    ". Does not contain PyCapsule object."
+                ))
+            })?;
+            $crate::validate_pycapsule(&capsule, $capsule_name)?;
+
+            let expected_name = std::ffi::CString::new($capsule_name)
+                .expect("capsule name must not contain interior NUL bytes");
+            let data: std::ptr::NonNull<$ffi_type> = capsule
+                .pointer_checked(Some(expected_name.as_c_str()))?
+                .cast();
+            let output_obj = unsafe { data.as_ref() };
+            let output_obj: std::sync::Arc<$output_type> = output_obj.into();
+
+            Ok(output_obj)
+        }
+    };
+
     ($fn_name:ident, $capsule_name:literal, $ffi_type:ty, $output_type:ty) => {
         pub fn $fn_name(
             obj: &$crate::pyo3::Bound<$crate::pyo3::PyAny>,
@@ -340,6 +380,14 @@ from_pycapsule!(
     dyn PhysicalOptimizerRule + Send + Sync
 );
 
+from_pycapsule!(
+    table_provider_factory_from_pycapsule,
+    "datafusion_table_provider_factory",
+    FFI_TableProviderFactory,
+    dyn TableProviderFactory,
+    call_args
+);
+
 try_from_pycapsule!(
     task_context_from_pycapsule,
     "datafusion_task_context_provider",