diff --git a/datafusion/physical-expr-common/src/physical_expr.rs b/datafusion/physical-expr-common/src/physical_expr.rs
index 7107b0a9004d3..ce99c4a80513e 100644
--- a/datafusion/physical-expr-common/src/physical_expr.rs
+++ b/datafusion/physical-expr-common/src/physical_expr.rs
@@ -416,6 +416,28 @@ pub trait PhysicalExpr: Any + Send + Sync + Display + Debug + DynEq + DynHash {
         0
     }
 
+    /// Bind runtime-specific data into this expression, if needed.
+    ///
+    /// This hook lets an expression replace itself with a runtime-bound version using the given
+    /// `context` (e.g. binding a per-partition view).
+    ///
+    /// Binding is single-pass over the existing tree. If this method returns a replacement
+    /// expression that itself contains additional bindable nodes, those newly introduced nodes are
+    /// not rebound in the same call.
+    ///
+    /// You should not call this method directly as it does not handle recursion. Instead use
+    /// [`bind_runtime_physical_expr`] to handle recursion and bind the full expression tree.
+    ///
+    /// Note for implementers: this method should not handle recursion.
+    /// Recursion is handled in [`bind_runtime_physical_expr`].
+    fn bind_runtime(
+        &self,
+        _context: &(dyn Any + Send + Sync),
+    ) -> Result<Option<Arc<dyn PhysicalExpr>>> {
+        // By default, this expression does not need runtime binding.
+        Ok(None)
+    }
+
     /// Returns true if the expression node is volatile, i.e. whether it can return
     /// different results when evaluated multiple times with the same input.
     ///
@@ -618,6 +640,46 @@ pub fn snapshot_physical_expr_opt(
     })
 }
 
+/// Bind runtime-specific data into the given `PhysicalExpr`.
+///
+/// See the documentation of [`PhysicalExpr::bind_runtime`] for more details.
+///
+/// Runtime binding is applied once over the current expression tree.
+///
+/// # Returns
+///
+/// Returns a runtime-bound expression if any node required binding,
+/// otherwise returns the original expression.
+pub fn bind_runtime_physical_expr(
+    expr: Arc<dyn PhysicalExpr>,
+    context: &(dyn Any + Send + Sync),
+) -> Result<Arc<dyn PhysicalExpr>> {
+    bind_runtime_physical_expr_opt(expr, context).data()
+}
+
+/// Bind runtime-specific data into the given `PhysicalExpr`.
+///
+/// See the documentation of [`PhysicalExpr::bind_runtime`] for more details.
+///
+/// Runtime binding is applied once over the current expression tree.
+///
+/// # Returns
+///
+/// Returns a [`Transformed`] indicating whether any runtime binding happened,
+/// along with the resulting expression.
+pub fn bind_runtime_physical_expr_opt(
+    expr: Arc<dyn PhysicalExpr>,
+    context: &(dyn Any + Send + Sync),
+) -> Result<Transformed<Arc<dyn PhysicalExpr>>> {
+    expr.transform_up(|e| {
+        if let Some(bound) = e.bind_runtime(context)? {
+            Ok(Transformed::yes(bound))
+        } else {
+            Ok(Transformed::no(Arc::clone(&e)))
+        }
+    })
+}
+
 /// Check the generation of this `PhysicalExpr`.
 /// Dynamic `PhysicalExpr`s may have a generation that is incremented
 /// every time the state of the `PhysicalExpr` changes.
@@ -677,6 +739,7 @@ mod test {
     use arrow::array::{Array, BooleanArray, Int64Array, RecordBatch};
     use arrow::datatypes::{DataType, Schema};
     use datafusion_expr_common::columnar_value::ColumnarValue;
+    use std::any::Any;
     use std::fmt::{Display, Formatter};
     use std::sync::Arc;
 
@@ -684,7 +747,7 @@ mod test {
     struct TestExpr {}
 
     impl PhysicalExpr for TestExpr {
-        fn as_any(&self) -> &dyn std::any::Any {
+        fn as_any(&self) -> &dyn Any {
             self
         }
 
@@ -726,6 +789,161 @@ mod test {
         }
     }
 
+    #[derive(Debug, PartialEq, Eq, Hash)]
+    struct RuntimeBindableExpr {
+        name: &'static str,
+        // Selector used to decide if this node should bind for a given context.
+        bind_key: Option<&'static str>,
+        children: Vec<Arc<dyn PhysicalExpr>>,
+    }
+
+    impl RuntimeBindableExpr {
+        fn new(
+            name: &'static str,
+            bind_key: Option<&'static str>,
+            children: Vec<Arc<dyn PhysicalExpr>>,
+        ) -> Self {
+            Self {
+                name,
+                bind_key,
+                children,
+            }
+        }
+    }
+
+    impl PhysicalExpr for RuntimeBindableExpr {
+        fn as_any(&self) -> &dyn Any {
+            self
+        }
+
+        fn data_type(&self, _schema: &Schema) -> datafusion_common::Result<DataType> {
+            Ok(DataType::Int64)
+        }
+
+        fn nullable(&self, _schema: &Schema) -> datafusion_common::Result<bool> {
+            Ok(false)
+        }
+
+        fn evaluate(
+            &self,
+            batch: &RecordBatch,
+        ) -> datafusion_common::Result<ColumnarValue> {
+            let data = vec![1; batch.num_rows()];
+            Ok(ColumnarValue::Array(Arc::new(Int64Array::from(data))))
+        }
+
+        fn children(&self) -> Vec<&Arc<dyn PhysicalExpr>> {
+            self.children.iter().collect()
+        }
+
+        fn with_new_children(
+            self: Arc<Self>,
+            children: Vec<Arc<dyn PhysicalExpr>>,
+        ) -> datafusion_common::Result<Arc<dyn PhysicalExpr>> {
+            Ok(Arc::new(Self {
+                name: self.name,
+                bind_key: self.bind_key,
+                children,
+            }))
+        }
+
+        fn fmt_sql(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+            f.write_str(self.name)
+        }
+
+        fn bind_runtime(
+            &self,
+            context: &(dyn Any + Send + Sync),
+        ) -> datafusion_common::Result<Option<Arc<dyn PhysicalExpr>>> {
+            let Some(bind_key) = self.bind_key else {
+                return Ok(None);
+            };
+            let Some(ctx) = context.downcast_ref::<RuntimeBindContext>() else {
+                return Ok(None);
+            };
+            // Bind only when selector in context matches this node's key.
+            if ctx.target_key != bind_key {
+                return Ok(None);
+            }
+
+            Ok(Some(Arc::new(Self {
+                // Simulate replacing runtime placeholder with bound payload.
+                name: ctx.bound_name,
+                bind_key: None,
+                children: self.children.clone(),
+            })))
+        }
+    }
+
+    impl Display for RuntimeBindableExpr {
+        fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+            self.fmt_sql(f)
+        }
+    }
+
+    #[derive(Debug, PartialEq, Eq, Hash)]
+    struct ErrorOnBindExpr;
+
+    impl PhysicalExpr for ErrorOnBindExpr {
+        fn as_any(&self) -> &dyn Any {
+            self
+        }
+
+        fn data_type(&self, _schema: &Schema) -> datafusion_common::Result<DataType> {
+            Ok(DataType::Int64)
+        }
+
+        fn nullable(&self, _schema: &Schema) -> datafusion_common::Result<bool> {
+            Ok(false)
+        }
+
+        fn evaluate(
+            &self,
+            batch: &RecordBatch,
+        ) -> datafusion_common::Result<ColumnarValue> {
+            let data = vec![1; batch.num_rows()];
+            Ok(ColumnarValue::Array(Arc::new(Int64Array::from(data))))
+        }
+
+        fn children(&self) -> Vec<&Arc<dyn PhysicalExpr>> {
+            vec![]
+        }
+
+        fn with_new_children(
+            self: Arc<Self>,
+            _children: Vec<Arc<dyn PhysicalExpr>>,
+        ) -> datafusion_common::Result<Arc<dyn PhysicalExpr>> {
+            Ok(self)
+        }
+
+        fn fmt_sql(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+            f.write_str("ErrorOnBindExpr")
+        }
+
+        fn bind_runtime(
+            &self,
+            _context: &(dyn Any + Send + Sync),
+        ) -> datafusion_common::Result<Option<Arc<dyn PhysicalExpr>>> {
+            // Used to verify traversal propagates bind errors.
+            Err(datafusion_common::DataFusionError::Internal(
+                "forced bind_runtime error".to_string(),
+            ))
+        }
+    }
+
+    impl Display for ErrorOnBindExpr {
+        fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+            self.fmt_sql(f)
+        }
+    }
+
+    struct RuntimeBindContext {
+        // Which bindable nodes should be replaced for this call.
+        target_key: &'static str,
+        // Replacement used by matching nodes.
+        bound_name: &'static str,
+    }
+
     macro_rules! assert_arrays_eq {
         ($EXPECTED: expr, $ACTUAL: expr, $MESSAGE: expr) => {
             let expected = $EXPECTED.to_array(1).unwrap();
@@ -856,4 +1074,109 @@ mod test {
             &BooleanArray::from(vec![true; 5]),
         );
     }
+
+    #[test]
+    fn test_bind_runtime_physical_expr_default_noop() {
+        // TestExpr does not override bind_runtime, so traversal is a no-op.
+        let expr: Arc<dyn PhysicalExpr> = Arc::new(TestExpr {});
+        let ctx = RuntimeBindContext {
+            target_key: "right",
+            bound_name: "bound",
+        };
+
+        let transformed =
+            super::bind_runtime_physical_expr_opt(Arc::clone(&expr), &ctx).unwrap();
+
+        assert!(!transformed.transformed);
+        assert!(Arc::ptr_eq(&expr, &transformed.data));
+    }
+
+    #[test]
+    fn test_bind_runtime_physical_expr_recurses() {
+        // Only the right child matches target_key and should be rewritten.
+        let left: Arc<dyn PhysicalExpr> =
+            Arc::new(RuntimeBindableExpr::new("left", Some("left"), vec![]));
+        let right: Arc<dyn PhysicalExpr> =
+            Arc::new(RuntimeBindableExpr::new("right", Some("right"), vec![]));
+        let root: Arc<dyn PhysicalExpr> = Arc::new(RuntimeBindableExpr::new(
+            "root",
+            None,
+            vec![Arc::clone(&left), Arc::clone(&right)],
+        ));
+        let ctx = RuntimeBindContext {
+            target_key: "right",
+            bound_name: "right_bound",
+        };
+
+        let transformed = super::bind_runtime_physical_expr_opt(root, &ctx).unwrap();
+        assert!(transformed.transformed);
+
+        let root = transformed
+            .data
+            .as_any()
+            .downcast_ref::<RuntimeBindableExpr>()
+            .expect("root should be RuntimeBindableExpr");
+        let left = root.children[0]
+            .as_any()
+            .downcast_ref::<RuntimeBindableExpr>()
+            .expect("left should be RuntimeBindableExpr");
+        let right = root.children[1]
+            .as_any()
+            .downcast_ref::<RuntimeBindableExpr>()
+            .expect("right should be RuntimeBindableExpr");
+
+        assert_eq!(left.name, "left");
+        assert_eq!(right.name, "right_bound");
+        assert_eq!(right.bind_key, None);
+    }
+
+    #[test]
+    fn test_bind_runtime_physical_expr_returns_data() {
+        // The non-_opt helper should return the rewritten tree directly.
+        let expr: Arc<dyn PhysicalExpr> =
+            Arc::new(RuntimeBindableExpr::new("right", Some("right"), vec![]));
+        let ctx = RuntimeBindContext {
+            target_key: "right",
+            bound_name: "right_bound",
+        };
+
+        let bound = super::bind_runtime_physical_expr(expr, &ctx).unwrap();
+        let bound = bound
+            .as_any()
+            .downcast_ref::<RuntimeBindableExpr>()
+            .expect("bound should be RuntimeBindableExpr");
+
+        assert_eq!(bound.name, "right_bound");
+        assert_eq!(bound.bind_key, None);
+    }
+
+    #[test]
+    fn test_bind_runtime_physical_expr_context_mismatch_no_transform() {
+        // Context mismatch returns no transform even for bindable nodes.
+        let expr: Arc<dyn PhysicalExpr> =
+            Arc::new(RuntimeBindableExpr::new("left", Some("left"), vec![]));
+        let ctx = RuntimeBindContext {
+            target_key: "right",
+            bound_name: "right_bound",
+        };
+
+        let transformed =
+            super::bind_runtime_physical_expr_opt(Arc::clone(&expr), &ctx).unwrap();
+
+        assert!(!transformed.transformed);
+        assert!(Arc::ptr_eq(&expr, &transformed.data));
+    }
+
+    #[test]
+    fn test_bind_runtime_physical_expr_propagates_error() {
+        // A bind_runtime error from any node should fail the traversal.
+        let expr: Arc<dyn PhysicalExpr> = Arc::new(ErrorOnBindExpr);
+        let ctx = RuntimeBindContext {
+            target_key: "right",
+            bound_name: "right_bound",
+        };
+
+        let err = super::bind_runtime_physical_expr_opt(expr, &ctx).unwrap_err();
+        assert!(err.to_string().contains("forced bind_runtime error"));
+    }
 }