diff --git a/nh3.pyi b/nh3.pyi
index a815f32..a272512 100644
--- a/nh3.pyi
+++ b/nh3.pyi
@@ -1,9 +1,10 @@
-from typing import Dict, Optional, Set
+from typing import Callable, Dict, Optional, Set
 
 def clean(
     html: str,
     tags: Optional[Set[str]] = None,
     attributes: Optional[Dict[str, Set[str]]] = None,
+    attribute_filter: Optional[Callable[[str, str, str]], Optional[str]] = None,
     strip_comments: bool = True,
     link_rel: Optional[str] = "noopener noreferrer",
 ) -> str: ...
diff --git a/src/lib.rs b/src/lib.rs
index 589df7c..69413f3 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,12 +1,16 @@
+use std::borrow::Cow;
 use std::collections::{HashMap, HashSet};
 
+use pyo3::exceptions::PyTypeError;
 use pyo3::prelude::*;
+use pyo3::types::{PyString, PyTuple};
 
 /// Clean HTML with a conservative set of defaults
 #[pyfunction(signature = (
     html,
     tags = None,
     attributes = None,
+    attribute_filter = None,
     strip_comments = true,
     link_rel = "noopener noreferrer",
 ))]
@@ -15,12 +19,20 @@ fn clean(
     html: &str,
     tags: Option<HashSet<&str>>,
     attributes: Option<HashMap<&str, HashSet<&str>>>,
+    attribute_filter: Option<PyObject>,
     strip_comments: bool,
     link_rel: Option<&str>,
-) -> String {
-    py.allow_threads(|| {
+) -> PyResult<String> {
+    if let Some(callback) = attribute_filter.as_ref() {
+        if !callback.as_ref(py).is_callable() {
+            return Err(PyTypeError::new_err("attribute_filter must be callable"));
+        }
+    }
+
+    let cleaned = py.allow_threads(|| {
         if tags.is_some()
             || attributes.is_some()
+            || attribute_filter.is_some()
             || !strip_comments
             || link_rel != Some("noopener noreferrer")
         {
@@ -34,13 +46,52 @@ fn clean(
                 }
                 cleaner.tag_attributes(attrs);
             }
+            if let Some(callback) = attribute_filter {
+                cleaner.attribute_filter(move |element, attribute, value| {
+                    Python::with_gil(|py| {
+                        let res = callback.call(
+                            py,
+                            PyTuple::new(
+                                py,
+                                [
+                                    PyString::new(py, element),
+                                    PyString::new(py, attribute),
+                                    PyString::new(py, value),
+                                ],
+                            ),
+                            None,
+                        );
+                        let err = match res {
+                            Ok(val) => {
+                                if val.is_none(py) {
+                                    return None;
+                                } else if let Ok(s) = val.downcast::<PyString>(py) {
+                                    match s.to_str() {
+                                        Ok(s) => return Some(Cow::<str>::Owned(s.to_string())),
+                                        Err(err) => err,
+                                    }
+                                } else {
+                                    PyTypeError::new_err(
+                                        "expected attribute_filter to return str or None",
+                                    )
+                                }
+                            }
+                            Err(err) => err,
+                        };
+                        err.restore(py);
+                        Some(value.into())
+                    })
+                });
+            }
             cleaner.strip_comments(strip_comments);
             cleaner.link_rel(link_rel);
             cleaner.clean(html).to_string()
         } else {
             ammonia::clean(html)
         }
-    })
+    });
+
+    Ok(cleaned)
 }
 
 /// Turn an arbitrary string into unformatted HTML
diff --git a/tests/test_nh3.py b/tests/test_nh3.py
index 55603c1..96a5362 100644
--- a/tests/test_nh3.py
+++ b/tests/test_nh3.py
@@ -1,4 +1,5 @@
 import nh3
+import pytest
 
 
 def test_clean():
@@ -19,6 +20,28 @@ def test_clean():
     )
 
 
+def test_clean_with_attribute_filter():
+    html = "<a href=/><img alt=Home src=foo></a>"
+
+    def attribute_filter(element, attribute, value):
+        if element == "img" and attribute == "src":
+            return None
+        return value
+
+    assert (
+        nh3.clean(html, attribute_filter=attribute_filter, link_rel=None)
+        == '<a href="/"><img alt="Home"></a>'
+    )
+
+    with pytest.raises(TypeError):
+        nh3.clean(html, attribute_filter="not a callable")
+
+    with pytest.raises(SystemError):
+        # FIXME: attribute_filter may raise exception, but it's an infallible API
+        # which causes Python to raise SystemError instead of the intended TypeError
+        nh3.clean(html, attribute_filter=lambda _element, _attribute, _value: True)
+
+
 def test_clean_text():
     res = nh3.clean_text('Robert"); abuse();//')
     assert res == "Robert&quot;);&#32;abuse();&#47;&#47;"