diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index cd33ab3..c523e8b 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -40,6 +40,8 @@ jobs:
           - "beets@git+https://github.com/beetbox/beets#master"
           - "beets==2.0.*"
           - "beets==2.1.*"
+          - "beets==2.2.*"
+          - "beets==2.3.*"
 
     runs-on: ubuntu-latest
     continue-on-error: ${{ endsWith(matrix.beets, 'master') }}
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5d5946e..c4546d9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ## Unreleased
 
+- Add support for beets 2.4
 - Drop support for Python 3.9 and beets<2
 
 ## v0.15.0 2024-09-20
diff --git a/beetsplug/check.py b/beetsplug/check.py
index cdb8516..caae2a7 100644
--- a/beetsplug/check.py
+++ b/beetsplug/check.py
@@ -27,6 +27,12 @@
 from beets.ui import Subcommand, UserError, colorize, decargs, input_yn
 from beets.util import displayable_path, syspath
 
+try:
+    from beets.importer import Action as ImporterAction
+except ImportError:
+    # beets<2.4 compatibility
+    from beets.importer import action as ImporterAction
+
 log = logging.getLogger("beets.check")
 
 
@@ -155,7 +161,7 @@ def verify_import_integrity(self, session, task):
                 "Do you want to skip this album (Y/n)"
             ):
                 log.info("Skipping.")
-                task.choice_flag = importer.action.SKIP
+                task.choice_flag = ImporterAction.SKIP
 
 
 class CheckCommand(Subcommand):
diff --git a/test/helper.py b/test/helper.py
index f54fd19..a64b315 100644
--- a/test/helper.py
+++ b/test/helper.py
@@ -3,12 +3,9 @@
 import shutil
 import sys
 import tempfile
+from collections import defaultdict
 from contextlib import contextmanager
-
-try:
-    from StringIO import StringIO
-except ImportError:
-    from io import StringIO
+from io import StringIO
 
 import beets
 from beets import autotag, plugins
@@ -20,14 +17,23 @@
     TrackInfo,
     TrackMatch,
 )
-from beets.autotag.hooks import Distance
+
+try:
+    from beets.autotag.distance import Distance
+except ImportError:
+    # beets<2.4 compatibility
+    from beets.autotag.hooks import Distance
+
+import beets.plugins
 from beets.library import Item
 from mediafile import MediaFile
 
-from beetsplug import check
+from beetsplug import check, convert
 
 logging.getLogger("beets").propagate = True
 
+_beets_version = tuple(map(int, beets.__version__.split(".")[0:3]))
+
 
 class LogCapture(logging.Handler):
     def __init__(self):
@@ -72,7 +78,6 @@ def controlStdin(input=None):
 class TestHelper:
     def setUp(self):
         self.temp_dir = tempfile.mkdtemp()
-        plugins._classes = {check.CheckPlugin}
         self.disableIntegrityCheckers()
 
     def tearDown(self):
@@ -102,6 +107,15 @@ def setupBeets(self):
             self.config["library"].as_filename(), self.libdir
         )
 
+        if _beets_version > (2, 3, 1):
+            beets.plugins._instances = [
+                check.CheckPlugin(),
+                convert.ConvertPlugin(),
+            ]
+        else:
+            beets.plugins._classes = {check.CheckPlugin, convert.ConvertPlugin}
+            beets.plugins._instances = {}
+
         self.fixture_dir = os.path.join(os.path.dirname(__file__), "fixtures")
 
     def setupImportDir(self, files):
@@ -167,10 +181,13 @@ def mockAutotag(self):
             mock.restore()
 
     def unloadPlugins(self):
-        for plugin in plugins._classes:
-            plugin.listeners = None
-        plugins._classes = set()
-        plugins._instances = {}
+        if _beets_version > (2, 3, 1):
+            beets.plugins.BeetsPlugin.listeners = defaultdict(list)
+        else:
+            for plugin in beets.plugins._classes:  # type: ignore (compatibility with beets<2.4)
+                # Instantiating a plugin will modify register event listeners which
+                # are stored in a class variable
+                plugin.listeners = None  # type: ignore (compatibility with beets<2.4)
 
 
 class AutotagMock:
@@ -208,7 +225,7 @@ def tag_album(self, items, **kwargs):
             album_id=self.nextid(),
             artist="artist",
             artist_id=self.nextid(),
-            tracks=mapping.values(),
+            tracks=list(mapping.values()),
         )
         match = AlbumMatch(
             distance=dist,
diff --git a/test/integration_test.py b/test/integration_test.py
index 887aaf7..4325ad3 100644
--- a/test/integration_test.py
+++ b/test/integration_test.py
@@ -180,9 +180,6 @@ class ConvertTest(TestHelper, TestCase):
     def setUp(self):
         super().setUp()
         self.setupBeets()
-        beets.config["plugins"] = ["convert"]
-        beets.plugins._instances.clear()
-        beets.plugins.load_plugins(("convert", "check"))
 
         beets.config["convert"] = {
             "dest": os.path.join(self.temp_dir, "convert"),
diff --git a/uv.lock b/uv.lock
index c7fe914..cf3da5c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -8,23 +8,25 @@ resolution-markers = [
 
 [[package]]
 name = "beets"
-version = "2.2.0"
+version = "2.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
     { name = "confuse" },
     { name = "jellyfish" },
+    { name = "lap" },
     { name = "mediafile" },
-    { name = "munkres" },
     { name = "musicbrainzngs" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "platformdirs" },
     { name = "pyyaml" },
-    { name = "typing-extensions", marker = "python_full_version <= '3.10'" },
+    { name = "typing-extensions" },
     { name = "unidecode" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/1e/02/5c600a457f1f601e5fa487250fa53a0b2e1a9c9780d33a3ccc6551a62359/beets-2.2.0.tar.gz", hash = "sha256:cc0a277f530844575e3374021f316da16bf78ed514963c1ab1597168a8d4c715", size = 2044230, upload-time = "2024-12-02T06:58:10.791Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e2/df/70de9369210d849724af07f17306784b9212198d73ca606bbadba3ace4f5/beets-2.4.0.tar.gz", hash = "sha256:c5897e7b018fbeaf02a9c50b93e338a4f4e854ed8321471be690a7746be03efa", size = 2134935, upload-time = "2025-09-13T16:50:03.21Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f3/44/1c53c2ac111e5526083e58f50a22504ad7c609be1ce660c0339938a42c33/beets-2.2.0-py3-none-any.whl", hash = "sha256:6dddec32933278e83e4555aaba8587f125b4becd97c71bac81fe317264a0d01c", size = 575359, upload-time = "2024-12-02T06:58:08.454Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/62/c9146c0322c2772bd30bb2ec4fc3572b3815b5386591d661deb0913410d2/beets-2.4.0-py3-none-any.whl", hash = "sha256:0b50b9d15a413662c7e19378408e93909b53b83f8a71e1babba3e2bf88673c8b", size = 570247, upload-time = "2025-09-13T16:50:01.105Z" },
 ]
 
 [[package]]
@@ -154,6 +156,50 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9e/10/93ab864ba8c59b4436d5a2260058995b5da22a864d969860b1ade0a7743f/jellyfish-1.1.0-pp310-pypy310_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:c7ea99734b7767243b5b98eca953f0d719b48b0d630af3965638699728ef7523", size = 508647, upload-time = "2024-07-28T08:20:25.252Z" },
 ]
 
+[[package]]
+name = "lap"
+version = "0.5.12"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/cf/ef745c8977cbb26fba5f8433fd4bfd6bf009a90802c0a1cc7139e11f478b/lap-0.5.12.tar.gz", hash = "sha256:570b414ea7ae6c04bd49d0ec8cdac1dc5634737755784d44e37f9f668bab44fd", size = 1520169, upload-time = "2024-11-30T14:27:56.096Z" }
+wheels = [
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