diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index f4933e5f..841044ee 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -155,7 +155,7 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
     - name: Set up Java ${{ matrix.java-version }}
-      uses: actions/setup-java@v3
+      uses: actions/setup-java@5ffc13f4174014e2d4d4572b3d74c3fa61aeb2c2 # v3
       with:
         distribution: 'temurin'
         java-version: ${{ matrix.java-version }}
diff --git a/tests/fixtures.py b/tests/fixtures.py
index 04c9c53b..612f49a7 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -183,6 +183,18 @@ def get_binja_extractor(path):
     return extractor
 
 
+@lru_cache(maxsize=1)
+def get_ghidra_extractor(path):
+    import capa.features.extractors.ghidra.extractor
+
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(path)
+
+    # overload the extractor so that the fixture exposes `extractor.path`
+    setattr(extractor, "path", path)
+
+    return extractor
+
+
 def extract_global_features(extractor):
     features = collections.defaultdict(set)
     for feature, va in extractor.extract_global_features():
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
index a4a9a748..ff8e6485 100644
--- a/tests/test_ghidra_features.py
+++ b/tests/test_ghidra_features.py
@@ -1,11 +1,21 @@
+import sys
 import logging
+import os.path
+import binascii
+import traceback
 
-import fixtures
-from fixtures import *
+import pytest
 
-import capa.main
+try:
+    sys.path.append(os.path.dirname(__file__))
+    import fixtures
+    from fixtures import *
+finally:
+    sys.path.pop()
+
+
+logger = logging.getLogger("test_ghidra_features")
 
-logger = logging.getLogger(__file__)
 
 # We need to skip the ghidra test if we cannot import ghidra modules, e.g., in GitHub CI.
 ghidra_present: bool = False
@@ -23,3 +33,23 @@ except ImportError:
     pass
 
 
+@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
+@fixtures.parametrize(
+    "sample,scope,feature,expected",
+    fixtures.FEATURE_PRESENCE_TESTS,
+    indirect=["sample", "scope"],
+)
+def test_ghidra_features(sample, scope, feature, expected):
+    fixtures.do_test_feature_presence(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+
+@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
+@fixtures.parametrize(
+    "sample,scope,feature,expected",
+    fixtures.FEATURE_COUNT_TESTS,
+    indirect=["sample", "scope"],
+)
+def test_ghidra_feature_counts(sample, scope, feature, expected):
+    fixtures.do_test_feature_count(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+