diff --git a/test/fixtures/input.py b/test/fixtures/input.py
index b02f414..2054df6 100644
--- a/test/fixtures/input.py
+++ b/test/fixtures/input.py
@@ -1,7 +1,21 @@
 import numpy as np
 import pytest
+from dvc.repo import Repo
+
+from image_prediction.locations import PACKAGE_ROOT_DIR, TEST_DATA_DIR_DVC
+from image_prediction.utils import get_logger
+
+logger = get_logger()
 
 
 @pytest.fixture
 def input_batch(batch_size, input_size):
     return np.random.random_sample(size=(batch_size, *input_size))
+
+
+@pytest.fixture(scope="session")
+def dvc_test_data():
+    logger.info("Pulling data with DVC...")
+    # noinspection PyCallingNonCallable
+    Repo(PACKAGE_ROOT_DIR).pull(targets=[str(TEST_DATA_DIR_DVC)])
+    logger.info("Finished pulling data.")
diff --git a/test/fixtures/pdf.py b/test/fixtures/pdf.py
index 7353917..0991bbe 100644
--- a/test/fixtures/pdf.py
+++ b/test/fixtures/pdf.py
@@ -4,7 +4,7 @@ import fpdf
 import pytest
 
 from image_prediction.locations import TEST_DATA_DIR
-from test.utils.generation.pdf import add_image, pdf_stream
+from test.utils.generation.pdf import add_image, pdf_stream, stream_pdf_bytes
 
 
 @pytest.fixture
@@ -18,6 +18,10 @@ def pdf(image_metadata_pairs):
 
 
 @pytest.fixture
-def real_pdf():
-    with open(os.path.join(TEST_DATA_DIR, "f2dc689ca794fccb8cd38b95f2bf6ba9.pdf"), "rb") as f:
-        yield f.read()
+def real_pdf(dvc_test_data):
+    yield from stream_pdf_bytes(TEST_DATA_DIR / "f2dc689ca794fccb8cd38b95f2bf6ba9.pdf")
+
+
+@pytest.fixture
+def bad_xref_pdf(dvc_test_data):
+    yield from stream_pdf_bytes(TEST_DATA_DIR / "bad_xref.pdf")
diff --git a/test/fixtures/target.py b/test/fixtures/target.py
index 23f23bd..1f111fc 100644
--- a/test/fixtures/target.py
+++ b/test/fixtures/target.py
@@ -87,7 +87,7 @@ def expected_predictions_mapped_and_formatted(expected_predictions_mapped):
 
 
 @pytest.fixture
-def real_expected_service_response():
+def real_expected_service_response(dvc_test_data):
     with open(os.path.join(TEST_DATA_DIR, "f2dc689ca794fccb8cd38b95f2bf6ba9_predictions.json"), "r") as f:
         yield json.load(f)
 
diff --git a/test/unit_tests/image_extractor_test.py b/test/unit_tests/image_extractor_test.py
index 8e6916c..fa006e9 100644
--- a/test/unit_tests/image_extractor_test.py
+++ b/test/unit_tests/image_extractor_test.py
@@ -1,3 +1,4 @@
+import json
 import random
 from operator import itemgetter
 
@@ -7,12 +8,23 @@ import pytest
 from PIL import Image
 from funcy import first, rest
 
+from image_prediction.exceptions import BadXref
 from image_prediction.extraction import extract_images_from_pdf
+from image_prediction.formatter.formatters.enum import EnumFormatter
 from image_prediction.image_extractor.extractor import ImageMetadataPair
-from image_prediction.image_extractor.extractors.parsable import extract_pages, has_alpha_channel, get_image_infos
+from image_prediction.image_extractor.extractors.parsable import (
+    extract_pages,
+    has_alpha_channel,
+    get_image_infos,
+    ParsablePDFImageExtractor,
+    extract_valid_metadata,
+    xref_to_maybe_image,
+    extract_image,
+)
 from image_prediction.info import Info
+from image_prediction.locations import TEST_DATA_DIR
 from test.utils.comparison import metadata_equal, image_sets_equal
-from test.utils.generation.pdf import add_image, pdf_stream
+from test.utils.generation.pdf import add_image, pdf_stream, stream_pdf_bytes
 
 
 @pytest.mark.parametrize("extractor_type", ["mock"])
@@ -75,3 +87,15 @@ def test_has_alpha_channel(base_patch_metadata, suffix, mode):
     assert not list(rest(xrefs))
 
     doc.close()
+
+
+def test_bad_xref_handling(bad_xref_pdf, dvc_test_data):
+
+    doc = fitz.Document(stream=bad_xref_pdf)
+    metadata = extract_valid_metadata(doc, first(doc))
+    xref = first(metadata)[Info.XREF]
+
+    with pytest.raises(BadXref):
+        extract_image(doc, xref)
+
+    assert xref_to_maybe_image(doc, xref) is None
diff --git a/test/unit_tests/image_stitching_test.py b/test/unit_tests/image_stitching_test.py
index edf7923..3762036 100644
--- a/test/unit_tests/image_stitching_test.py
+++ b/test/unit_tests/image_stitching_test.py
@@ -60,10 +60,10 @@ def test_image_stitcher(patch_image_metadata_pairs, base_patch_metadata, base_pa
     assert images_equal(pair_stitched.image.resize((10, 10)), base_patch_image.resize((10, 10)), atol=0.4)
 
 
-def test_image_stitcher_with_gaps_must_succeed():
+def test_image_stitcher_with_gaps_must_succeed(dvc_test_data):
     from image_prediction.locations import TEST_DATA_DIR
 
-    with open(os.path.join(TEST_DATA_DIR, "stitching_with_tolerance.json")) as f:
+    with open(TEST_DATA_DIR / "stitching_with_tolerance.json") as f:
         patches_metadata, base_patch_metadata = itemgetter("input", "target")(ReverseEnumFormatter(Info)(json.load(f)))
 
     images = map(gray_image_from_metadata, patches_metadata)
diff --git a/test/utils/generation/pdf.py b/test/utils/generation/pdf.py
index 852647e..111a6d4 100644
--- a/test/utils/generation/pdf.py
+++ b/test/utils/generation/pdf.py
@@ -28,3 +28,8 @@ def add_image_to_last_page(pdf: fpdf.fpdf.FPDF, image_metadata_pair, suffix):
     with tempfile.NamedTemporaryFile(suffix=f".{suffix}") as temp_image:
         image.save(temp_image.name)
         pdf.image(temp_image.name, x=x, y=y, w=w, h=h, type=suffix)
+
+
+def stream_pdf_bytes(path: str):
+    with open(path, "rb") as f:
+        yield f.read()