diff --git a/docs/conf.py b/docs/conf.py
index 349e3e0d..020afdb2 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -14,9 +14,6 @@
 import sys
 import warnings
 
-from sphinx_gallery.scrapers import matplotlib_scraper
-from sphinx_gallery.sorting import ExampleTitleSortKey
-
 import pyhdtoolkit
 
 # ignore numpy warnings, see:
@@ -28,7 +25,7 @@
 warnings.filterwarnings(
     "ignore",
     category=UserWarning,
-    message="Matplotlib is currently using agg, which is a" " non-GUI backend, so cannot show the figure.",
+    message="Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.",
 )
 
 TOPLEVEL_DIR = pathlib.Path(__file__).parent.parent.absolute()
@@ -41,14 +38,6 @@
 # See: https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html#confval-autodoc_type_aliases
 autodoc_type_aliases = {"ArrayLike": "ArrayLike"}
 
-# To use SVG outputs when scraping matplotlib figures for the sphinx-gallery
-class matplotlib_svg_scraper:
-    def __repr__(self):
-        return self.__class__.__name__
-
-    def __call__(self, *args, **kwargs):
-        return matplotlib_scraper(*args, format="svg", **kwargs)
-
 
 # -- Project information -----------------------------------------------------
 
@@ -177,18 +166,16 @@ def __call__(self, *args, **kwargs):
     "examples_dirs": ["../examples"],  # directory where to find plotting scripts
     "gallery_dirs": ["gallery"],  # directory where to store generated plots
     "filename_pattern": "^((?!sgskip).)*$",  # which files to execute, taken from matplotlib
-    # "subsection_order": ExampleTitleSortKey,
-    # "within_subsection_order": ExampleTitleSortKey,
     "backreferences_dir": "gen_modules/backreferences",  # where function/class granular galleries are stored
     # Modules for which function/class level galleries are created
     "doc_module": "pyhdtoolkit",
-    # "image_scrapers": (matplotlib_svg_scraper(),),  # scrape gallery as SVG
+    "image_scrapers": ("pyhdtoolkit.plotting.utils._matplotlib_svg_scraper",),  # scrape gallery as SVG
     "image_srcset": ["2x"],  # use srcset twice as dense for high-resolution images display
     "min_reported_time": 2,  # minimum execution time to enable reporting
     "remove_config_comments": True,  # remove config comments from the code
     "capture_repr": ("_repr_html_",),
     "compress_images": ("images", "thumbnails", "-o1"),
-    "only_warn_on_example_error": True,  # keep the build going if an example fails, very important for doc workflow
+    "only_warn_on_example_error": True,  # keep the build going if an example fails, important for doc workflow
 }
 
 # Config for the sphinx_panels extension
diff --git a/pyhdtoolkit/plotting/utils.py b/pyhdtoolkit/plotting/utils.py
index 30242d1f..7c040f77 100644
--- a/pyhdtoolkit/plotting/utils.py
+++ b/pyhdtoolkit/plotting/utils.py
@@ -488,3 +488,12 @@ def _determine_default_sbs_phase_ylabel(plane: str) -> str:
     beginning = r"\Delta "
     term = r"\phi_{x}" if plane.upper() == "X" else r"\phi_{y}"
     return r"$" + beginning + term + r"$"
+
+# ----- Sphinx Gallery Scraper ----- #
+
+# To use SVG outputs when scraping matplotlib figures for the sphinx-gallery, see:
+# https://sphinx-gallery.github.io/stable/advanced.html#example-3-matplotlib-with-svg-format
+def _matplotlib_svg_scraper(*args, **kwargs):
+    from sphinx_gallery.scrapers import matplotlib_scraper
+    kwargs.pop("format", None)
+    return matplotlib_scraper(*args, format="svg", **kwargs)
\ No newline at end of file