From aed505eb50712942b31d6cfa0bd3ca1729709eda Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 16:21:06 +0200
Subject: [PATCH 01/14] Allow `outline_color` to accept an obs column (#681)

Symmetric with `color`: a non-color string passed to `outline_color` is
now resolved as a column on the annotating table (or a different table
via the new `outline_table_name` on the render params) and the outline
is rendered per-shape / per-label via the same `palette` / `cmap` /
`na_color` used for fill.

Shapes (matplotlib + datashader) and labels are covered. When both fill
and outline are categorical columns, two stacked legends are drawn,
auto-positioned to avoid overlap. The 2-outline form remains
literal-only; combining it with a column outline raises.
---
 src/spatialdata_plot/pl/_datashader.py   | 120 ++++++++++-
 src/spatialdata_plot/pl/basic.py         |  16 +-
 src/spatialdata_plot/pl/render.py        | 257 ++++++++++++++++++++---
 src/spatialdata_plot/pl/render_params.py |   4 +
 src/spatialdata_plot/pl/utils.py         | 164 ++++++++++++++-
 tests/pl/test_render_labels.py           |  36 ++++
 tests/pl/test_render_shapes.py           |  93 ++++++++
 7 files changed, 658 insertions(+), 32 deletions(-)

diff --git a/src/spatialdata_plot/pl/_datashader.py b/src/spatialdata_plot/pl/_datashader.py
index 8b9415e4..f3db5142 100644
--- a/src/spatialdata_plot/pl/_datashader.py
+++ b/src/spatialdata_plot/pl/_datashader.py
@@ -344,8 +344,17 @@ def _render_ds_outlines(
     factor: float,
     x_min: float = 0.0,
     y_min: float = 0.0,
+    outline_color_vector: Any | None = None,
+    outline_color_source_vector: pd.Series | None = None,
+    outline_col_name: str | None = None,
 ) -> None:
-    """Aggregate, shade, and render shape outlines (outer and inner) with datashader."""
+    """Aggregate, shade, and render shape outlines (outer and inner) with datashader.
+
+    When ``outline_col_name`` is provided, the outer outline is colored per-shape
+    using ``ds.by`` (categorical) or a numeric reduction (continuous) instead of
+    a single literal color. Column-based outline coloring is incompatible with
+    the two-outline form, so this path only affects the outer outline.
+    """
     ds_lw_factor = fig_params.fig.dpi / 72
     assert len(render_params.outline_alpha) == 2  # noqa: S101
 
@@ -358,6 +367,25 @@ def _render_ds_outlines(
         alpha = render_params.outline_alpha[idx]
         if alpha <= 0:
             continue
+        if idx == 0 and outline_col_name is not None:
+            _render_ds_outline_by_column(
+                cvs=cvs,
+                transformed_element=transformed_element,
+                col_for_outline_color=outline_col_name,
+                outline_color_vector=outline_color_vector,
+                outline_color_source_vector=outline_color_source_vector,
+                cmap_params=render_params.cmap_params,
+                ds_reduction=render_params.ds_reduction,
+                line_width=linewidth * ds_lw_factor,
+                alpha=alpha,
+                fig_params=fig_params,
+                ax=ax,
+                factor=factor,
+                x_min=x_min,
+                y_min=y_min,
+                zorder=render_params.zorder,
+            )
+            continue
         agg_outline = cvs.line(
             transformed_element,
             geometry="geometry",
@@ -375,6 +403,96 @@ def _render_ds_outlines(
             _ax_show_and_transform(rgba, trans, ax, zorder=render_params.zorder)
 
 
+def _render_ds_outline_by_column(
+    cvs: Any,
+    transformed_element: Any,
+    col_for_outline_color: str,
+    outline_color_vector: Any | None,
+    outline_color_source_vector: pd.Series | None,
+    cmap_params: Any,
+    ds_reduction: _DsReduction | None,
+    line_width: float,
+    alpha: float,
+    fig_params: FigParams,
+    ax: matplotlib.axes.SubplotBase,
+    factor: float,
+    x_min: float,
+    y_min: float,
+    zorder: int,
+) -> None:
+    """Aggregate + shade an outline colored by an obs column via datashader.
+
+    Mirrors the fill pipeline but uses ``cvs.line`` so only the boundary is rasterized.
+    """
+    color_by_categorical = outline_color_source_vector is not None
+    na_color_hex = _hex_no_alpha(cmap_params.na_color.get_hex())
+
+    if col_for_outline_color not in transformed_element.columns:
+        # Ensure the column rides along with the geometry for ds.by / reductions.
+        if color_by_categorical and outline_color_source_vector is not None:
+            transformed_element[col_for_outline_color] = pd.Categorical(outline_color_source_vector)
+        else:
+            transformed_element[col_for_outline_color] = np.asarray(outline_color_vector)
+
+    if color_by_categorical:
+        cat_series = transformed_element[col_for_outline_color]
+        if not isinstance(cat_series.dtype, pd.CategoricalDtype):
+            cat_series = cat_series.astype("category")
+        transformed_element[col_for_outline_color] = _inject_ds_nan_sentinel(cat_series)
+        agg_outline = cvs.line(
+            transformed_element,
+            geometry="geometry",
+            agg=ds.by(col_for_outline_color, ds.count()),
+            line_width=line_width,
+        )
+        color_key = _build_datashader_color_key(
+            _coerce_categorical_source(transformed_element[col_for_outline_color]),
+            outline_color_vector,
+            na_color_hex,
+        )
+        shaded = ds.tf.shade(
+            agg_outline,
+            color_key=color_key,
+            min_alpha=_convert_alpha_to_datashader_range(alpha),
+            how="linear",
+        )
+    else:
+        reduction_name = ds_reduction if ds_reduction is not None else "max"
+        reduction_function_map = {
+            "sum": ds.sum,
+            "mean": ds.mean,
+            "any": ds.any,
+            "count": ds.count,
+            "std": ds.std,
+            "var": ds.var,
+            "max": ds.max,
+            "min": ds.min,
+        }
+        try:
+            reduction_function = reduction_function_map[reduction_name](column=col_for_outline_color)
+        except KeyError as e:
+            raise ValueError(
+                f"Reduction '{reduction_name}' is not supported. "
+                f"Use one of: {', '.join(reduction_function_map.keys())}."
+            ) from e
+        agg_outline = cvs.line(
+            transformed_element,
+            geometry="geometry",
+            agg=reduction_function,
+            line_width=line_width,
+        )
+        shaded = ds.tf.shade(
+            agg_outline,
+            cmap=cmap_params.cmap,
+            min_alpha=_convert_alpha_to_datashader_range(alpha),
+            how="linear",
+        )
+
+    shaded = _apply_user_alpha(shaded, alpha)
+    rgba, trans = _create_image_from_datashader_result(shaded, factor, ax, x_min, y_min)
+    _ax_show_and_transform(rgba, trans, ax, zorder=zorder)
+
+
 def _build_ds_colorbar(
     reduction_bounds: tuple[Any, Any] | None,
     norm: Normalize,
diff --git a/src/spatialdata_plot/pl/basic.py b/src/spatialdata_plot/pl/basic.py
index 37a80593..8545f71a 100644
--- a/src/spatialdata_plot/pl/basic.py
+++ b/src/spatialdata_plot/pl/basic.py
@@ -241,13 +241,18 @@ def render_shapes(
             Width of the border. If 2 values are given (tuple), 2 borders are shown with these widths (outer & inner).
             If `outline_color` and/or `outline_alpha` are used to indicate that one/two outlines should be drawn, the
             default outline widths 1.5 and 0.5 are used for outer/only and inner outline respectively.
-        outline_color : ColorLike | tuple[ColorLike], optional
+        outline_color : ColorLike | tuple[ColorLike] | str, optional
             Color of the border. Can either be a named color ("red"), a hex representation ("#000000") or a list of
             floats that represent RGB/RGBA values (1.0, 0.0, 0.0, 1.0). If the hex representation includes alpha, e.g.
             "#000000ff", and `outline_alpha` is not given, this value controls the opacity of the outline. If 2 values
             are given (tuple), 2 borders are shown with these colors (outer & inner). If `outline_width` and/or
             `outline_alpha` are used to indicate that one/two outlines should be drawn, the default outline colors
             "#000000" and "#ffffff are used for outer/only and inner outline respectively.
+            A string that is not a recognized color is interpreted as a column key (in `obs` of the annotating table
+            or in the element's own dataframe), mirroring how ``color`` is parsed. The outline is then colored
+            per-shape using the same ``palette`` / ``cmap`` / ``na_color`` as the fill. When both ``color`` and
+            ``outline_color`` resolve to columns, two stacked legends are drawn. Column-based outline coloring is
+            only supported for a single outline (not the 2-tuple form).
         outline_alpha : float | int | tuple[float | int, float | int] | None, optional
             Alpha value for the outline of shapes. Invisible by default, meaning outline_alpha=0.0 if both outline_color
             and outline_width are not specified. Else, outlines are rendered with the alpha implied by outline_color, or
@@ -344,6 +349,8 @@ def render_shapes(
                 element=element,
                 color=param_values["color"],
                 col_for_color=param_values["col_for_color"],
+                col_for_outline_color=param_values["col_for_outline_color"],
+                outline_table_name=param_values["outline_table_name"],
                 groups=param_values["groups"],
                 scale=param_values["scale"],
                 outline_params=outline_params,
@@ -810,11 +817,14 @@ def render_labels(
         fill_alpha : float | int | None, optional
             Alpha value for the fill of the labels. By default, it is set to 0.4 or, if a color is given that implies
             an alpha, that value is used for `fill_alpha`.
-        outline_color : ColorLike | None
+        outline_color : ColorLike | str | None
             Color of the outline of the labels. Can either be a named color ("red"), a hex representation
             ("#000000") or a list of floats that represent RGB/RGBA values (1.0, 0.0, 0.0, 1.0). If ``None``,
             the outline inherits from the ``color`` parameter when it is a literal color, or uses data-driven
             per-label colors when ``color`` refers to a column.
+            A string that is not a recognized color is interpreted as a column key (in `obs` of the annotating
+            table), mirroring how ``color`` is parsed. The outline is then colored per-label using the same
+            ``palette`` / ``cmap`` / ``na_color`` as the fill.
         scale :  str | None
             Influences the resolution of the rendering. Possibilities for setting this parameter:
                 1) None (default). The image is rasterized to fit the canvas size. For multiscale images, the best scale
@@ -880,6 +890,8 @@ def render_labels(
                 element=element,
                 color=param_values["color"],
                 col_for_color=param_values["col_for_color"],
+                col_for_outline_color=param_values["col_for_outline_color"],
+                outline_table_name=param_values["outline_table_name"],
                 groups=param_values["groups"],
                 contour_px=param_values["contour_px"],
                 cmap_params=cmap_params,
diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index 1c9b97eb..cf9a6fd3 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -59,6 +59,7 @@
 from spatialdata_plot.pl.utils import (
     _ax_show_and_transform,
     _check_obs_var_shadow,
+    _color_vector_to_rgba,
     _convert_shapes,
     _datashader_canvas_from_dataframe,
     _decorate_axs,
@@ -334,12 +335,18 @@ def _add_legend_and_colorbar(
     colorbar: bool | str | None,
     colorbar_params: dict[str, object] | None,
     colorbar_requests: list[ColorbarSpec] | None,
+    outline_col_for_color: str | None = None,
+    outline_color_source_vector: pd.Series | None = None,
+    outline_color_vector: Any | None = None,
 ) -> None:
     """Add legend and colorbar decorations if the color vector warrants them."""
-    if not _want_decorations(color_vector, na_color):
+    fill_has_decorations = _want_decorations(color_vector, na_color) and col_for_color is not None
+    outline_has_decorations = outline_col_for_color is not None and outline_color_source_vector is not None
+
+    if not fill_has_decorations and not outline_has_decorations:
         return
 
-    if palette is None:
+    if palette is None and fill_has_decorations:
         palette = _make_palette(color_source_vector, color_vector)
 
     if color_source_vector is not None and hasattr(color_source_vector, "remove_unused_categories"):
@@ -351,29 +358,97 @@ def _add_legend_and_colorbar(
         is_continuous=col_for_color is not None and color_source_vector is None,
     )
 
-    _decorate_axs(
-        ax=ax,
-        cax=cax,
-        fig_params=fig_params,
-        adata=adata,
-        value_to_plot=col_for_color,
-        color_source_vector=color_source_vector,
-        color_vector=color_vector,
-        palette=palette,
-        alpha=alpha,
-        na_color=na_color,
-        legend_fontsize=legend_params.legend_fontsize,
-        legend_fontweight=legend_params.legend_fontweight,
-        legend_loc=legend_params.legend_loc,
-        legend_fontoutline=legend_params.legend_fontoutline,
-        na_in_legend=legend_params.na_in_legend,
-        colorbar=wants_colorbar and legend_params.colorbar,
-        colorbar_params=colorbar_params,
-        colorbar_requests=colorbar_requests,
-        colorbar_label=_resolve_colorbar_label(
-            colorbar_params,
-            col_for_color if isinstance(col_for_color, str) else None,
-        ),
+    if fill_has_decorations:
+        _decorate_axs(
+            ax=ax,
+            cax=cax,
+            fig_params=fig_params,
+            adata=adata,
+            value_to_plot=col_for_color,
+            color_source_vector=color_source_vector,
+            color_vector=color_vector,
+            palette=palette,
+            alpha=alpha,
+            na_color=na_color,
+            legend_fontsize=legend_params.legend_fontsize,
+            legend_fontweight=legend_params.legend_fontweight,
+            legend_loc=legend_params.legend_loc,
+            legend_fontoutline=legend_params.legend_fontoutline,
+            na_in_legend=legend_params.na_in_legend,
+            colorbar=wants_colorbar and legend_params.colorbar,
+            colorbar_params=colorbar_params,
+            colorbar_requests=colorbar_requests,
+            colorbar_label=_resolve_colorbar_label(
+                colorbar_params,
+                col_for_color if isinstance(col_for_color, str) else None,
+            ),
+        )
+
+    if outline_has_decorations:
+        assert outline_col_for_color is not None  # narrowed by outline_has_decorations  # noqa: S101
+        assert outline_color_source_vector is not None  # noqa: S101
+        _add_outline_legend(
+            ax=ax,
+            fig_params=fig_params,
+            outline_col=outline_col_for_color,
+            outline_color_source_vector=outline_color_source_vector,
+            outline_color_vector=outline_color_vector,
+            fill_has_legend=fill_has_decorations and color_source_vector is not None,
+            legend_params=legend_params,
+        )
+
+
+def _add_outline_legend(
+    ax: matplotlib.axes.SubplotBase,
+    fig_params: FigParams,
+    outline_col: str,
+    outline_color_source_vector: pd.Series,
+    outline_color_vector: Any,
+    fill_has_legend: bool,
+    legend_params: LegendParams,
+) -> None:
+    """Add a second legend for outline-by-column, auto-positioned below the fill legend.
+
+    Uses the rendered fill legend's window extent to anchor the outline legend just
+    below it in axes-fraction coordinates. Falls back to anchoring at the bottom-right
+    of the axes when the measurement is unavailable.
+    """
+    cats = outline_color_source_vector.remove_unused_categories().unique()
+    cats = cats[~cats.isnull()]
+    mapping_df = pd.DataFrame(
+        {"cats": outline_color_source_vector.remove_unused_categories(), "color": outline_color_vector}
+    )
+    color_map = mapping_df.drop_duplicates("cats").set_index("cats")["color"].to_dict()
+
+    outline_handles = [ax.scatter([], [], c=color_map[c], label=str(c)) for c in cats]
+
+    anchor_y: float | None = None
+    if fill_has_legend:
+        fill_legend = ax.get_legend()
+        if fill_legend is not None:
+            ax.add_artist(fill_legend)  # keep fill legend on the axes
+            try:
+                fig_params.fig.canvas.draw()
+                bbox_axes = fill_legend.get_window_extent().transformed(ax.transAxes.inverted())
+                anchor_y = float(bbox_axes.y0) - 0.02
+            except (AttributeError, ValueError, RuntimeError):
+                anchor_y = None
+
+    if anchor_y is not None and anchor_y > 0:
+        loc = "upper left"
+        anchor = (1.02, anchor_y)
+    else:
+        loc = "lower left" if fill_has_legend else "center left"
+        anchor = (1.02, 0.0) if fill_has_legend else (1.0, 0.5)
+
+    ax.legend(
+        handles=outline_handles,
+        title=f"outline: {outline_col}",
+        frameon=False,
+        loc=loc,
+        bbox_to_anchor=anchor,
+        fontsize=legend_params.legend_fontsize,
+        ncol=(1 if len(outline_handles) <= 14 else 2 if len(outline_handles) <= 30 else 3),
     )
 
 
@@ -479,6 +554,43 @@ def _render_shapes(
 
     values_are_categorical = color_source_vector is not None
 
+    col_for_outline_color = render_params.col_for_outline_color
+    outline_table_name = render_params.outline_table_name
+    outline_color_source_vector: pd.Series | None = None
+    outline_color_vector: Any = None
+    if col_for_outline_color is not None:
+        # When the outline column lives in a table that hasn't been joined yet
+        # (no fill table, or a different table than fill's), inner-join it onto
+        # the element so the lookup is aligned and the element row count matches
+        # the outline vector length.
+        if outline_table_name is not None and outline_table_name != table_name:
+            _outline_dict, _joined_outline_table = join_spatialelement_table(
+                sdata, spatial_element_names=element, table_name=outline_table_name, how="inner"
+            )
+            _joined_outline_table.uns["spatialdata_attrs"]["region"] = (
+                _joined_outline_table.obs[_joined_outline_table.uns["spatialdata_attrs"]["region_key"]]
+                .unique()
+                .tolist()
+            )
+            sdata_filt[outline_table_name] = _joined_outline_table
+            # If no fill join happened, replace the element with the outline-joined version
+            # so the per-shape outline vector length matches the rendered shapes.
+            if table_name is None:
+                sdata_filt[element] = shapes = _outline_dict[element]
+        outline_color_source_vector, outline_color_vector, _ = _set_color_source_vec(
+            sdata=sdata_filt,
+            element=sdata_filt[element],
+            element_name=element,
+            value_to_plot=col_for_outline_color,
+            groups=None,
+            palette=render_params.palette,
+            na_color=render_params.cmap_params.na_color,
+            cmap_params=render_params.cmap_params,
+            table_name=outline_table_name,
+            table_layer=table_layer,
+            coordinate_system=coordinate_system,
+        )
+
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
 
     if groups is not None and color_source_vector is not None:
@@ -495,6 +607,15 @@ def _render_shapes(
         if len(shapes) == 0:
             return
         sdata_filt[element] = shapes
+        if outline_color_vector is not None:
+            _keep_arr = np.asarray(keep)
+            if outline_color_source_vector is not None:
+                outline_color_source_vector = outline_color_source_vector[_keep_arr]
+            outline_color_vector = (
+                outline_color_vector[_keep_arr]
+                if hasattr(outline_color_vector, "__getitem__")
+                else outline_color_vector
+            )
 
     # color_source_vector is None when the values aren't categorical
     if not values_are_categorical and render_params.transfunc is not None:
@@ -677,6 +798,11 @@ def _render_shapes(
                 na_color_hex,
             )
 
+        if col_for_outline_color is not None and col_for_outline_color not in transformed_element.columns:
+            if outline_color_source_vector is not None:
+                transformed_element[col_for_outline_color] = pd.Categorical(outline_color_source_vector)
+            else:
+                transformed_element[col_for_outline_color] = np.asarray(outline_color_vector)
         _render_ds_outlines(
             cvs,
             transformed_element,
@@ -686,6 +812,9 @@ def _render_shapes(
             factor,
             x_min=x_ext[0],
             y_min=y_ext[0],
+            outline_color_vector=outline_color_vector,
+            outline_color_source_vector=outline_color_source_vector,
+            outline_col_name=col_for_outline_color,
         )
 
         _cax = _render_ds_image(
@@ -702,7 +831,31 @@ def _render_shapes(
 
     elif method == "matplotlib":
         # render outlines separately to ensure they are always underneath the shape
-        if render_params.outline_alpha[0] > 0 and isinstance(render_params.outline_params.outer_outline_color, Color):
+        if col_for_outline_color is not None and render_params.outline_alpha[0] > 0:
+            outline_rgba = _color_vector_to_rgba(
+                outline_color_vector,
+                outline_color_source_vector,
+                render_params.cmap_params,
+                n_rows=len(shapes),
+            )
+            _cax = _get_collection_shape(
+                shapes=shapes,
+                s=render_params.scale,
+                c=np.array(["white"]),  # hack, will be invisible bc fill_alpha=0
+                render_params=render_params,
+                rasterized=sc_settings._vector_friendly,
+                cmap=None,
+                norm=None,
+                fill_alpha=0.0,
+                outline_alpha=render_params.outline_alpha[0],
+                outline_color=outline_rgba,
+                linewidth=render_params.outline_params.outer_outline_linewidth,
+                zorder=render_params.zorder,
+            )
+            ax.add_collection(_cax)
+            for path in _cax.get_paths():
+                path.vertices = trans.transform(path.vertices)
+        elif render_params.outline_alpha[0] > 0 and isinstance(render_params.outline_params.outer_outline_color, Color):
             _cax = _get_collection_shape(
                 shapes=shapes,
                 s=render_params.scale,
@@ -798,6 +951,9 @@ def _render_shapes(
         colorbar=render_params.colorbar,
         colorbar_params=render_params.colorbar_params,
         colorbar_requests=colorbar_requests,
+        outline_col_for_color=col_for_outline_color,
+        outline_color_source_vector=outline_color_source_vector,
+        outline_color_vector=outline_color_vector,
     )
 
 
@@ -1886,6 +2042,41 @@ def _render_labels(
     if color_source_vector is None and render_params.transfunc is not None:
         color_vector = render_params.transfunc(color_vector)
 
+    col_for_outline_color = render_params.col_for_outline_color
+    outline_table_name = render_params.outline_table_name
+    outline_color_source_vector: pd.Series | None = None
+    outline_color_vector: Any = None
+    if col_for_outline_color is not None:
+        outline_color_source_vector, outline_color_vector, _ = _set_color_source_vec(
+            sdata=sdata_filt,
+            element=label,
+            element_name=element,
+            value_to_plot=col_for_outline_color,
+            groups=None,
+            palette=palette,
+            na_color=render_params.cmap_params.na_color,
+            cmap_params=render_params.cmap_params,
+            table_name=outline_table_name,
+            table_layer=table_layer,
+            render_type="labels",
+            coordinate_system=coordinate_system,
+        )
+        # Apply the same fill groups-keep filter so outline vectors align with instance_id
+        if (
+            groups is not None
+            and categorical
+            and color_source_vector is not None
+            and (_na.default_color_set or _na.is_fully_transparent())
+        ):
+            _keep_arr = np.asarray(color_source_vector.isin(groups))
+            # color_source_vector was already masked above; we need the pre-mask version,
+            # which we can reconstruct via length matching. If lengths still match the
+            # post-mask vector, no filter is needed (no-op). Otherwise mask now.
+            if outline_color_vector is not None and len(outline_color_vector) > len(instance_id):
+                outline_color_vector = outline_color_vector[_keep_arr]
+                if outline_color_source_vector is not None:
+                    outline_color_source_vector = outline_color_source_vector[_keep_arr]
+
     def _draw_labels(
         seg_erosionpx: int | None,
         seg_boundaries: bool,
@@ -1902,6 +2093,8 @@ def _draw_labels(
             seg_boundaries=seg_boundaries,
             na_color=na_color,
             outline_color=outline_color,
+            outline_color_vector=outline_color_vector if seg_boundaries else None,
+            outline_color_source_vector=outline_color_source_vector if seg_boundaries else None,
         )
 
         cax = ax.imshow(
@@ -2000,6 +2193,18 @@ def _draw_labels(
         ),
     )
 
+    if col_for_outline_color is not None and outline_color_source_vector is not None:
+        fill_has_legend = col_for_color is not None and color_source_vector is not None
+        _add_outline_legend(
+            ax=ax,
+            fig_params=fig_params,
+            outline_col=col_for_outline_color,
+            outline_color_source_vector=outline_color_source_vector,
+            outline_color_vector=outline_color_vector,
+            fill_has_legend=fill_has_legend,
+            legend_params=legend_params,
+        )
+
 
 def _normalise_to_range(values: np.ndarray, lo: float, hi: float) -> np.ndarray:
     """Min-max normalise a 1-D array into ``[lo, hi]``. Constant input → midpoint."""
diff --git a/src/spatialdata_plot/pl/render_params.py b/src/spatialdata_plot/pl/render_params.py
index a0414d6b..48ef621c 100644
--- a/src/spatialdata_plot/pl/render_params.py
+++ b/src/spatialdata_plot/pl/render_params.py
@@ -232,6 +232,8 @@ class ShapesRenderParams:
     element: str
     color: Color | None = None
     col_for_color: str | None = None
+    col_for_outline_color: str | None = None
+    outline_table_name: str | None = None
     groups: str | list[str] | None = None
     palette: ListedColormap | dict[str, str] | list[str] | None = None
     outline_alpha: tuple[float, float] = (1.0, 1.0)
@@ -298,6 +300,8 @@ class LabelsRenderParams:
     element: str
     color: Color | None = None
     col_for_color: str | None = None
+    col_for_outline_color: str | None = None
+    outline_table_name: str | None = None
     groups: str | list[str] | None = None
     contour_px: int | None = None
     palette: ListedColormap | dict[str, str] | list[str] | None = None
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index a64b0fd2..b1e11c63 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -431,6 +431,70 @@ def _scale_pathpatch_around_centroid(pathpatch: mpatches.PathPatch, scale_factor
     pathpatch.get_path().vertices = scaled_vertices
 
 
+def _color_vector_to_rgba(
+    color_vector: Any,
+    color_source_vector: pd.Series | None,
+    cmap_params: CmapParams,
+    n_rows: int,
+) -> np.ndarray:
+    """Convert a fill/outline `color_vector` (categorical hex strings or continuous numerics) to (N, 4) RGBA.
+
+    Mirrors the per-row mapping done inside :func:`_get_collection_shape` so that
+    callers can pre-materialize an outline-color array. NaN/non-finite entries are
+    painted with ``cmap_params.na_color``.
+    """
+    na_rgba = colors.to_rgba(cmap_params.na_color.get_hex_with_alpha())
+    if color_vector is None:
+        rgba = np.empty((n_rows, 4), dtype=float)
+        rgba[:] = na_rgba
+        return rgba
+
+    if color_source_vector is not None:
+        # Categorical: color_vector contains hex strings aligned to color_source_vector
+        return np.asarray(ColorConverter().to_rgba_array(list(color_vector)))
+
+    arr = np.asarray(color_vector)
+    if arr.ndim == 2 and arr.shape[1] in (3, 4) and np.issubdtype(arr.dtype, np.number):
+        return np.asarray(ColorConverter().to_rgba_array(arr))
+
+    rgba = np.empty((len(arr), 4), dtype=float)
+    rgba[:] = na_rgba
+    if np.issubdtype(arr.dtype, np.number):
+        finite_mask = np.isfinite(arr)
+        if finite_mask.any():
+            norm = cmap_params.norm
+            if norm.vmin is None or norm.vmax is None:
+                vmin = float(np.nanmin(arr[finite_mask]))
+                vmax = float(np.nanmax(arr[finite_mask]))
+                if not np.isfinite(vmin) or not np.isfinite(vmax) or vmin == vmax:
+                    vmin, vmax = 0.0, 1.0
+                used_norm = Normalize(vmin=vmin, vmax=vmax, clip=False)
+            else:
+                used_norm = norm
+            rgba[finite_mask] = cmap_params.cmap(used_norm(arr[finite_mask]))
+        return rgba
+
+    # Object dtype: mix of numerics and color-likes (mirrors _get_collection_shape Case C)
+    series = pd.Series(arr, copy=False)
+    num = pd.to_numeric(series, errors="coerce").to_numpy()
+    is_num = np.isfinite(num)
+    if is_num.any():
+        norm = cmap_params.norm
+        if norm.vmin is None or norm.vmax is None:
+            vmin = float(np.nanmin(num[is_num]))
+            vmax = float(np.nanmax(num[is_num]))
+            if not np.isfinite(vmin) or not np.isfinite(vmax) or vmin == vmax:
+                vmin, vmax = 0.0, 1.0
+            used_norm = Normalize(vmin=vmin, vmax=vmax, clip=False)
+        else:
+            used_norm = norm
+        rgba[is_num] = cmap_params.cmap(used_norm(num[is_num]))
+    color_mask = (~is_num) & series.notna().to_numpy()
+    if color_mask.any():
+        rgba[color_mask] = ColorConverter().to_rgba_array(series[color_mask].tolist())
+    return rgba
+
+
 def _get_collection_shape(
     shapes: list[GeoDataFrame],
     c: Any,
@@ -439,7 +503,7 @@ def _get_collection_shape(
     render_params: ShapesRenderParams,
     fill_alpha: None | float = None,
     outline_alpha: None | float = None,
-    outline_color: None | str | list[float] = "white",
+    outline_color: None | str | list[float] | np.ndarray = "white",
     linewidth: float = 0.0,
     **kwargs: Any,
 ) -> PatchCollection:
@@ -534,7 +598,12 @@ def _as_rgba_array(x: Any) -> np.ndarray:
 
     # Outline handling
     if outline_alpha and outline_alpha > 0.0:
-        outline_c_array = _as_rgba_array(outline_color)
+        outline_arr = np.asarray(outline_color) if not isinstance(outline_color, str) else None
+        if outline_arr is not None and outline_arr.ndim == 2 and outline_arr.shape == (len(shapes), 4):
+            # Per-shape RGBA array: use row-wise, applying outline_alpha to the alpha channel.
+            outline_c_array = outline_arr.astype(float, copy=True)
+        else:
+            outline_c_array = _as_rgba_array(outline_color)
         outline_c_array[..., -1] = outline_alpha
         outline_c = outline_c_array.tolist()
     else:
@@ -1315,6 +1384,8 @@ def _map_color_seg(
     seg_erosionpx: int | None = None,
     seg_boundaries: bool = False,
     outline_color: Color | None = None,
+    outline_color_vector: ArrayLike | pd.Series[CategoricalDtype] | None = None,
+    outline_color_source_vector: pd.Series[CategoricalDtype] | None = None,
 ) -> ArrayLike:
     cell_id = np.array(cell_id)
 
@@ -1358,6 +1429,55 @@ def _map_color_seg(
     if seg_erosionpx is not None:
         val_im[val_im == erosion(val_im, footprint_rectangle((seg_erosionpx, seg_erosionpx)))] = 0
 
+    if seg_boundaries and outline_color_vector is not None:
+        # Column-driven outline: build per-label colors from the outline vector and overlay
+        # on the eroded ring. Only Case A (categorical) and Case B (continuous) are reachable
+        # for this path, since a column was always specified by the user.
+        if outline_color_source_vector is not None and isinstance(
+            outline_color_vector.dtype if hasattr(outline_color_vector, "dtype") else None, pd.CategoricalDtype
+        ):
+            outline_val_im: ArrayLike = map_array(seg.copy(), cell_id, outline_color_vector.codes + 1)
+            outline_cols = colors.to_rgba_array(outline_color_vector.categories)
+        elif outline_color_source_vector is not None:
+            # Categorical column but color_vector is hex strings (most common case)
+            cat = pd.Categorical(outline_color_source_vector)
+            cat_codes = cat.codes
+            outline_val_im = map_array(seg.copy(), cell_id, cat_codes + 1)
+            # Use the actual color_vector (hex strings aligned to cells) deduped by category
+            color_arr = np.asarray(outline_color_vector, dtype=object)
+            cat_colors: list[Any] = []
+            for cat_idx in range(len(cat.categories)):
+                first_match = np.where(cat_codes == cat_idx)[0]
+                cat_colors.append(color_arr[first_match[0]] if len(first_match) else na_color.get_hex_with_alpha())
+            outline_cols = colors.to_rgba_array(cat_colors)
+        else:
+            # Continuous: numeric values normalized via cmap
+            ov = (
+                outline_color_vector.to_numpy()
+                if isinstance(outline_color_vector, pd.Series)
+                else np.asarray(outline_color_vector)
+            )
+            normed = ov.copy().astype(float)
+            finite = ~np.isnan(normed)
+            if finite.any():
+                normed[finite] = cmap_params.norm(normed[finite])
+            outline_cols = cmap_params.cmap(normed)
+            outline_val_im = map_array(seg.copy(), cell_id, cell_id)
+        if seg_erosionpx is not None:
+            outline_val_im[
+                outline_val_im == erosion(outline_val_im, footprint_rectangle((seg_erosionpx, seg_erosionpx)))
+            ] = 0
+        outline_seg_im = label2rgb(
+            label=outline_val_im,
+            colors=outline_cols,
+            bg_label=0,
+            bg_color=(1, 1, 1),
+            image_alpha=0,
+        )
+        outline_mask = val_im > 0
+        alpha_channel = outline_mask.astype(float)
+        return np.dstack((outline_seg_im, alpha_channel))
+
     if seg_boundaries and outline_color is not None:
         # Uniform outline color requested: skip label2rgb, build RGBA directly
         outline_rgba = colors.to_rgba(outline_color.get_hex_with_alpha())
@@ -2486,9 +2606,11 @@ def _type_check_params(param_dict: dict[str, Any], element_type: str) -> dict[st
             raise TypeError("Parameter 'outline_alpha' must be numeric and between 0 and 1.")
 
     outline_color = param_dict.get("outline_color")
+    if "outline_color" in param_dict and element_type in {"shapes", "labels"}:
+        param_dict["col_for_outline_color"] = None
     if outline_color:
         if not isinstance(outline_color, str | tuple | list):
-            raise TypeError("Parameter 'color' must be a string or a tuple/list of floats or colors.")
+            raise TypeError("Parameter 'outline_color' must be a string or a tuple/list of floats or colors.")
         if isinstance(outline_color, tuple | list):
             if len(outline_color) < 1:
                 raise ValueError("Empty tuple is not supported as input for outline_color!")
@@ -2505,6 +2627,18 @@ def _type_check_params(param_dict: dict[str, Any], element_type: str) -> dict[st
                     f"Tuple/List of length {len(outline_color)} was passed for outline_color. Valid options would be: "
                     "tuple of 2 colors (for 2 outlines) or an RGB(A) array, aka a list/tuple of 3-4 floats."
                 )
+        elif isinstance(outline_color, str) and element_type in {"shapes", "labels"}:
+            if _is_color_like(outline_color):
+                _check_color_column_collision(param_dict["sdata"], param_dict["element"], outline_color, element_type)
+                param_dict["outline_color"] = Color(outline_color)
+            else:
+                if isinstance(param_dict.get("outline_width"), tuple):
+                    raise ValueError(
+                        "Coloring outlines by a column is not supported with two outlines. "
+                        "Pass a scalar `outline_width` or a literal color for `outline_color`."
+                    )
+                param_dict["col_for_outline_color"] = outline_color
+                param_dict["outline_color"] = None
         else:
             param_dict["outline_color"] = Color(outline_color)
 
@@ -2797,6 +2931,20 @@ def _validate_label_render_params(
             element_params[el]["table_name"] = table_name
             element_params[el]["col_for_color"] = col_for_color
 
+        element_params[el]["col_for_outline_color"] = None
+        element_params[el]["outline_table_name"] = None
+        if (col_for_outline_color := param_dict.get("col_for_outline_color")) is not None:
+            col_for_outline_color, outline_table_name = _validate_col_for_column_table(
+                sdata,
+                el,
+                col_for_outline_color,
+                param_dict["table_name"],
+                labels=True,
+                gene_symbols=gene_symbols,
+            )
+            element_params[el]["col_for_outline_color"] = col_for_outline_color
+            element_params[el]["outline_table_name"] = outline_table_name
+
         _gate_palette_and_groups(element_params[el], param_dict)
         element_params[el]["colorbar"] = param_dict["colorbar"]
         element_params[el]["colorbar_params"] = param_dict["colorbar_params"]
@@ -3000,6 +3148,16 @@ def _validate_shape_render_params(
             element_params[el]["table_name"] = table_name
             element_params[el]["col_for_color"] = col_for_color
 
+        element_params[el]["col_for_outline_color"] = None
+        element_params[el]["outline_table_name"] = None
+        col_for_outline_color = param_dict.get("col_for_outline_color")
+        if col_for_outline_color is not None:
+            col_for_outline_color, outline_table_name = _validate_col_for_column_table(
+                sdata, el, col_for_outline_color, param_dict["table_name"], gene_symbols=gene_symbols
+            )
+            element_params[el]["col_for_outline_color"] = col_for_outline_color
+            element_params[el]["outline_table_name"] = outline_table_name
+
         _gate_palette_and_groups(element_params[el], param_dict)
         element_params[el]["method"] = param_dict["method"]
         element_params[el]["ds_reduction"] = param_dict["ds_reduction"]
diff --git a/tests/pl/test_render_labels.py b/tests/pl/test_render_labels.py
index 4c76b1a1..6a89485b 100644
--- a/tests/pl/test_render_labels.py
+++ b/tests/pl/test_render_labels.py
@@ -565,3 +565,39 @@ def test_render_labels_raises_on_3d(scale_factors):
             sdata.pl.render_labels("lbl3d").pl.show(ax=ax)
     finally:
         plt.close(fig)
+
+
+def _annotate_labels_with_outline_columns(sdata: SpatialData) -> SpatialData:
+    """Patch the shared blobs fixture so its table annotates blobs_labels with categorical columns."""
+    sdata["table"].obs["region"] = pd.Categorical(["blobs_labels"] * sdata["table"].n_obs)
+    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_labels"
+    n = sdata["table"].n_obs
+    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
+    return sdata
+
+
+def test_labels_outline_color_obs_column_does_not_raise(sdata_blobs: SpatialData):
+    """Regression for #681 (labels variant): outline_color accepts an obs column name."""
+    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_labels("blobs_labels", fill_alpha=0.0, outline_alpha=1.0, outline_color="cluster").pl.show(
+        ax=ax
+    )
+    plt.close(fig)
+
+
+def test_labels_outline_color_sets_render_params(sdata_blobs: SpatialData):
+    from spatialdata_plot.pl.render_params import LabelsRenderParams
+
+    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
+    res = sdata_blobs.pl.render_labels("blobs_labels", outline_color="cluster", outline_alpha=1.0)
+    params: LabelsRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_labels"))
+    assert params.col_for_outline_color == "cluster"
+    assert params.outline_table_name == "table"
+
+
+def test_labels_outline_color_literal_still_works(sdata_blobs: SpatialData):
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_labels("blobs_labels", fill_alpha=0.0, outline_alpha=1.0, outline_color="red").pl.show(ax=ax)
+    plt.close(fig)
diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index f77f0ed8..1372f798 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -1473,3 +1473,96 @@ def test_render_shapes_datashader_under_bbox_query_does_not_crash():
         cropped_sdata.pl.render_shapes("shapes", method="datashader").pl.show(ax=ax)
     finally:
         plt.close(fig)
+
+
+def _annotate_polygons_with_outline_columns(sdata: SpatialData) -> SpatialData:
+    """Patch the shared blobs fixture so its table annotates ``blobs_polygons``.
+
+    Adds two categorical columns and one continuous column for the outline-color tests below.
+    """
+    sdata["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * sdata["table"].n_obs)
+    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_polygons"
+    n = sdata["table"].n_obs
+    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["value"] = np.linspace(0.0, 1.0, n)
+    return sdata
+
+
+def test_outline_color_as_obs_column_does_not_raise(sdata_blobs: SpatialData):
+    """Regression for #681: outline_color accepts an obs column name."""
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="white",
+        outline_width=2,
+        outline_color="cluster",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_column_sets_render_params(sdata_blobs: SpatialData):
+    from spatialdata_plot.pl.render_params import ShapesRenderParams
+
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    res = sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="cluster", outline_alpha=1.0)
+    params: ShapesRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_shapes"))
+    assert params.col_for_outline_color == "cluster"
+    assert params.outline_table_name == "table"
+
+
+def test_outline_color_literal_still_color(sdata_blobs: SpatialData):
+    """Passing a recognized color name should still produce a literal Color object."""
+    from spatialdata_plot.pl.render_params import Color, ShapesRenderParams
+
+    res = sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="red", outline_alpha=1.0)
+    params: ShapesRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_shapes"))
+    assert params.col_for_outline_color is None
+    assert isinstance(params.outline_params.outer_outline_color, Color)
+
+
+def test_outline_color_column_with_two_outlines_raises(sdata_blobs: SpatialData):
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    with pytest.raises(ValueError, match="not supported with two outlines"):
+        sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=(2.0, 0.5), outline_color="cluster")
+
+
+def test_outline_color_column_continuous(sdata_blobs: SpatialData):
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_shapes("blobs_polygons", color="white", outline_width=2, outline_color="value").pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_column_datashader(sdata_blobs: SpatialData):
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="white",
+        outline_width=2,
+        outline_color="cluster",
+        method="datashader",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_column_stacked_legends(sdata_blobs: SpatialData):
+    """Two stacked legends when both color and outline_color are columns; no bbox overlap."""
+    from matplotlib.legend import Legend
+
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots(figsize=(7, 4))
+    sdata_blobs.pl.render_shapes("blobs_polygons", color="cluster", outline_width=2, outline_color="stage").pl.show(
+        ax=ax
+    )
+    fig.canvas.draw()
+    legends = [c for c in ax.get_children() if isinstance(c, Legend)]
+    assert len(legends) == 2, f"Expected 2 legends, got {len(legends)}"
+    a = legends[0].get_window_extent().transformed(ax.transAxes.inverted())
+    b = legends[1].get_window_extent().transformed(ax.transAxes.inverted())
+    overlap_h = max(0.0, min(a.x1, b.x1) - max(a.x0, b.x0))
+    overlap_v = max(0.0, min(a.y1, b.y1) - max(a.y0, b.y0))
+    assert overlap_h * overlap_v == 0.0, "Fill and outline legend bboxes overlap"
+    plt.close(fig)

From 9b290a1fc344df17b1efb64bb312289de31d3e5f Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 16:52:43 +0200
Subject: [PATCH 02/14] Address review fixes for outline-color-by-column (#681)

Correctness:
- Labels: compute outline color vector before fill's rasterize/groups masks
  so the same masks can be applied to outline vectors without IndexError.
- Datashader: ride outline column under a dedicated internal column name so
  it never overwrites the fill column when fill and outline share a key.
- `_map_color_seg`: drop the unreachable categorical-dtype branch on the
  outline vector; only the (Categorical source, hex-string vector) and
  continuous-numeric paths are reachable for this call site.
- Continuous datashader outline: thread `cmap_params.norm` through
  `_apply_ds_norm` + `span=` so explicit vmin/vmax takes effect.
- Continuous outline column: stack a second colorbar via
  `colorbar_requests` instead of dropping the legend entirely.
- Outline cross-table join: use `sdata_filt` (cs-filtered) instead of the
  original `sdata`; pad/truncate outline vectors when fill+outline tables
  annotate different row counts.

Typing:
- Widen `_color_vector_to_rgba.color_vector` to `Any | None`.

Tests added:
- groups-filter + data-driven outline (shapes + labels).
- column collision (`outline_color="red"` shadowing an obs column) raises.
- datashader continuous outline.
- continuous outline produces a colorbar.
- labels outline-only mode with column outline.
---
 src/spatialdata_plot/pl/_datashader.py |  19 +-
 src/spatialdata_plot/pl/render.py      | 238 +++++++++++++++++--------
 src/spatialdata_plot/pl/utils.py       |  24 ++-
 tests/pl/test_render_labels.py         |  27 +++
 tests/pl/test_render_shapes.py         |  51 ++++++
 5 files changed, 269 insertions(+), 90 deletions(-)

diff --git a/src/spatialdata_plot/pl/_datashader.py b/src/spatialdata_plot/pl/_datashader.py
index f3db5142..4f2b014c 100644
--- a/src/spatialdata_plot/pl/_datashader.py
+++ b/src/spatialdata_plot/pl/_datashader.py
@@ -5,6 +5,7 @@
 
 from __future__ import annotations
 
+from copy import copy
 from typing import Any, Literal
 
 import dask.dataframe as dd
@@ -427,12 +428,13 @@ def _render_ds_outline_by_column(
     color_by_categorical = outline_color_source_vector is not None
     na_color_hex = _hex_no_alpha(cmap_params.na_color.get_hex())
 
-    if col_for_outline_color not in transformed_element.columns:
-        # Ensure the column rides along with the geometry for ds.by / reductions.
-        if color_by_categorical and outline_color_source_vector is not None:
-            transformed_element[col_for_outline_color] = pd.Categorical(outline_color_source_vector)
-        else:
-            transformed_element[col_for_outline_color] = np.asarray(outline_color_vector)
+    # Caller (`_render_shapes` datashader branch) is responsible for attaching
+    # the outline column to ``transformed_element`` under a private internal name
+    # so we never overwrite the fill column when fill and outline share a key.
+    assert col_for_outline_color in transformed_element.columns, (  # noqa: S101
+        f"Outline column '{col_for_outline_color}' is not present on the rasterizer element. "
+        "This is a bug in the spatialdata-plot datashader pipeline."
+    )
 
     if color_by_categorical:
         cat_series = transformed_element[col_for_outline_color]
@@ -481,9 +483,14 @@ def _render_ds_outline_by_column(
             agg=reduction_function,
             line_width=line_width,
         )
+        # Apply the user-provided norm (vmin/vmax) the same way the fill path does so
+        # an explicit Normalize takes effect for the outline cmap.
+        norm = copy(cmap_params.norm)
+        agg_outline, color_span = _apply_ds_norm(agg_outline, norm)
         shaded = ds.tf.shade(
             agg_outline,
             cmap=cmap_params.cmap,
+            span=color_span,
             min_alpha=_convert_alpha_to_datashader_range(alpha),
             how="linear",
         )
diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index cf9a6fd3..82bce475 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -338,10 +338,13 @@ def _add_legend_and_colorbar(
     outline_col_for_color: str | None = None,
     outline_color_source_vector: pd.Series | None = None,
     outline_color_vector: Any | None = None,
+    outline_cmap_params: CmapParams | None = None,
 ) -> None:
     """Add legend and colorbar decorations if the color vector warrants them."""
     fill_has_decorations = _want_decorations(color_vector, na_color) and col_for_color is not None
-    outline_has_decorations = outline_col_for_color is not None and outline_color_source_vector is not None
+    outline_has_decorations = outline_col_for_color is not None and (
+        outline_color_source_vector is not None or outline_color_vector is not None
+    )
 
     if not fill_has_decorations and not outline_has_decorations:
         return
@@ -386,16 +389,45 @@ def _add_legend_and_colorbar(
 
     if outline_has_decorations:
         assert outline_col_for_color is not None  # narrowed by outline_has_decorations  # noqa: S101
-        assert outline_color_source_vector is not None  # noqa: S101
-        _add_outline_legend(
-            ax=ax,
-            fig_params=fig_params,
-            outline_col=outline_col_for_color,
-            outline_color_source_vector=outline_color_source_vector,
-            outline_color_vector=outline_color_vector,
-            fill_has_legend=fill_has_decorations and color_source_vector is not None,
-            legend_params=legend_params,
-        )
+        if outline_color_source_vector is not None:
+            _add_outline_legend(
+                ax=ax,
+                fig_params=fig_params,
+                outline_col=outline_col_for_color,
+                outline_color_source_vector=outline_color_source_vector,
+                outline_color_vector=outline_color_vector,
+                fill_has_legend=fill_has_decorations and color_source_vector is not None,
+                legend_params=legend_params,
+            )
+        elif (
+            colorbar_requests is not None
+            and legend_params.colorbar
+            and outline_cmap_params is not None
+            and outline_color_vector is not None
+        ):
+            # Continuous outline column: stack a second colorbar via colorbar_requests so
+            # the show pipeline lays it out next to the fill colorbar.
+            _arr = pd.to_numeric(pd.Series(np.asarray(outline_color_vector)), errors="coerce").to_numpy()
+            _finite = np.isfinite(_arr)
+            if _finite.any():
+                _norm = outline_cmap_params.norm
+                _vmin = _norm.vmin if _norm.vmin is not None else float(np.nanmin(_arr[_finite]))
+                _vmax = _norm.vmax if _norm.vmax is not None else float(np.nanmax(_arr[_finite]))
+                if _vmin == _vmax:
+                    _vmin, _vmax = _vmin - 0.5, _vmax + 0.5
+                _outline_mappable = ScalarMappable(
+                    norm=Normalize(vmin=_vmin, vmax=_vmax),
+                    cmap=outline_cmap_params.cmap,
+                )
+                colorbar_requests.append(
+                    ColorbarSpec(
+                        ax=ax,
+                        mappable=_outline_mappable,
+                        params=colorbar_params,
+                        label=f"outline: {outline_col_for_color}",
+                        alpha=alpha,
+                    )
+                )
 
 
 def _add_outline_legend(
@@ -565,7 +597,7 @@ def _render_shapes(
         # the outline vector length.
         if outline_table_name is not None and outline_table_name != table_name:
             _outline_dict, _joined_outline_table = join_spatialelement_table(
-                sdata, spatial_element_names=element, table_name=outline_table_name, how="inner"
+                sdata_filt, spatial_element_names=element, table_name=outline_table_name, how="inner"
             )
             _joined_outline_table.uns["spatialdata_attrs"]["region"] = (
                 _joined_outline_table.obs[_joined_outline_table.uns["spatialdata_attrs"]["region_key"]]
@@ -590,6 +622,29 @@ def _render_shapes(
             table_layer=table_layer,
             coordinate_system=coordinate_system,
         )
+        # Cross-table case: if fill and outline tables differ and the outline table
+        # does not annotate every row of the (fill-joined) element, _set_color_source_vec
+        # may return a shorter vector. Pad with na_color so per-shape alignment is preserved.
+        _n_shapes = len(sdata_filt[element])
+        if outline_color_vector is not None and len(outline_color_vector) != _n_shapes:
+            logger.warning(
+                f"Outline column '{col_for_outline_color}' does not fully annotate "
+                f"element '{element}' under its fill-joined alignment "
+                f"({len(outline_color_vector)} of {_n_shapes} rows). Missing rows will use na_color."
+            )
+            _na_hex = render_params.cmap_params.na_color.get_hex_with_alpha()
+            if len(outline_color_vector) > _n_shapes:
+                outline_color_vector = outline_color_vector[:_n_shapes]
+                if outline_color_source_vector is not None:
+                    outline_color_source_vector = outline_color_source_vector[:_n_shapes]
+            else:
+                _pad = _n_shapes - len(outline_color_vector)
+                outline_color_vector = np.concatenate([np.asarray(outline_color_vector), np.array([_na_hex] * _pad)])
+                if outline_color_source_vector is not None:
+                    outline_color_source_vector = pd.Categorical(
+                        list(outline_color_source_vector) + [None] * _pad,
+                        categories=outline_color_source_vector.categories,
+                    )
 
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
 
@@ -798,11 +853,14 @@ def _render_shapes(
                 na_color_hex,
             )
 
-        if col_for_outline_color is not None and col_for_outline_color not in transformed_element.columns:
+        # Always ride along under a dedicated internal column so we don't overwrite the
+        # fill column (which may share the same name when color and outline use the same key).
+        _outline_internal_col = "__sdp_outline_col__" if col_for_outline_color is not None else None
+        if _outline_internal_col is not None:
             if outline_color_source_vector is not None:
-                transformed_element[col_for_outline_color] = pd.Categorical(outline_color_source_vector)
+                transformed_element[_outline_internal_col] = pd.Categorical(outline_color_source_vector)
             else:
-                transformed_element[col_for_outline_color] = np.asarray(outline_color_vector)
+                transformed_element[_outline_internal_col] = np.asarray(outline_color_vector)
         _render_ds_outlines(
             cvs,
             transformed_element,
@@ -814,7 +872,7 @@ def _render_shapes(
             y_min=y_ext[0],
             outline_color_vector=outline_color_vector,
             outline_color_source_vector=outline_color_source_vector,
-            outline_col_name=col_for_outline_color,
+            outline_col_name=_outline_internal_col,
         )
 
         _cax = _render_ds_image(
@@ -954,6 +1012,7 @@ def _render_shapes(
         outline_col_for_color=col_for_outline_color,
         outline_color_source_vector=outline_color_source_vector,
         outline_color_vector=outline_color_vector,
+        outline_cmap_params=render_params.cmap_params,
     )
 
 
@@ -1999,19 +2058,65 @@ def _render_labels(
         coordinate_system=coordinate_system,
     )
 
+    # Outline color lookup must run BEFORE any masking so the returned vector aligns to
+    # the original instance_id. The same masks applied to fill below are then applied
+    # to the outline vectors to keep lengths consistent.
+    col_for_outline_color = render_params.col_for_outline_color
+    outline_table_name = render_params.outline_table_name
+    outline_color_source_vector: pd.Series | None = None
+    outline_color_vector: Any = None
+    if col_for_outline_color is not None:
+        outline_color_source_vector, outline_color_vector, _ = _set_color_source_vec(
+            sdata=sdata_filt,
+            element=label,
+            element_name=element,
+            value_to_plot=col_for_outline_color,
+            groups=None,
+            palette=palette,
+            na_color=render_params.cmap_params.na_color,
+            cmap_params=render_params.cmap_params,
+            table_name=outline_table_name,
+            table_layer=table_layer,
+            render_type="labels",
+            coordinate_system=coordinate_system,
+        )
+        # Align outline vector length to instance_id so the rasterize/groups masks
+        # (computed against instance_id) can be applied without IndexError. Mismatches
+        # arise when the outline table annotates a subset of the labels.
+        if outline_color_vector is not None and len(outline_color_vector) != len(instance_id):
+            _na_hex = render_params.cmap_params.na_color.get_hex_with_alpha()
+            _n = len(instance_id)
+            if len(outline_color_vector) > _n:
+                outline_color_vector = outline_color_vector[:_n]
+                if outline_color_source_vector is not None:
+                    outline_color_source_vector = outline_color_source_vector[:_n]
+            else:
+                _pad = _n - len(outline_color_vector)
+                outline_color_vector = np.concatenate([np.asarray(outline_color_vector), np.array([_na_hex] * _pad)])
+                if outline_color_source_vector is not None:
+                    outline_color_source_vector = pd.Categorical(
+                        list(outline_color_source_vector) + [None] * _pad,
+                        categories=outline_color_source_vector.categories,
+                    )
+
     # rasterize could have removed labels from label
     # only problematic if color is specified
-    if rasterize and col_for_color is not None:
+    if rasterize and (col_for_color is not None or col_for_outline_color is not None):
         labels_in_rasterized_image = np.unique(label.values)
         mask = np.isin(instance_id, labels_in_rasterized_image)
         instance_id = instance_id[mask]
-        color_vector = color_vector[mask]
-        if isinstance(color_vector.dtype, pd.CategoricalDtype):
-            color_vector = color_vector.remove_unused_categories()
-            assert color_source_vector is not None
-            color_source_vector = color_source_vector[mask]
-        else:
-            assert color_source_vector is None
+        if col_for_color is not None:
+            color_vector = color_vector[mask]
+            if isinstance(color_vector.dtype, pd.CategoricalDtype):
+                color_vector = color_vector.remove_unused_categories()
+                assert color_source_vector is not None  # noqa: S101
+                color_source_vector = color_source_vector[mask]
+            else:
+                assert color_source_vector is None  # noqa: S101
+        if outline_color_vector is not None:
+            outline_color_vector = outline_color_vector[mask]
+            if outline_color_source_vector is not None:
+                outline_color_source_vector = outline_color_source_vector[mask]
 
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
 
@@ -2037,46 +2142,16 @@ def _render_labels(
         color_vector = color_vector[keep_vec]
         if isinstance(color_vector.dtype, pd.CategoricalDtype):
             color_vector = color_vector.remove_unused_categories()
+        if outline_color_vector is not None:
+            _keep_arr = np.asarray(keep_vec)
+            outline_color_vector = outline_color_vector[_keep_arr]
+            if outline_color_source_vector is not None:
+                outline_color_source_vector = outline_color_source_vector[_keep_arr]
 
     # color_source_vector is None when the values aren't categorical
     if color_source_vector is None and render_params.transfunc is not None:
         color_vector = render_params.transfunc(color_vector)
 
-    col_for_outline_color = render_params.col_for_outline_color
-    outline_table_name = render_params.outline_table_name
-    outline_color_source_vector: pd.Series | None = None
-    outline_color_vector: Any = None
-    if col_for_outline_color is not None:
-        outline_color_source_vector, outline_color_vector, _ = _set_color_source_vec(
-            sdata=sdata_filt,
-            element=label,
-            element_name=element,
-            value_to_plot=col_for_outline_color,
-            groups=None,
-            palette=palette,
-            na_color=render_params.cmap_params.na_color,
-            cmap_params=render_params.cmap_params,
-            table_name=outline_table_name,
-            table_layer=table_layer,
-            render_type="labels",
-            coordinate_system=coordinate_system,
-        )
-        # Apply the same fill groups-keep filter so outline vectors align with instance_id
-        if (
-            groups is not None
-            and categorical
-            and color_source_vector is not None
-            and (_na.default_color_set or _na.is_fully_transparent())
-        ):
-            _keep_arr = np.asarray(color_source_vector.isin(groups))
-            # color_source_vector was already masked above; we need the pre-mask version,
-            # which we can reconstruct via length matching. If lengths still match the
-            # post-mask vector, no filter is needed (no-op). Otherwise mask now.
-            if outline_color_vector is not None and len(outline_color_vector) > len(instance_id):
-                outline_color_vector = outline_color_vector[_keep_arr]
-                if outline_color_source_vector is not None:
-                    outline_color_source_vector = outline_color_source_vector[_keep_arr]
-
     def _draw_labels(
         seg_erosionpx: int | None,
         seg_boundaries: bool,
@@ -2193,17 +2268,40 @@ def _draw_labels(
         ),
     )
 
-    if col_for_outline_color is not None and outline_color_source_vector is not None:
-        fill_has_legend = col_for_color is not None and color_source_vector is not None
-        _add_outline_legend(
-            ax=ax,
-            fig_params=fig_params,
-            outline_col=col_for_outline_color,
-            outline_color_source_vector=outline_color_source_vector,
-            outline_color_vector=outline_color_vector,
-            fill_has_legend=fill_has_legend,
-            legend_params=legend_params,
-        )
+    if col_for_outline_color is not None:
+        if outline_color_source_vector is not None:
+            fill_has_legend = col_for_color is not None and color_source_vector is not None
+            _add_outline_legend(
+                ax=ax,
+                fig_params=fig_params,
+                outline_col=col_for_outline_color,
+                outline_color_source_vector=outline_color_source_vector,
+                outline_color_vector=outline_color_vector,
+                fill_has_legend=fill_has_legend,
+                legend_params=legend_params,
+            )
+        elif colorbar_requests is not None and legend_params.colorbar and outline_color_vector is not None:
+            _arr = pd.to_numeric(pd.Series(np.asarray(outline_color_vector)), errors="coerce").to_numpy()
+            _finite = np.isfinite(_arr)
+            if _finite.any():
+                _norm = render_params.cmap_params.norm
+                _vmin = _norm.vmin if _norm.vmin is not None else float(np.nanmin(_arr[_finite]))
+                _vmax = _norm.vmax if _norm.vmax is not None else float(np.nanmax(_arr[_finite]))
+                if _vmin == _vmax:
+                    _vmin, _vmax = _vmin - 0.5, _vmax + 0.5
+                _outline_mappable = ScalarMappable(
+                    norm=Normalize(vmin=_vmin, vmax=_vmax),
+                    cmap=render_params.cmap_params.cmap,
+                )
+                colorbar_requests.append(
+                    ColorbarSpec(
+                        ax=ax,
+                        mappable=_outline_mappable,
+                        params=render_params.colorbar_params,
+                        label=f"outline: {col_for_outline_color}",
+                        alpha=alpha_to_decorate_ax,
+                    )
+                )
 
 
 def _normalise_to_range(values: np.ndarray, lo: float, hi: float) -> np.ndarray:
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index b1e11c63..975f0dc2 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -432,7 +432,7 @@ def _scale_pathpatch_around_centroid(pathpatch: mpatches.PathPatch, scale_factor
 
 
 def _color_vector_to_rgba(
-    color_vector: Any,
+    color_vector: Any | None,
     color_source_vector: pd.Series | None,
     cmap_params: CmapParams,
     n_rows: int,
@@ -1431,24 +1431,20 @@ def _map_color_seg(
 
     if seg_boundaries and outline_color_vector is not None:
         # Column-driven outline: build per-label colors from the outline vector and overlay
-        # on the eroded ring. Only Case A (categorical) and Case B (continuous) are reachable
-        # for this path, since a column was always specified by the user.
-        if outline_color_source_vector is not None and isinstance(
-            outline_color_vector.dtype if hasattr(outline_color_vector, "dtype") else None, pd.CategoricalDtype
-        ):
-            outline_val_im: ArrayLike = map_array(seg.copy(), cell_id, outline_color_vector.codes + 1)
-            outline_cols = colors.to_rgba_array(outline_color_vector.categories)
-        elif outline_color_source_vector is not None:
-            # Categorical column but color_vector is hex strings (most common case)
+        # on the eroded ring. Two cases (mirroring _set_color_source_vec's return contract):
+        #  - categorical: outline_color_source_vector is the source Categorical; outline_color_vector
+        #    holds hex strings aligned to cells.
+        #  - continuous: outline_color_source_vector is None; outline_color_vector is numeric.
+        if outline_color_source_vector is not None:
             cat = pd.Categorical(outline_color_source_vector)
             cat_codes = cat.codes
-            outline_val_im = map_array(seg.copy(), cell_id, cat_codes + 1)
-            # Use the actual color_vector (hex strings aligned to cells) deduped by category
+            outline_val_im: ArrayLike = map_array(seg.copy(), cell_id, cat_codes + 1)
             color_arr = np.asarray(outline_color_vector, dtype=object)
-            cat_colors: list[Any] = []
+            cat_colors: list[Any] = [na_color.get_hex_with_alpha()] * len(cat.categories)
             for cat_idx in range(len(cat.categories)):
                 first_match = np.where(cat_codes == cat_idx)[0]
-                cat_colors.append(color_arr[first_match[0]] if len(first_match) else na_color.get_hex_with_alpha())
+                if len(first_match):
+                    cat_colors[cat_idx] = color_arr[first_match[0]]
             outline_cols = colors.to_rgba_array(cat_colors)
         else:
             # Continuous: numeric values normalized via cmap
diff --git a/tests/pl/test_render_labels.py b/tests/pl/test_render_labels.py
index 6a89485b..b6b4f2b8 100644
--- a/tests/pl/test_render_labels.py
+++ b/tests/pl/test_render_labels.py
@@ -601,3 +601,30 @@ def test_labels_outline_color_literal_still_works(sdata_blobs: SpatialData):
     fig, ax = plt.subplots()
     sdata_blobs.pl.render_labels("blobs_labels", fill_alpha=0.0, outline_alpha=1.0, outline_color="red").pl.show(ax=ax)
     plt.close(fig)
+
+
+def test_labels_outline_color_outline_only_mode(sdata_blobs: SpatialData):
+    """Outline-only render (fill_alpha=0, outline_alpha>0) must color contour by the outline column."""
+    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_labels(
+        "blobs_labels",
+        fill_alpha=0.0,
+        outline_alpha=1.0,
+        outline_color="cluster",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_labels_outline_color_groups_filter_aligns(sdata_blobs: SpatialData):
+    """When `groups` filters the fill labels, the outline vector must be masked alongside it."""
+    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_labels(
+        "blobs_labels",
+        color="cluster",
+        groups=["c1"],
+        outline_alpha=1.0,
+        outline_color="stage",
+    ).pl.show(ax=ax)
+    plt.close(fig)
diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index 1372f798..d35467aa 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -1566,3 +1566,54 @@ def test_outline_color_column_stacked_legends(sdata_blobs: SpatialData):
     overlap_v = max(0.0, min(a.y1, b.y1) - max(a.y0, b.y0))
     assert overlap_h * overlap_v == 0.0, "Fill and outline legend bboxes overlap"
     plt.close(fig)
+
+
+def test_outline_color_column_groups_filter_aligns(sdata_blobs: SpatialData):
+    """When `groups` filters the fill, the outline vector must be masked alongside it."""
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    # This used to raise IndexError when outline vector wasn't filtered with the fill mask
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="cluster",
+        groups=["c1"],
+        outline_width=2,
+        outline_color="stage",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_column_collision_raises(sdata_blobs: SpatialData):
+    """If `outline_color` is a string that is both a matplotlib color and an obs column, raise."""
+    sdata_blobs["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * sdata_blobs["table"].n_obs)
+    sdata_blobs["table"].uns["spatialdata_attrs"]["region"] = "blobs_polygons"
+    n = sdata_blobs["table"].n_obs
+    # Add an obs column whose name shadows a real color
+    sdata_blobs["table"].obs["red"] = pd.Categorical((["a", "b"] * ((n + 1) // 2))[:n])
+    with pytest.raises(ValueError, match=r"ambiguous|matplotlib color name AND a column"):
+        sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="red", outline_alpha=1.0)
+
+
+def test_outline_color_datashader_continuous(sdata_blobs: SpatialData):
+    """Continuous outline column under datashader should render without error."""
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="white",
+        outline_width=2,
+        outline_color="value",
+        method="datashader",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_continuous_requests_colorbar(sdata_blobs: SpatialData):
+    """A continuous outline column should add a ColorbarSpec to colorbar_requests."""
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    sdata_blobs.pl.render_shapes("blobs_polygons", color="white", outline_width=2, outline_color="value").pl.show(ax=ax)
+    # Look for a colorbar artist labelled "outline: value"
+    cbar_axes = [a for a in fig.axes if "outline: value" in (a.get_ylabel(), a.get_xlabel(), a.get_title())]
+    assert cbar_axes, "Expected a colorbar for the continuous outline column"
+    plt.close(fig)

From 028b5db317f9aece25a0749fc3d191e7c3f1f595 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 17:09:46 +0200
Subject: [PATCH 03/14] Simplify outline-by-column implementation (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Reuse / dedup:
- Promote inline `reduction_function_map` (duplicated between
  `_render_ds_outline_by_column` and `_datashader_aggregate_with_function`)
  to a module constant `_DS_REDUCTION_FUNCS`.
- Extract `_align_outline_vector_to_length` for the pad/truncate logic
  shared by shapes (cross-table) and labels (rasterize alignment).
- Extract `_append_outline_colorbar` for the continuous-outline
  `ColorbarSpec` construction shared between `_add_legend_and_colorbar`
  and `_render_labels`.

Encapsulation:
- Promote the outline ride-along column name `"__sdp_outline_col__"` to a
  named module constant `_OUTLINE_INTERNAL_COL` in `_datashader.py`.
- Move the column attachment inside `_render_ds_outline_by_column` (via
  `.assign()`) so the rasterizer element isn't mutated by the caller.

Performance:
- Drop the unconditional `astype(float, copy=True)` in
  `_get_collection_shape`'s outline path: reuse the caller's array when
  it's already float (saves N×32 bytes per render).
---
 src/spatialdata_plot/pl/_datashader.py |  61 ++++------
 src/spatialdata_plot/pl/render.py      | 161 ++++++++++++-------------
 src/spatialdata_plot/pl/utils.py       |  63 +++++++---
 3 files changed, 147 insertions(+), 138 deletions(-)

diff --git a/src/spatialdata_plot/pl/_datashader.py b/src/spatialdata_plot/pl/_datashader.py
index 4f2b014c..722924af 100644
--- a/src/spatialdata_plot/pl/_datashader.py
+++ b/src/spatialdata_plot/pl/_datashader.py
@@ -20,6 +20,7 @@
 from spatialdata_plot._logging import logger
 from spatialdata_plot.pl.render_params import Color, FigParams, ShapesRenderParams
 from spatialdata_plot.pl.utils import (
+    _DS_REDUCTION_FUNCS,
     _ax_show_and_transform,
     _convert_alpha_to_datashader_range,
     _create_image_from_datashader_result,
@@ -39,6 +40,11 @@
 # missing (NaN) values.  Must not collide with realistic user category names.
 _DS_NAN_CATEGORY = "ds_nan"
 
+# Private column name under which the outline color vector is attached to the
+# datashader rasterizer element. Must not collide with a real user column;
+# the leading/trailing dunders are deliberate.
+_OUTLINE_INTERNAL_COL = "__sdp_outline_col__"
+
 # ---------------------------------------------------------------------------
 # Low-level helpers
 # ---------------------------------------------------------------------------
@@ -347,14 +353,13 @@ def _render_ds_outlines(
     y_min: float = 0.0,
     outline_color_vector: Any | None = None,
     outline_color_source_vector: pd.Series | None = None,
-    outline_col_name: str | None = None,
 ) -> None:
     """Aggregate, shade, and render shape outlines (outer and inner) with datashader.
 
-    When ``outline_col_name`` is provided, the outer outline is colored per-shape
-    using ``ds.by`` (categorical) or a numeric reduction (continuous) instead of
-    a single literal color. Column-based outline coloring is incompatible with
-    the two-outline form, so this path only affects the outer outline.
+    When ``outline_color_vector`` is provided, the outer outline is colored per-shape
+    via ``ds.by`` (categorical) or a numeric reduction (continuous) instead of a
+    single literal color. The two-outline form is rejected at validation, so this
+    only affects the outer outline.
     """
     ds_lw_factor = fig_params.fig.dpi / 72
     assert len(render_params.outline_alpha) == 2  # noqa: S101
@@ -368,11 +373,10 @@ def _render_ds_outlines(
         alpha = render_params.outline_alpha[idx]
         if alpha <= 0:
             continue
-        if idx == 0 and outline_col_name is not None:
+        if idx == 0 and outline_color_vector is not None:
             _render_ds_outline_by_column(
                 cvs=cvs,
                 transformed_element=transformed_element,
-                col_for_outline_color=outline_col_name,
                 outline_color_vector=outline_color_vector,
                 outline_color_source_vector=outline_color_source_vector,
                 cmap_params=render_params.cmap_params,
@@ -407,7 +411,6 @@ def _render_ds_outlines(
 def _render_ds_outline_by_column(
     cvs: Any,
     transformed_element: Any,
-    col_for_outline_color: str,
     outline_color_vector: Any | None,
     outline_color_source_vector: pd.Series | None,
     cmap_params: Any,
@@ -423,32 +426,31 @@ def _render_ds_outline_by_column(
 ) -> None:
     """Aggregate + shade an outline colored by an obs column via datashader.
 
-    Mirrors the fill pipeline but uses ``cvs.line`` so only the boundary is rasterized.
+    Two-outline form is not supported for column-driven outline coloring,
+    so this only renders the outer outline.
     """
     color_by_categorical = outline_color_source_vector is not None
     na_color_hex = _hex_no_alpha(cmap_params.na_color.get_hex())
 
-    # Caller (`_render_shapes` datashader branch) is responsible for attaching
-    # the outline column to ``transformed_element`` under a private internal name
-    # so we never overwrite the fill column when fill and outline share a key.
-    assert col_for_outline_color in transformed_element.columns, (  # noqa: S101
-        f"Outline column '{col_for_outline_color}' is not present on the rasterizer element. "
-        "This is a bug in the spatialdata-plot datashader pipeline."
-    )
+    # Attach the outline vector under a private column name so a fill column with
+    # the same key never gets overwritten. Use .assign() to avoid mutating the
+    # caller's dataframe.
+    if color_by_categorical:
+        cat_series = pd.Categorical(outline_color_source_vector)
+        attach_value: Any = _inject_ds_nan_sentinel(pd.Series(cat_series))
+    else:
+        attach_value = np.asarray(outline_color_vector)
+    transformed_element = transformed_element.assign(**{_OUTLINE_INTERNAL_COL: attach_value})
 
     if color_by_categorical:
-        cat_series = transformed_element[col_for_outline_color]
-        if not isinstance(cat_series.dtype, pd.CategoricalDtype):
-            cat_series = cat_series.astype("category")
-        transformed_element[col_for_outline_color] = _inject_ds_nan_sentinel(cat_series)
         agg_outline = cvs.line(
             transformed_element,
             geometry="geometry",
-            agg=ds.by(col_for_outline_color, ds.count()),
+            agg=ds.by(_OUTLINE_INTERNAL_COL, ds.count()),
             line_width=line_width,
         )
         color_key = _build_datashader_color_key(
-            _coerce_categorical_source(transformed_element[col_for_outline_color]),
+            _coerce_categorical_source(transformed_element[_OUTLINE_INTERNAL_COL]),
             outline_color_vector,
             na_color_hex,
         )
@@ -460,22 +462,11 @@ def _render_ds_outline_by_column(
         )
     else:
         reduction_name = ds_reduction if ds_reduction is not None else "max"
-        reduction_function_map = {
-            "sum": ds.sum,
-            "mean": ds.mean,
-            "any": ds.any,
-            "count": ds.count,
-            "std": ds.std,
-            "var": ds.var,
-            "max": ds.max,
-            "min": ds.min,
-        }
         try:
-            reduction_function = reduction_function_map[reduction_name](column=col_for_outline_color)
+            reduction_function = _DS_REDUCTION_FUNCS[reduction_name](column=_OUTLINE_INTERNAL_COL)
         except KeyError as e:
             raise ValueError(
-                f"Reduction '{reduction_name}' is not supported. "
-                f"Use one of: {', '.join(reduction_function_map.keys())}."
+                f"Reduction '{reduction_name}' is not supported. Use one of: {', '.join(_DS_REDUCTION_FUNCS.keys())}."
             ) from e
         agg_outline = cvs.line(
             transformed_element,
diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index 82bce475..eb22bb35 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -57,6 +57,7 @@
     ShapesRenderParams,
 )
 from spatialdata_plot.pl.utils import (
+    _align_outline_vector_to_length,
     _ax_show_and_transform,
     _check_obs_var_shadow,
     _color_vector_to_rgba,
@@ -405,29 +406,51 @@ def _add_legend_and_colorbar(
             and outline_cmap_params is not None
             and outline_color_vector is not None
         ):
-            # Continuous outline column: stack a second colorbar via colorbar_requests so
-            # the show pipeline lays it out next to the fill colorbar.
-            _arr = pd.to_numeric(pd.Series(np.asarray(outline_color_vector)), errors="coerce").to_numpy()
-            _finite = np.isfinite(_arr)
-            if _finite.any():
-                _norm = outline_cmap_params.norm
-                _vmin = _norm.vmin if _norm.vmin is not None else float(np.nanmin(_arr[_finite]))
-                _vmax = _norm.vmax if _norm.vmax is not None else float(np.nanmax(_arr[_finite]))
-                if _vmin == _vmax:
-                    _vmin, _vmax = _vmin - 0.5, _vmax + 0.5
-                _outline_mappable = ScalarMappable(
-                    norm=Normalize(vmin=_vmin, vmax=_vmax),
-                    cmap=outline_cmap_params.cmap,
-                )
-                colorbar_requests.append(
-                    ColorbarSpec(
-                        ax=ax,
-                        mappable=_outline_mappable,
-                        params=colorbar_params,
-                        label=f"outline: {outline_col_for_color}",
-                        alpha=alpha,
-                    )
-                )
+            _append_outline_colorbar(
+                colorbar_requests=colorbar_requests,
+                ax=ax,
+                outline_color_vector=outline_color_vector,
+                cmap_params=outline_cmap_params,
+                colorbar_params=colorbar_params,
+                outline_col=outline_col_for_color,
+                alpha=alpha,
+            )
+
+
+def _append_outline_colorbar(
+    colorbar_requests: list[ColorbarSpec],
+    ax: matplotlib.axes.SubplotBase,
+    outline_color_vector: Any,
+    cmap_params: CmapParams,
+    colorbar_params: dict[str, object] | None,
+    outline_col: str,
+    alpha: float,
+) -> None:
+    """Append a `ColorbarSpec` for a continuous outline column.
+
+    No-op when ``outline_color_vector`` has no finite values. Honors user-supplied
+    `vmin`/`vmax` on ``cmap_params.norm``; falls back to data range. Mirrors the
+    `vmin == vmax` ±0.5 expansion used by the fill colorbar.
+    """
+    arr = pd.to_numeric(pd.Series(np.asarray(outline_color_vector)), errors="coerce").to_numpy()
+    finite = np.isfinite(arr)
+    if not finite.any():
+        return
+    norm = cmap_params.norm
+    vmin = norm.vmin if norm.vmin is not None else float(np.nanmin(arr[finite]))
+    vmax = norm.vmax if norm.vmax is not None else float(np.nanmax(arr[finite]))
+    if vmin == vmax:
+        vmin, vmax = vmin - 0.5, vmax + 0.5
+    mappable = ScalarMappable(norm=Normalize(vmin=vmin, vmax=vmax), cmap=cmap_params.cmap)
+    colorbar_requests.append(
+        ColorbarSpec(
+            ax=ax,
+            mappable=mappable,
+            params=colorbar_params,
+            label=f"outline: {outline_col}",
+            alpha=alpha,
+        )
+    )
 
 
 def _add_outline_legend(
@@ -622,9 +645,10 @@ def _render_shapes(
             table_layer=table_layer,
             coordinate_system=coordinate_system,
         )
-        # Cross-table case: if fill and outline tables differ and the outline table
-        # does not annotate every row of the (fill-joined) element, _set_color_source_vec
-        # may return a shorter vector. Pad with na_color so per-shape alignment is preserved.
+        # Cross-table case: if fill and outline tables differ and the outline table does
+        # not annotate every row of the (fill-joined) element, the vector length will
+        # differ from the rendered element row count. Warn + align so per-shape lookup stays
+        # well-defined.
         _n_shapes = len(sdata_filt[element])
         if outline_color_vector is not None and len(outline_color_vector) != _n_shapes:
             logger.warning(
@@ -632,19 +656,12 @@ def _render_shapes(
                 f"element '{element}' under its fill-joined alignment "
                 f"({len(outline_color_vector)} of {_n_shapes} rows). Missing rows will use na_color."
             )
-            _na_hex = render_params.cmap_params.na_color.get_hex_with_alpha()
-            if len(outline_color_vector) > _n_shapes:
-                outline_color_vector = outline_color_vector[:_n_shapes]
-                if outline_color_source_vector is not None:
-                    outline_color_source_vector = outline_color_source_vector[:_n_shapes]
-            else:
-                _pad = _n_shapes - len(outline_color_vector)
-                outline_color_vector = np.concatenate([np.asarray(outline_color_vector), np.array([_na_hex] * _pad)])
-                if outline_color_source_vector is not None:
-                    outline_color_source_vector = pd.Categorical(
-                        list(outline_color_source_vector) + [None] * _pad,
-                        categories=outline_color_source_vector.categories,
-                    )
+            outline_color_vector, outline_color_source_vector = _align_outline_vector_to_length(
+                outline_color_vector,
+                outline_color_source_vector,
+                _n_shapes,
+                render_params.cmap_params.na_color,
+            )
 
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
 
@@ -853,14 +870,6 @@ def _render_shapes(
                 na_color_hex,
             )
 
-        # Always ride along under a dedicated internal column so we don't overwrite the
-        # fill column (which may share the same name when color and outline use the same key).
-        _outline_internal_col = "__sdp_outline_col__" if col_for_outline_color is not None else None
-        if _outline_internal_col is not None:
-            if outline_color_source_vector is not None:
-                transformed_element[_outline_internal_col] = pd.Categorical(outline_color_source_vector)
-            else:
-                transformed_element[_outline_internal_col] = np.asarray(outline_color_vector)
         _render_ds_outlines(
             cvs,
             transformed_element,
@@ -872,7 +881,6 @@ def _render_shapes(
             y_min=y_ext[0],
             outline_color_vector=outline_color_vector,
             outline_color_source_vector=outline_color_source_vector,
-            outline_col_name=_outline_internal_col,
         )
 
         _cax = _render_ds_image(
@@ -2080,24 +2088,15 @@ def _render_labels(
             render_type="labels",
             coordinate_system=coordinate_system,
         )
-        # Align outline vector length to instance_id so the rasterize/groups masks
-        # (computed against instance_id) can be applied without IndexError. Mismatches
-        # arise when the outline table annotates a subset of the labels.
-        if outline_color_vector is not None and len(outline_color_vector) != len(instance_id):
-            _na_hex = render_params.cmap_params.na_color.get_hex_with_alpha()
-            _n = len(instance_id)
-            if len(outline_color_vector) > _n:
-                outline_color_vector = outline_color_vector[:_n]
-                if outline_color_source_vector is not None:
-                    outline_color_source_vector = outline_color_source_vector[:_n]
-            else:
-                _pad = _n - len(outline_color_vector)
-                outline_color_vector = np.concatenate([np.asarray(outline_color_vector), np.array([_na_hex] * _pad)])
-                if outline_color_source_vector is not None:
-                    outline_color_source_vector = pd.Categorical(
-                        list(outline_color_source_vector) + [None] * _pad,
-                        categories=outline_color_source_vector.categories,
-                    )
+        # Align to instance_id so the rasterize/groups masks (computed against
+        # instance_id) can be applied without IndexError when the outline table
+        # annotates a subset of the labels.
+        outline_color_vector, outline_color_source_vector = _align_outline_vector_to_length(
+            outline_color_vector,
+            outline_color_source_vector,
+            len(instance_id),
+            render_params.cmap_params.na_color,
+        )
 
     # rasterize could have removed labels from label
     # only problematic if color is specified
@@ -2281,27 +2280,15 @@ def _draw_labels(
                 legend_params=legend_params,
             )
         elif colorbar_requests is not None and legend_params.colorbar and outline_color_vector is not None:
-            _arr = pd.to_numeric(pd.Series(np.asarray(outline_color_vector)), errors="coerce").to_numpy()
-            _finite = np.isfinite(_arr)
-            if _finite.any():
-                _norm = render_params.cmap_params.norm
-                _vmin = _norm.vmin if _norm.vmin is not None else float(np.nanmin(_arr[_finite]))
-                _vmax = _norm.vmax if _norm.vmax is not None else float(np.nanmax(_arr[_finite]))
-                if _vmin == _vmax:
-                    _vmin, _vmax = _vmin - 0.5, _vmax + 0.5
-                _outline_mappable = ScalarMappable(
-                    norm=Normalize(vmin=_vmin, vmax=_vmax),
-                    cmap=render_params.cmap_params.cmap,
-                )
-                colorbar_requests.append(
-                    ColorbarSpec(
-                        ax=ax,
-                        mappable=_outline_mappable,
-                        params=render_params.colorbar_params,
-                        label=f"outline: {col_for_outline_color}",
-                        alpha=alpha_to_decorate_ax,
-                    )
-                )
+            _append_outline_colorbar(
+                colorbar_requests=colorbar_requests,
+                ax=ax,
+                outline_color_vector=outline_color_vector,
+                cmap_params=render_params.cmap_params,
+                colorbar_params=render_params.colorbar_params,
+                outline_col=col_for_outline_color,
+                alpha=alpha_to_decorate_ax,
+            )
 
 
 def _normalise_to_range(values: np.ndarray, lo: float, hi: float) -> np.ndarray:
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index 975f0dc2..0ca8dbc7 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -431,6 +431,35 @@ def _scale_pathpatch_around_centroid(pathpatch: mpatches.PathPatch, scale_factor
     pathpatch.get_path().vertices = scaled_vertices
 
 
+def _align_outline_vector_to_length(
+    outline_color_vector: Any,
+    outline_color_source_vector: pd.Series | None,
+    n: int,
+    na_color: Color,
+) -> tuple[Any, pd.Series | None]:
+    """Pad or truncate the outline color vector(s) to length ``n``.
+
+    Used when the outline column annotates a different row count than the rendered
+    element (cross-table case, or rasterize-induced label drop). Missing entries
+    are filled with ``na_color`` (categorical: a None category; continuous: na hex).
+    """
+    if outline_color_vector is None or len(outline_color_vector) == n:
+        return outline_color_vector, outline_color_source_vector
+    if len(outline_color_vector) > n:
+        if outline_color_source_vector is not None:
+            outline_color_source_vector = outline_color_source_vector[:n]
+        return outline_color_vector[:n], outline_color_source_vector
+    pad = n - len(outline_color_vector)
+    na_hex = na_color.get_hex_with_alpha()
+    padded_vec = np.concatenate([np.asarray(outline_color_vector), np.array([na_hex] * pad)])
+    if outline_color_source_vector is not None:
+        outline_color_source_vector = pd.Categorical(
+            list(outline_color_source_vector) + [None] * pad,
+            categories=outline_color_source_vector.categories,
+        )
+    return padded_vec, outline_color_source_vector
+
+
 def _color_vector_to_rgba(
     color_vector: Any | None,
     color_source_vector: pd.Series | None,
@@ -474,7 +503,7 @@ def _color_vector_to_rgba(
             rgba[finite_mask] = cmap_params.cmap(used_norm(arr[finite_mask]))
         return rgba
 
-    # Object dtype: mix of numerics and color-likes (mirrors _get_collection_shape Case C)
+    # Object dtype: mix of numerics and color-like specs (apply cmap to the numeric subset only)
     series = pd.Series(arr, copy=False)
     num = pd.to_numeric(series, errors="coerce").to_numpy()
     is_num = np.isfinite(num)
@@ -600,8 +629,9 @@ def _as_rgba_array(x: Any) -> np.ndarray:
     if outline_alpha and outline_alpha > 0.0:
         outline_arr = np.asarray(outline_color) if not isinstance(outline_color, str) else None
         if outline_arr is not None and outline_arr.ndim == 2 and outline_arr.shape == (len(shapes), 4):
-            # Per-shape RGBA array: use row-wise, applying outline_alpha to the alpha channel.
-            outline_c_array = outline_arr.astype(float, copy=True)
+            # Per-shape RGBA array. Mutate in place when already float so we don't allocate twice
+            # on the hot path; otherwise upcast to a fresh float buffer.
+            outline_c_array = outline_arr if outline_arr.dtype == float else outline_arr.astype(float)
         else:
             outline_c_array = _as_rgba_array(outline_color)
         outline_c_array[..., -1] = outline_alpha
@@ -3745,6 +3775,18 @@ def _create_image_from_datashader_result(
     return rgba_image, trans_data
 
 
+_DS_REDUCTION_FUNCS: dict[str, Any] = {
+    "sum": ds.sum,
+    "mean": ds.mean,
+    "any": ds.any,
+    "count": ds.count,
+    "std": ds.std,
+    "var": ds.var,
+    "max": ds.max,
+    "min": ds.min,
+}
+
+
 def _datashader_aggregate_with_function(
     reduction: Literal["sum", "mean", "any", "count", "std", "var", "max", "min"] | None,
     cvs: Canvas,
@@ -3769,22 +3811,11 @@ def _datashader_aggregate_with_function(
     if reduction is None:
         reduction = "sum"
 
-    reduction_function_map = {
-        "sum": ds.sum,
-        "mean": ds.mean,
-        "any": ds.any,
-        "count": ds.count,
-        "std": ds.std,
-        "var": ds.var,
-        "max": ds.max,
-        "min": ds.min,
-    }
-
     try:
-        reduction_function = reduction_function_map[reduction](column=col_for_color)
+        reduction_function = _DS_REDUCTION_FUNCS[reduction](column=col_for_color)
     except KeyError as e:
         raise ValueError(
-            f"Reduction '{reduction}' is not supported. Please use one of: {', '.join(reduction_function_map.keys())}."
+            f"Reduction '{reduction}' is not supported. Please use one of: {', '.join(_DS_REDUCTION_FUNCS.keys())}."
         ) from e
 
     element_function_map = {

From b763376036543a5dc0b3a8336dc4270c1e8c03dc Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 17:47:54 +0200
Subject: [PATCH 04/14] Address second-pass review feedback (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Drop try/except wrapping the fig.canvas.draw() + get_window_extent()
  measurement in `_add_outline_legend`. The existing `anchor_y > 0`
  threshold already handles the degenerate-bbox case; raising on a real
  matplotlib backend failure is the correct behavior.
- Replace narrowing `assert ... # noqa: S101` with `typing.cast` in
  `_add_legend_and_colorbar`.
- Drop the `hasattr(outline_color_vector, "__getitem__")` defensive
  guard in `_render_shapes`' groups-mask block — by that point the
  vector is always an array/Series/Categorical.
- Document the in-place mutation of `(N, 4)` RGBA arrays passed as
  `outline_color` to `_get_collection_shape`.
- Drop the `na_color` parameter from `_align_outline_vector_to_length`:
  pad with NaN regardless of source-vector type so downstream code maps
  padded rows to na_color via the cmap. Categorical padding now skips
  the unused na-hex allocation.

Tests added:
- `_align_outline_vector_to_length`: no-op, truncate, continuous pad,
  categorical pad.
- Cross-table render: fill column in table A, outline column in table B.
- Datashader continuous outline respects an explicit `Normalize`.
---
 src/spatialdata_plot/pl/render.py | 32 +++++++++-----------
 src/spatialdata_plot/pl/utils.py  | 17 ++++++++---
 tests/pl/test_render_shapes.py    | 50 +++++++++++++++++++++++++++++++
 tests/pl/test_utils.py            | 46 ++++++++++++++++++++++++++++
 4 files changed, 123 insertions(+), 22 deletions(-)

diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index eb22bb35..f038b1c4 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -4,7 +4,7 @@
 from collections import abc
 from collections.abc import Sequence
 from copy import copy
-from typing import Any, Literal
+from typing import Any, Literal, cast
 
 import dask
 import dask.dataframe as dd
@@ -389,12 +389,13 @@ def _add_legend_and_colorbar(
         )
 
     if outline_has_decorations:
-        assert outline_col_for_color is not None  # narrowed by outline_has_decorations  # noqa: S101
+        # `outline_has_decorations` ensures the column name is set.
+        outline_col = cast(str, outline_col_for_color)
         if outline_color_source_vector is not None:
             _add_outline_legend(
                 ax=ax,
                 fig_params=fig_params,
-                outline_col=outline_col_for_color,
+                outline_col=outline_col,
                 outline_color_source_vector=outline_color_source_vector,
                 outline_color_vector=outline_color_vector,
                 fill_has_legend=fill_has_decorations and color_source_vector is not None,
@@ -412,7 +413,7 @@ def _add_legend_and_colorbar(
                 outline_color_vector=outline_color_vector,
                 cmap_params=outline_cmap_params,
                 colorbar_params=colorbar_params,
-                outline_col=outline_col_for_color,
+                outline_col=outline_col,
                 alpha=alpha,
             )
 
@@ -482,13 +483,14 @@ def _add_outline_legend(
         fill_legend = ax.get_legend()
         if fill_legend is not None:
             ax.add_artist(fill_legend)  # keep fill legend on the axes
-            try:
-                fig_params.fig.canvas.draw()
-                bbox_axes = fill_legend.get_window_extent().transformed(ax.transAxes.inverted())
-                anchor_y = float(bbox_axes.y0) - 0.02
-            except (AttributeError, ValueError, RuntimeError):
-                anchor_y = None
-
+            # Force layout so get_window_extent returns the real (not stale) bbox.
+            fig_params.fig.canvas.draw()
+            bbox_axes = fill_legend.get_window_extent().transformed(ax.transAxes.inverted())
+            anchor_y = float(bbox_axes.y0) - 0.02
+
+    # If the measured extent is degenerate (no fill legend, or its bbox sits at/below
+    # the axes' bottom edge), fall back to an opposite-anchor layout that still avoids
+    # overlap regardless of legend height.
     if anchor_y is not None and anchor_y > 0:
         loc = "upper left"
         anchor = (1.02, anchor_y)
@@ -660,7 +662,6 @@ def _render_shapes(
                 outline_color_vector,
                 outline_color_source_vector,
                 _n_shapes,
-                render_params.cmap_params.na_color,
             )
 
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
@@ -683,11 +684,7 @@ def _render_shapes(
             _keep_arr = np.asarray(keep)
             if outline_color_source_vector is not None:
                 outline_color_source_vector = outline_color_source_vector[_keep_arr]
-            outline_color_vector = (
-                outline_color_vector[_keep_arr]
-                if hasattr(outline_color_vector, "__getitem__")
-                else outline_color_vector
-            )
+            outline_color_vector = outline_color_vector[_keep_arr]
 
     # color_source_vector is None when the values aren't categorical
     if not values_are_categorical and render_params.transfunc is not None:
@@ -2095,7 +2092,6 @@ def _render_labels(
             outline_color_vector,
             outline_color_source_vector,
             len(instance_id),
-            render_params.cmap_params.na_color,
         )
 
     # rasterize could have removed labels from label
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index 0ca8dbc7..d041540d 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -435,13 +435,12 @@ def _align_outline_vector_to_length(
     outline_color_vector: Any,
     outline_color_source_vector: pd.Series | None,
     n: int,
-    na_color: Color,
 ) -> tuple[Any, pd.Series | None]:
     """Pad or truncate the outline color vector(s) to length ``n``.
 
     Used when the outline column annotates a different row count than the rendered
     element (cross-table case, or rasterize-induced label drop). Missing entries
-    are filled with ``na_color`` (categorical: a None category; continuous: na hex).
+    are padded with NaN so downstream code maps them to ``na_color``.
     """
     if outline_color_vector is None or len(outline_color_vector) == n:
         return outline_color_vector, outline_color_source_vector
@@ -450,13 +449,18 @@ def _align_outline_vector_to_length(
             outline_color_source_vector = outline_color_source_vector[:n]
         return outline_color_vector[:n], outline_color_source_vector
     pad = n - len(outline_color_vector)
-    na_hex = na_color.get_hex_with_alpha()
-    padded_vec = np.concatenate([np.asarray(outline_color_vector), np.array([na_hex] * pad)])
     if outline_color_source_vector is not None:
+        # Categorical: downstream picks one hex per category from rows that *have* a
+        # category. NaN-padded rows contribute no category, so the per-row hex pad is
+        # immaterial; pad with NaN to skip the allocation.
+        padded_vec = np.concatenate([np.asarray(outline_color_vector), np.full(pad, np.nan, dtype=object)])
         outline_color_source_vector = pd.Categorical(
             list(outline_color_source_vector) + [None] * pad,
             categories=outline_color_source_vector.categories,
         )
+    else:
+        # Continuous: numeric vector, pad with NaN so cmap maps padded rows to na_color.
+        padded_vec = np.concatenate([np.asarray(outline_color_vector, dtype=float), np.full(pad, np.nan)])
     return padded_vec, outline_color_source_vector
 
 
@@ -544,6 +548,11 @@ def _get_collection_shape(
       - a single color or a list of color specs.
 
     Only NaNs are painted with na_color; finite values are mapped via norm+cmap.
+
+    .. note::
+       When ``outline_color`` is passed as an ``(N, 4)`` RGBA array of dtype ``float``,
+       its alpha channel is mutated in place to apply ``outline_alpha``. Pass a copy
+       if you need to retain the original buffer.
     """
     cmap = kwargs["cmap"]
 
diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index d35467aa..33276e6e 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -1617,3 +1617,53 @@ def test_outline_color_continuous_requests_colorbar(sdata_blobs: SpatialData):
     cbar_axes = [a for a in fig.axes if "outline: value" in (a.get_ylabel(), a.get_xlabel(), a.get_title())]
     assert cbar_axes, "Expected a colorbar for the continuous outline column"
     plt.close(fig)
+
+
+def test_outline_color_cross_table(sdata_blobs: SpatialData):
+    """Fill column on table A, outline column on a separate table B."""
+    # Patch original table to annotate blobs_polygons with a fill column.
+    sdata_blobs["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * sdata_blobs["table"].n_obs)
+    sdata_blobs["table"].uns["spatialdata_attrs"]["region"] = "blobs_polygons"
+    n = sdata_blobs["table"].n_obs
+    sdata_blobs["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
+    # Build a second table that ALSO annotates blobs_polygons but with a different column.
+    adata2 = AnnData(get_standard_RNG().normal(size=(n, 2)))
+    adata2.var = pd.DataFrame({}, index=["g1", "g2"])
+    adata2.obs = pd.DataFrame(
+        {
+            "instance_id": list(range(n)),
+            "region": pd.Categorical(["blobs_polygons"] * n),
+            "stage": pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n]),
+        }
+    )
+    sdata_blobs["table_outline"] = TableModel.parse(
+        adata=adata2, region_key="region", instance_key="instance_id", region="blobs_polygons"
+    )
+    fig, ax = plt.subplots()
+    # Don't pin table_name — let validation auto-resolve each column to its annotating table.
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="cluster",
+        outline_width=2,
+        outline_color="stage",
+    ).pl.show(ax=ax)
+    plt.close(fig)
+
+
+def test_outline_color_ds_continuous_respects_explicit_norm(sdata_blobs: SpatialData):
+    """An explicit Normalize(vmin, vmax) must take effect on the datashader continuous outline path."""
+    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+    fig, ax = plt.subplots()
+    # vmin/vmax intentionally narrower than the data range so the shaded image clamps visibly
+    sdata_blobs.pl.render_shapes(
+        "blobs_polygons",
+        color="white",
+        outline_width=2,
+        outline_color="value",
+        norm=Normalize(vmin=0.2, vmax=0.8),
+        method="datashader",
+    ).pl.show(ax=ax)
+    # The datashader outline overlay is rendered as an AxesImage on top of the fill image.
+    axes_images = [c for c in ax.get_children() if isinstance(c, matplotlib.image.AxesImage)]
+    assert axes_images, "Expected at least one rendered AxesImage (outline overlay)"
+    plt.close(fig)
diff --git a/tests/pl/test_utils.py b/tests/pl/test_utils.py
index ab279d45..692d3bdb 100644
--- a/tests/pl/test_utils.py
+++ b/tests/pl/test_utils.py
@@ -519,3 +519,49 @@ def fake_rasterize(*args, **kwargs):
     assert captured["target_unit_to_pixels"] == pytest.approx(0.15, rel=1e-6), (
         f"Expected world-unit basis (0.15), got {captured['target_unit_to_pixels']}"
     )
+
+
+def test_align_outline_vector_no_op_on_match():
+    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
+
+    vec = np.array(["#ff0000", "#00ff00", "#0000ff"], dtype=object)
+    src = pd.Categorical(["a", "b", "a"])
+    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=3)
+    assert out_vec is vec
+    assert out_src is src
+
+
+def test_align_outline_vector_truncate():
+    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
+
+    vec = np.array(["#ff0000", "#00ff00", "#0000ff", "#000000"], dtype=object)
+    src = pd.Categorical(["a", "b", "a", "b"])
+    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=2)
+    assert len(out_vec) == 2
+    assert len(out_src) == 2
+    assert list(out_vec) == ["#ff0000", "#00ff00"]
+
+
+def test_align_outline_vector_pad_continuous():
+    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
+
+    vec = np.array([1.0, 2.0])
+    out_vec, out_src = _align_outline_vector_to_length(vec, None, n=4)
+    assert len(out_vec) == 4
+    assert out_vec[0] == 1.0
+    assert out_vec[1] == 2.0
+    assert np.isnan(out_vec[2:]).all()
+    assert out_src is None
+
+
+def test_align_outline_vector_pad_categorical():
+    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
+
+    vec = np.array(["#ff0000", "#00ff00"], dtype=object)
+    src = pd.Categorical(["a", "b"])
+    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=4)
+    assert len(out_vec) == 4
+    assert len(out_src) == 4
+    # padded source rows have no category
+    assert out_src.codes[-1] == -1
+    assert out_src.codes[-2] == -1

From 0b273a808c0a1efc3ba671832791a9acb6e8fa0e Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 22:43:32 +0200
Subject: [PATCH 05/14] Reduce outline-color test count to the user-visible
 behavior set (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

22 tests → 9 (5 are parametrize expansions). Dropped tests that:
- assert on internal render-params dataclass fields rather than rendered output
  (`test_outline_color_column_sets_render_params`, `*_literal_still_color`,
  `test_labels_outline_color_sets_render_params`, `*_literal_still_works`,
  `*_outline_only_mode`).
- duplicate coverage already exercised by other tests
  (four `_align_outline_vector_to_length` unit tests are now covered by the
  cross-table and groups-filter render tests).
- lock implementation details rather than behavior
  (`test_outline_color_continuous_requests_colorbar` introspects ColorbarSpec).

Folded `test_outline_color_column_continuous`, `*_column_datashader`,
`*_datashader_continuous`, `*_ds_continuous_respects_explicit_norm` into a
single parametrized `test_outline_color_column_renders[col,method,norm]`.
---
 tests/pl/test_render_labels.py | 29 -----------
 tests/pl/test_render_shapes.py | 91 +++++++---------------------------
 tests/pl/test_utils.py         | 46 -----------------
 3 files changed, 17 insertions(+), 149 deletions(-)

diff --git a/tests/pl/test_render_labels.py b/tests/pl/test_render_labels.py
index b6b4f2b8..6b612ae3 100644
--- a/tests/pl/test_render_labels.py
+++ b/tests/pl/test_render_labels.py
@@ -587,35 +587,6 @@ def test_labels_outline_color_obs_column_does_not_raise(sdata_blobs: SpatialData
     plt.close(fig)
 
 
-def test_labels_outline_color_sets_render_params(sdata_blobs: SpatialData):
-    from spatialdata_plot.pl.render_params import LabelsRenderParams
-
-    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
-    res = sdata_blobs.pl.render_labels("blobs_labels", outline_color="cluster", outline_alpha=1.0)
-    params: LabelsRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_labels"))
-    assert params.col_for_outline_color == "cluster"
-    assert params.outline_table_name == "table"
-
-
-def test_labels_outline_color_literal_still_works(sdata_blobs: SpatialData):
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_labels("blobs_labels", fill_alpha=0.0, outline_alpha=1.0, outline_color="red").pl.show(ax=ax)
-    plt.close(fig)
-
-
-def test_labels_outline_color_outline_only_mode(sdata_blobs: SpatialData):
-    """Outline-only render (fill_alpha=0, outline_alpha>0) must color contour by the outline column."""
-    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_labels(
-        "blobs_labels",
-        fill_alpha=0.0,
-        outline_alpha=1.0,
-        outline_color="cluster",
-    ).pl.show(ax=ax)
-    plt.close(fig)
-
-
 def test_labels_outline_color_groups_filter_aligns(sdata_blobs: SpatialData):
     """When `groups` filters the fill labels, the outline vector must be masked alongside it."""
     sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index 33276e6e..328ba317 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -1502,48 +1502,35 @@ def test_outline_color_as_obs_column_does_not_raise(sdata_blobs: SpatialData):
     plt.close(fig)
 
 
-def test_outline_color_column_sets_render_params(sdata_blobs: SpatialData):
-    from spatialdata_plot.pl.render_params import ShapesRenderParams
-
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    res = sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="cluster", outline_alpha=1.0)
-    params: ShapesRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_shapes"))
-    assert params.col_for_outline_color == "cluster"
-    assert params.outline_table_name == "table"
-
-
-def test_outline_color_literal_still_color(sdata_blobs: SpatialData):
-    """Passing a recognized color name should still produce a literal Color object."""
-    from spatialdata_plot.pl.render_params import Color, ShapesRenderParams
-
-    res = sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="red", outline_alpha=1.0)
-    params: ShapesRenderParams = next(v for k, v in res.plotting_tree.items() if k.endswith("_render_shapes"))
-    assert params.col_for_outline_color is None
-    assert isinstance(params.outline_params.outer_outline_color, Color)
-
-
 def test_outline_color_column_with_two_outlines_raises(sdata_blobs: SpatialData):
     sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
     with pytest.raises(ValueError, match="not supported with two outlines"):
         sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=(2.0, 0.5), outline_color="cluster")
 
 
-def test_outline_color_column_continuous(sdata_blobs: SpatialData):
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_shapes("blobs_polygons", color="white", outline_width=2, outline_color="value").pl.show(ax=ax)
-    plt.close(fig)
-
-
-def test_outline_color_column_datashader(sdata_blobs: SpatialData):
+@pytest.mark.parametrize(
+    ("column", "method", "norm"),
+    [
+        ("cluster", "matplotlib", None),
+        ("value", "matplotlib", None),
+        ("cluster", "datashader", None),
+        ("value", "datashader", None),
+        ("value", "datashader", Normalize(vmin=0.2, vmax=0.8)),
+    ],
+)
+def test_outline_color_column_renders(sdata_blobs: SpatialData, column: str, method: str, norm):
+    """Categorical + continuous outline columns render under both methods without raising,
+    and an explicit Normalize is accepted on the datashader continuous path."""
     sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
     fig, ax = plt.subplots()
+    kwargs = {"norm": norm} if norm is not None else {}
     sdata_blobs.pl.render_shapes(
         "blobs_polygons",
         color="white",
         outline_width=2,
-        outline_color="cluster",
-        method="datashader",
+        outline_color=column,
+        method=method,
+        **kwargs,
     ).pl.show(ax=ax)
     plt.close(fig)
 
@@ -1594,31 +1581,6 @@ def test_outline_color_column_collision_raises(sdata_blobs: SpatialData):
         sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=2, outline_color="red", outline_alpha=1.0)
 
 
-def test_outline_color_datashader_continuous(sdata_blobs: SpatialData):
-    """Continuous outline column under datashader should render without error."""
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_shapes(
-        "blobs_polygons",
-        color="white",
-        outline_width=2,
-        outline_color="value",
-        method="datashader",
-    ).pl.show(ax=ax)
-    plt.close(fig)
-
-
-def test_outline_color_continuous_requests_colorbar(sdata_blobs: SpatialData):
-    """A continuous outline column should add a ColorbarSpec to colorbar_requests."""
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_shapes("blobs_polygons", color="white", outline_width=2, outline_color="value").pl.show(ax=ax)
-    # Look for a colorbar artist labelled "outline: value"
-    cbar_axes = [a for a in fig.axes if "outline: value" in (a.get_ylabel(), a.get_xlabel(), a.get_title())]
-    assert cbar_axes, "Expected a colorbar for the continuous outline column"
-    plt.close(fig)
-
-
 def test_outline_color_cross_table(sdata_blobs: SpatialData):
     """Fill column on table A, outline column on a separate table B."""
     # Patch original table to annotate blobs_polygons with a fill column.
@@ -1648,22 +1610,3 @@ def test_outline_color_cross_table(sdata_blobs: SpatialData):
         outline_color="stage",
     ).pl.show(ax=ax)
     plt.close(fig)
-
-
-def test_outline_color_ds_continuous_respects_explicit_norm(sdata_blobs: SpatialData):
-    """An explicit Normalize(vmin, vmax) must take effect on the datashader continuous outline path."""
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    # vmin/vmax intentionally narrower than the data range so the shaded image clamps visibly
-    sdata_blobs.pl.render_shapes(
-        "blobs_polygons",
-        color="white",
-        outline_width=2,
-        outline_color="value",
-        norm=Normalize(vmin=0.2, vmax=0.8),
-        method="datashader",
-    ).pl.show(ax=ax)
-    # The datashader outline overlay is rendered as an AxesImage on top of the fill image.
-    axes_images = [c for c in ax.get_children() if isinstance(c, matplotlib.image.AxesImage)]
-    assert axes_images, "Expected at least one rendered AxesImage (outline overlay)"
-    plt.close(fig)
diff --git a/tests/pl/test_utils.py b/tests/pl/test_utils.py
index 692d3bdb..ab279d45 100644
--- a/tests/pl/test_utils.py
+++ b/tests/pl/test_utils.py
@@ -519,49 +519,3 @@ def fake_rasterize(*args, **kwargs):
     assert captured["target_unit_to_pixels"] == pytest.approx(0.15, rel=1e-6), (
         f"Expected world-unit basis (0.15), got {captured['target_unit_to_pixels']}"
     )
-
-
-def test_align_outline_vector_no_op_on_match():
-    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
-
-    vec = np.array(["#ff0000", "#00ff00", "#0000ff"], dtype=object)
-    src = pd.Categorical(["a", "b", "a"])
-    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=3)
-    assert out_vec is vec
-    assert out_src is src
-
-
-def test_align_outline_vector_truncate():
-    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
-
-    vec = np.array(["#ff0000", "#00ff00", "#0000ff", "#000000"], dtype=object)
-    src = pd.Categorical(["a", "b", "a", "b"])
-    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=2)
-    assert len(out_vec) == 2
-    assert len(out_src) == 2
-    assert list(out_vec) == ["#ff0000", "#00ff00"]
-
-
-def test_align_outline_vector_pad_continuous():
-    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
-
-    vec = np.array([1.0, 2.0])
-    out_vec, out_src = _align_outline_vector_to_length(vec, None, n=4)
-    assert len(out_vec) == 4
-    assert out_vec[0] == 1.0
-    assert out_vec[1] == 2.0
-    assert np.isnan(out_vec[2:]).all()
-    assert out_src is None
-
-
-def test_align_outline_vector_pad_categorical():
-    from spatialdata_plot.pl.utils import _align_outline_vector_to_length
-
-    vec = np.array(["#ff0000", "#00ff00"], dtype=object)
-    src = pd.Categorical(["a", "b"])
-    out_vec, out_src = _align_outline_vector_to_length(vec, src, n=4)
-    assert len(out_vec) == 4
-    assert len(out_src) == 4
-    # padded source rows have no category
-    assert out_src.codes[-1] == -1
-    assert out_src.codes[-2] == -1

From 8c2f16c347e3e3937b387277fae29c7d811e57e4 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 23:00:36 +0200
Subject: [PATCH 06/14] Second simplify pass: dedup helpers + latent join bug
 (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Extract `_join_table_for_element` (utils.py) to wrap the index-name
  workaround for scverse/spatialdata#1099 around `join_spatialelement_table`.
  Use from both the fill-side join in `_render_shapes` and the outline
  cross-table join. The outline path previously omitted the workaround
  and would have hit the same upstream bug on tables with name-colliding
  obs indices — this is now patched.
- Extract `_apply_mask_to_outline_vectors`: replaces 5-line duplicate
  blocks in `_render_shapes` (groups branch) and `_render_label`
  (rasterize + groups branches).
- Extract `_decorate_outline`: the "categorical legend | continuous
  colorbar" dispatch was duplicated between `_add_legend_and_colorbar`
  and the end of `_render_label`.
- Extract `_make_continuous_mappable`: the `vmin == vmax → ±0.5`
  fallback used by both `_build_ds_colorbar` and `_append_outline_colorbar`.
- Vectorize the categorical color-map loop in `_map_color_seg`'s
  outline branch: `for cat_idx in range(K): np.where(cat_codes == cat_idx)`
  → one `np.unique(cat_codes, return_index=True)` pass.

Net: -117 + 160 LOC across the three source files; one latent
correctness gap fixed; ~K-times fewer Python loop iterations on the
labels-with-categorical-outline hot path.
---
 src/spatialdata_plot/pl/_datashader.py |  11 +-
 src/spatialdata_plot/pl/render.py      | 187 +++++++++++--------------
 src/spatialdata_plot/pl/utils.py       |  79 ++++++++++-
 3 files changed, 160 insertions(+), 117 deletions(-)

diff --git a/src/spatialdata_plot/pl/_datashader.py b/src/spatialdata_plot/pl/_datashader.py
index 722924af..51fddeaf 100644
--- a/src/spatialdata_plot/pl/_datashader.py
+++ b/src/spatialdata_plot/pl/_datashader.py
@@ -28,6 +28,7 @@
     _datashader_map_aggregate_to_color,
     _datshader_get_how_kw_for_spread,
     _hex_no_alpha,
+    _make_continuous_mappable,
 )
 
 # ---------------------------------------------------------------------------
@@ -504,12 +505,4 @@ def _build_ds_colorbar(
         return None
     vmin = reduction_bounds[0].values if norm.vmin is None else norm.vmin
     vmax = reduction_bounds[1].values if norm.vmax is None else norm.vmax
-    if (norm.vmin is not None or norm.vmax is not None) and norm.vmin == norm.vmax:
-        assert norm.vmin is not None
-        assert norm.vmax is not None
-        vmin = norm.vmin - 0.5
-        vmax = norm.vmin + 0.5
-    return ScalarMappable(
-        norm=matplotlib.colors.Normalize(vmin=vmin, vmax=vmax),
-        cmap=cmap,
-    )
+    return _make_continuous_mappable(vmin, vmax, cmap)
diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index f038b1c4..80e1f053 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -24,7 +24,7 @@
 from matplotlib.colors import ListedColormap, Normalize
 from scanpy._settings import settings as sc_settings
 from scanpy.plotting._tools.scatterplots import _add_categorical_legend
-from spatialdata import get_extent, get_values, join_spatialelement_table
+from spatialdata import get_extent, get_values
 from spatialdata._core.query.relational_query import match_table_to_element
 from spatialdata.models import PointsModel, ShapesModel, get_table_keys
 from spatialdata.transformations import set_transformation
@@ -58,6 +58,7 @@
 )
 from spatialdata_plot.pl.utils import (
     _align_outline_vector_to_length,
+    _apply_mask_to_outline_vectors,
     _ax_show_and_transform,
     _check_obs_var_shadow,
     _color_vector_to_rgba,
@@ -69,6 +70,8 @@
     _get_extent_and_range_for_datashader_canvas,
     _get_linear_colormap,
     _hex_no_alpha,
+    _join_table_for_element,
+    _make_continuous_mappable,
     _map_color_seg,
     _maybe_set_colors,
     _mpl_ax_contains_elements,
@@ -388,34 +391,56 @@ def _add_legend_and_colorbar(
             ),
         )
 
-    if outline_has_decorations:
-        # `outline_has_decorations` ensures the column name is set.
-        outline_col = cast(str, outline_col_for_color)
-        if outline_color_source_vector is not None:
-            _add_outline_legend(
-                ax=ax,
-                fig_params=fig_params,
-                outline_col=outline_col,
-                outline_color_source_vector=outline_color_source_vector,
-                outline_color_vector=outline_color_vector,
-                fill_has_legend=fill_has_decorations and color_source_vector is not None,
-                legend_params=legend_params,
-            )
-        elif (
-            colorbar_requests is not None
-            and legend_params.colorbar
-            and outline_cmap_params is not None
-            and outline_color_vector is not None
-        ):
-            _append_outline_colorbar(
-                colorbar_requests=colorbar_requests,
-                ax=ax,
-                outline_color_vector=outline_color_vector,
-                cmap_params=outline_cmap_params,
-                colorbar_params=colorbar_params,
-                outline_col=outline_col,
-                alpha=alpha,
-            )
+    if outline_has_decorations and outline_cmap_params is not None:
+        _decorate_outline(
+            ax=ax,
+            fig_params=fig_params,
+            outline_col=cast(str, outline_col_for_color),
+            outline_color_source_vector=outline_color_source_vector,
+            outline_color_vector=outline_color_vector,
+            cmap_params=outline_cmap_params,
+            colorbar_params=colorbar_params,
+            colorbar_requests=colorbar_requests,
+            legend_params=legend_params,
+            fill_has_legend=fill_has_decorations and color_source_vector is not None,
+            alpha=alpha,
+        )
+
+
+def _decorate_outline(
+    ax: matplotlib.axes.SubplotBase,
+    fig_params: FigParams,
+    outline_col: str,
+    outline_color_source_vector: pd.Series | None,
+    outline_color_vector: Any,
+    cmap_params: CmapParams,
+    colorbar_params: dict[str, object] | None,
+    colorbar_requests: list[ColorbarSpec] | None,
+    legend_params: LegendParams,
+    fill_has_legend: bool,
+    alpha: float,
+) -> None:
+    """Dispatch a categorical legend or continuous colorbar for an outline column."""
+    if outline_color_source_vector is not None:
+        _add_outline_legend(
+            ax=ax,
+            fig_params=fig_params,
+            outline_col=outline_col,
+            outline_color_source_vector=outline_color_source_vector,
+            outline_color_vector=outline_color_vector,
+            fill_has_legend=fill_has_legend,
+            legend_params=legend_params,
+        )
+    elif colorbar_requests is not None and legend_params.colorbar and outline_color_vector is not None:
+        _append_outline_colorbar(
+            colorbar_requests=colorbar_requests,
+            ax=ax,
+            outline_color_vector=outline_color_vector,
+            cmap_params=cmap_params,
+            colorbar_params=colorbar_params,
+            outline_col=outline_col,
+            alpha=alpha,
+        )
 
 
 def _append_outline_colorbar(
@@ -440,13 +465,10 @@ def _append_outline_colorbar(
     norm = cmap_params.norm
     vmin = norm.vmin if norm.vmin is not None else float(np.nanmin(arr[finite]))
     vmax = norm.vmax if norm.vmax is not None else float(np.nanmax(arr[finite]))
-    if vmin == vmax:
-        vmin, vmax = vmin - 0.5, vmax + 0.5
-    mappable = ScalarMappable(norm=Normalize(vmin=vmin, vmax=vmax), cmap=cmap_params.cmap)
     colorbar_requests.append(
         ColorbarSpec(
             ax=ax,
-            mappable=mappable,
+            mappable=_make_continuous_mappable(vmin, vmax, cmap_params.cmap),
             params=colorbar_params,
             label=f"outline: {outline_col}",
             alpha=alpha,
@@ -556,36 +578,8 @@ def _render_shapes(
         shapes = sdata_filt[element]
     else:
         _check_instance_ids_overlap(sdata_filt, table_name, element, sdata_filt[element].index)
-
-        # Workaround for upstream spatialdata bug (scverse/spatialdata#1099):
-        # join_spatialelement_table calls table.obs.reset_index() which fails when
-        # the obs index name matches an existing column (e.g. "EntityID" in Merfish
-        # data). When that collision is present, the obs index may also be a
-        # non-RangeIndex of int dtype, which AnnData's `_normalize_index` rejects
-        # when the join indexes back into the table. Temporarily swap to a clean
-        # RangeIndex / drop the conflicting name; restore on exit.
-        _obs = sdata[table_name].obs
-        _saved_index_name = _obs.index.name
-        _saved_index: pd.Index | None = None
-        _name_collides = _saved_index_name is not None and _saved_index_name in _obs.columns
-        if _name_collides and not isinstance(_obs.index, pd.RangeIndex):
-            _saved_index = _obs.index
-            _obs.index = pd.RangeIndex(len(_obs))
-        elif _name_collides:
-            _obs.index.name = None
-
-        try:
-            element_dict, joined_table = join_spatialelement_table(
-                sdata, spatial_element_names=element, table_name=table_name, how="inner"
-            )
-        finally:
-            if _saved_index is not None:
-                _obs.index = _saved_index
-            _obs.index.name = _saved_index_name
-        sdata_filt[element] = shapes = element_dict[element]
-        joined_table.uns["spatialdata_attrs"]["region"] = (
-            joined_table.obs[joined_table.uns["spatialdata_attrs"]["region_key"]].unique().tolist()
-        )
+        joined_element, joined_table = _join_table_for_element(sdata, element, table_name)
+        sdata_filt[element] = shapes = joined_element
         sdata_filt[table_name] = table = joined_table
 
     shapes = sdata_filt[element]
@@ -621,19 +615,14 @@ def _render_shapes(
         # the element so the lookup is aligned and the element row count matches
         # the outline vector length.
         if outline_table_name is not None and outline_table_name != table_name:
-            _outline_dict, _joined_outline_table = join_spatialelement_table(
-                sdata_filt, spatial_element_names=element, table_name=outline_table_name, how="inner"
-            )
-            _joined_outline_table.uns["spatialdata_attrs"]["region"] = (
-                _joined_outline_table.obs[_joined_outline_table.uns["spatialdata_attrs"]["region_key"]]
-                .unique()
-                .tolist()
+            joined_outline_element, joined_outline_table = _join_table_for_element(
+                sdata_filt, element, outline_table_name
             )
-            sdata_filt[outline_table_name] = _joined_outline_table
+            sdata_filt[outline_table_name] = joined_outline_table
             # If no fill join happened, replace the element with the outline-joined version
             # so the per-shape outline vector length matches the rendered shapes.
             if table_name is None:
-                sdata_filt[element] = shapes = _outline_dict[element]
+                sdata_filt[element] = shapes = joined_outline_element
         outline_color_source_vector, outline_color_vector, _ = _set_color_source_vec(
             sdata=sdata_filt,
             element=sdata_filt[element],
@@ -681,10 +670,9 @@ def _render_shapes(
             return
         sdata_filt[element] = shapes
         if outline_color_vector is not None:
-            _keep_arr = np.asarray(keep)
-            if outline_color_source_vector is not None:
-                outline_color_source_vector = outline_color_source_vector[_keep_arr]
-            outline_color_vector = outline_color_vector[_keep_arr]
+            outline_color_vector, outline_color_source_vector = _apply_mask_to_outline_vectors(
+                outline_color_vector, outline_color_source_vector, keep
+            )
 
     # color_source_vector is None when the values aren't categorical
     if not values_are_categorical and render_params.transfunc is not None:
@@ -2109,9 +2097,9 @@ def _render_labels(
             else:
                 assert color_source_vector is None  # noqa: S101
         if outline_color_vector is not None:
-            outline_color_vector = outline_color_vector[mask]
-            if outline_color_source_vector is not None:
-                outline_color_source_vector = outline_color_source_vector[mask]
+            outline_color_vector, outline_color_source_vector = _apply_mask_to_outline_vectors(
+                outline_color_vector, outline_color_source_vector, mask
+            )
 
     _warn_groups_ignored_continuous(groups, color_source_vector, col_for_color)
 
@@ -2138,10 +2126,9 @@ def _render_labels(
         if isinstance(color_vector.dtype, pd.CategoricalDtype):
             color_vector = color_vector.remove_unused_categories()
         if outline_color_vector is not None:
-            _keep_arr = np.asarray(keep_vec)
-            outline_color_vector = outline_color_vector[_keep_arr]
-            if outline_color_source_vector is not None:
-                outline_color_source_vector = outline_color_source_vector[_keep_arr]
+            outline_color_vector, outline_color_source_vector = _apply_mask_to_outline_vectors(
+                outline_color_vector, outline_color_source_vector, keep_vec
+            )
 
     # color_source_vector is None when the values aren't categorical
     if color_source_vector is None and render_params.transfunc is not None:
@@ -2264,27 +2251,19 @@ def _draw_labels(
     )
 
     if col_for_outline_color is not None:
-        if outline_color_source_vector is not None:
-            fill_has_legend = col_for_color is not None and color_source_vector is not None
-            _add_outline_legend(
-                ax=ax,
-                fig_params=fig_params,
-                outline_col=col_for_outline_color,
-                outline_color_source_vector=outline_color_source_vector,
-                outline_color_vector=outline_color_vector,
-                fill_has_legend=fill_has_legend,
-                legend_params=legend_params,
-            )
-        elif colorbar_requests is not None and legend_params.colorbar and outline_color_vector is not None:
-            _append_outline_colorbar(
-                colorbar_requests=colorbar_requests,
-                ax=ax,
-                outline_color_vector=outline_color_vector,
-                cmap_params=render_params.cmap_params,
-                colorbar_params=render_params.colorbar_params,
-                outline_col=col_for_outline_color,
-                alpha=alpha_to_decorate_ax,
-            )
+        _decorate_outline(
+            ax=ax,
+            fig_params=fig_params,
+            outline_col=col_for_outline_color,
+            outline_color_source_vector=outline_color_source_vector,
+            outline_color_vector=outline_color_vector,
+            cmap_params=render_params.cmap_params,
+            colorbar_params=render_params.colorbar_params,
+            colorbar_requests=colorbar_requests,
+            legend_params=legend_params,
+            fill_has_legend=col_for_color is not None and color_source_vector is not None,
+            alpha=alpha_to_decorate_ax,
+        )
 
 
 def _normalise_to_range(values: np.ndarray, lo: float, hi: float) -> np.ndarray:
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index d041540d..ca5bf848 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -30,6 +30,7 @@
 from geopandas import GeoDataFrame
 from matplotlib import colors, patheffects, rcParams
 from matplotlib.axes import Axes
+from matplotlib.cm import ScalarMappable
 from matplotlib.collections import PatchCollection
 from matplotlib.colors import (
     ColorConverter,
@@ -61,6 +62,7 @@
     get_element_annotators,
     get_extent,
     get_values,
+    join_spatialelement_table,
     rasterize,
 )
 from spatialdata._core.query.relational_query import _locate_value
@@ -431,6 +433,73 @@ def _scale_pathpatch_around_centroid(pathpatch: mpatches.PathPatch, scale_factor
     pathpatch.get_path().vertices = scaled_vertices
 
 
+def _join_table_for_element(
+    sdata: sd.SpatialData,
+    element: str,
+    table_name: str,
+) -> tuple[Any, AnnData]:
+    """Inner-join ``element`` with its annotating ``table_name``.
+
+    Wraps the workaround for scverse/spatialdata#1099: ``join_spatialelement_table``
+    calls ``table.obs.reset_index()`` which fails when the obs index name matches
+    an existing column (e.g. "EntityID" in Merfish data). When that collision is
+    present, the obs index may also be a non-RangeIndex of int dtype, which
+    AnnData's ``_normalize_index`` rejects when the join indexes back into the
+    table. Temporarily swap to a clean RangeIndex / drop the conflicting name;
+    restore on exit.
+
+    Also patches ``joined_table.uns["spatialdata_attrs"]["region"]`` to the
+    actual unique regions after the join so downstream lookups see consistent
+    metadata.
+    """
+    _obs = sdata[table_name].obs
+    _saved_index_name = _obs.index.name
+    _saved_index: pd.Index | None = None
+    _name_collides = _saved_index_name is not None and _saved_index_name in _obs.columns
+    if _name_collides and not isinstance(_obs.index, pd.RangeIndex):
+        _saved_index = _obs.index
+        _obs.index = pd.RangeIndex(len(_obs))
+    elif _name_collides:
+        _obs.index.name = None
+
+    try:
+        element_dict, joined_table = join_spatialelement_table(
+            sdata, spatial_element_names=element, table_name=table_name, how="inner"
+        )
+    finally:
+        if _saved_index is not None:
+            _obs.index = _saved_index
+        _obs.index.name = _saved_index_name
+
+    joined_table.uns["spatialdata_attrs"]["region"] = (
+        joined_table.obs[joined_table.uns["spatialdata_attrs"]["region_key"]].unique().tolist()
+    )
+    return element_dict[element], joined_table
+
+
+def _make_continuous_mappable(vmin: float, vmax: float, cmap: Any) -> ScalarMappable:
+    """Build a ``ScalarMappable`` for a continuous colorbar, with a ±0.5 fallback when ``vmin == vmax``."""
+    if vmin == vmax:
+        vmin, vmax = vmin - 0.5, vmax + 0.5
+    return ScalarMappable(norm=Normalize(vmin=vmin, vmax=vmax), cmap=cmap)
+
+
+def _apply_mask_to_outline_vectors(
+    outline_color_vector: Any,
+    outline_color_source_vector: pd.Series | None,
+    mask: Any,
+) -> tuple[Any, pd.Series | None]:
+    """Apply a boolean ``keep`` mask to outline color vector(s).
+
+    Used to keep outline data aligned with the fill data after a ``groups``
+    or rasterize-based filter is applied to the rendered element.
+    """
+    arr = np.asarray(mask)
+    if outline_color_source_vector is not None:
+        outline_color_source_vector = outline_color_source_vector[arr]
+    return outline_color_vector[arr], outline_color_source_vector
+
+
 def _align_outline_vector_to_length(
     outline_color_vector: Any,
     outline_color_source_vector: pd.Series | None,
@@ -1479,11 +1548,13 @@ def _map_color_seg(
             cat_codes = cat.codes
             outline_val_im: ArrayLike = map_array(seg.copy(), cell_id, cat_codes + 1)
             color_arr = np.asarray(outline_color_vector, dtype=object)
+            # Pick the first per-cell hex for each category in one vectorized pass
+            # (avoids `K × O(N)` Python loops on large label sets).
             cat_colors: list[Any] = [na_color.get_hex_with_alpha()] * len(cat.categories)
-            for cat_idx in range(len(cat.categories)):
-                first_match = np.where(cat_codes == cat_idx)[0]
-                if len(first_match):
-                    cat_colors[cat_idx] = color_arr[first_match[0]]
+            unique_codes, first_indices = np.unique(cat_codes, return_index=True)
+            for code, idx in zip(unique_codes, first_indices, strict=True):
+                if code >= 0:
+                    cat_colors[code] = color_arr[idx]
             outline_cols = colors.to_rgba_array(cat_colors)
         else:
             # Continuous: numeric values normalized via cmap

From 9df58782f1d14776e4bc1fab01c20cfdad96e5de Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Thu, 21 May 2026 23:47:50 +0200
Subject: [PATCH 07/14] Replace outline-color smoke tests with visual
 reference-image tests (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Dropped non-visual tests whose only assertion was "did not raise":
- `test_outline_color_as_obs_column_does_not_raise`
- `test_outline_color_column_renders` (5 parametrize cases)
- `test_outline_color_column_stacked_legends` (bbox non-overlap was a proxy
  for "legends are visibly placed correctly")
- `test_labels_outline_color_obs_column_does_not_raise`

Added 6 visual `test_plot_*` tests gated against committed reference PNGs:
- TestShapes.test_plot_outline_color_by_categorical_obs (matplotlib)
- TestShapes.test_plot_outline_color_by_continuous_obs (matplotlib)
- TestShapes.test_plot_outline_color_by_categorical_obs_datashader
- TestShapes.test_plot_outline_color_by_continuous_obs_datashader
- TestShapes.test_plot_fill_and_outline_both_obs_columns (stacked legends)
- TestLabels.test_plot_outline_color_by_categorical_obs_labels

Kept the 5 non-visual tests for error paths and alignment regressions
(2-outline+column rejection, color/column collision, groups+outline
IndexError regression x2, cross-table join exercise) — these gate
behaviors that visual tests can't catch reliably.

Reference images will be generated on first CI run and committed from
the CI artifact, per project convention.
---
 tests/pl/test_render_labels.py |  36 +++++-----
 tests/pl/test_render_shapes.py | 128 ++++++++++++++-------------------
 2 files changed, 70 insertions(+), 94 deletions(-)

diff --git a/tests/pl/test_render_labels.py b/tests/pl/test_render_labels.py
index 6b612ae3..2024bd24 100644
--- a/tests/pl/test_render_labels.py
+++ b/tests/pl/test_render_labels.py
@@ -28,6 +28,16 @@
 #    ".png" is appended to <your_filename>, no need to set it
 
 
+def _annotate_labels_with_outline_columns(sdata: SpatialData) -> SpatialData:
+    """Patch the shared blobs fixture so its table annotates ``blobs_labels`` with categorical columns."""
+    sdata["table"].obs["region"] = pd.Categorical(["blobs_labels"] * sdata["table"].n_obs)
+    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_labels"
+    n = sdata["table"].n_obs
+    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
+    return sdata
+
+
 class TestLabels(PlotTester, metaclass=PlotTesterMeta):
     def test_plot_can_render_labels(self, sdata_blobs: SpatialData):
         sdata_blobs.pl.render_labels(element="blobs_labels").pl.show()
@@ -120,6 +130,12 @@ def test_plot_outline_uses_data_driven_colors(self, sdata_blobs: SpatialData):
             "blobs_labels", color="channel_0_sum", outline_alpha=1, fill_alpha=0, contour_px=10
         ).pl.show()
 
+    def test_plot_outline_color_by_categorical_obs_labels(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_labels(
+            "blobs_labels", fill_alpha=0, outline_alpha=1, outline_color="cluster", contour_px=10
+        ).pl.show()
+
     def test_plot_can_color_labels_by_continuous_variable(self, sdata_blobs: SpatialData):
         sdata_blobs.pl.render_labels("blobs_labels", color="channel_0_sum").pl.show()
 
@@ -567,26 +583,6 @@ def test_render_labels_raises_on_3d(scale_factors):
         plt.close(fig)
 
 
-def _annotate_labels_with_outline_columns(sdata: SpatialData) -> SpatialData:
-    """Patch the shared blobs fixture so its table annotates blobs_labels with categorical columns."""
-    sdata["table"].obs["region"] = pd.Categorical(["blobs_labels"] * sdata["table"].n_obs)
-    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_labels"
-    n = sdata["table"].n_obs
-    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
-    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
-    return sdata
-
-
-def test_labels_outline_color_obs_column_does_not_raise(sdata_blobs: SpatialData):
-    """Regression for #681 (labels variant): outline_color accepts an obs column name."""
-    sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_labels("blobs_labels", fill_alpha=0.0, outline_alpha=1.0, outline_color="cluster").pl.show(
-        ax=ax
-    )
-    plt.close(fig)
-
-
 def test_labels_outline_color_groups_filter_aligns(sdata_blobs: SpatialData):
     """When `groups` filters the fill labels, the outline vector must be masked alongside it."""
     sdata_blobs = _annotate_labels_with_outline_columns(sdata_blobs)
diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index 328ba317..1254bbcb 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -33,6 +33,20 @@
 #    ".png" is appended to <your_filename>, no need to set it
 
 
+def _annotate_polygons_with_outline_columns(sdata: SpatialData) -> SpatialData:
+    """Patch the shared blobs fixture so its table annotates ``blobs_polygons``.
+
+    Adds two categorical columns and one continuous column for the outline-color tests.
+    """
+    sdata["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * sdata["table"].n_obs)
+    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_polygons"
+    n = sdata["table"].n_obs
+    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
+    sdata["table"].obs["value"] = np.linspace(0.0, 1.0, n)
+    return sdata
+
+
 class TestShapes(PlotTester, metaclass=PlotTesterMeta):
     def test_plot_can_render_circles(self, sdata_blobs: SpatialData):
         sdata_blobs.pl.render_shapes(element="blobs_circles").pl.show()
@@ -62,6 +76,46 @@ def test_plot_can_render_polygons_with_rgba_colored_outline(self, sdata_blobs: S
             element="blobs_polygons", outline_alpha=1, outline_color=(0.0, 1.0, 0.0, 1.0)
         ).pl.show()
 
+    def test_plot_outline_color_by_categorical_obs(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_shapes(
+            "blobs_polygons", color="white", outline_alpha=1, outline_width=3, outline_color="cluster"
+        ).pl.show()
+
+    def test_plot_outline_color_by_continuous_obs(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_shapes(
+            "blobs_polygons", color="white", outline_alpha=1, outline_width=3, outline_color="value"
+        ).pl.show()
+
+    def test_plot_outline_color_by_categorical_obs_datashader(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_shapes(
+            "blobs_polygons",
+            color="white",
+            outline_alpha=1,
+            outline_width=3,
+            outline_color="cluster",
+            method="datashader",
+        ).pl.show()
+
+    def test_plot_outline_color_by_continuous_obs_datashader(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_shapes(
+            "blobs_polygons",
+            color="white",
+            outline_alpha=1,
+            outline_width=3,
+            outline_color="value",
+            method="datashader",
+        ).pl.show()
+
+    def test_plot_fill_and_outline_both_obs_columns(self, sdata_blobs: SpatialData):
+        sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
+        sdata_blobs.pl.render_shapes(
+            "blobs_polygons", color="cluster", outline_alpha=1, outline_width=3, outline_color="stage"
+        ).pl.show()
+
     def test_plot_can_render_empty_geometry(self, sdata_blobs: SpatialData):
         sdata_blobs.shapes["blobs_circles"].at[0, "geometry"] = gpd.points_from_xy([None], [None])[0]
         sdata_blobs.pl.render_shapes().pl.show()
@@ -1475,86 +1529,12 @@ def test_render_shapes_datashader_under_bbox_query_does_not_crash():
         plt.close(fig)
 
 
-def _annotate_polygons_with_outline_columns(sdata: SpatialData) -> SpatialData:
-    """Patch the shared blobs fixture so its table annotates ``blobs_polygons``.
-
-    Adds two categorical columns and one continuous column for the outline-color tests below.
-    """
-    sdata["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * sdata["table"].n_obs)
-    sdata["table"].uns["spatialdata_attrs"]["region"] = "blobs_polygons"
-    n = sdata["table"].n_obs
-    sdata["table"].obs["cluster"] = pd.Categorical((["c1", "c2"] * ((n + 1) // 2))[:n])
-    sdata["table"].obs["stage"] = pd.Categorical((["s1", "s2"] * ((n + 1) // 2))[:n])
-    sdata["table"].obs["value"] = np.linspace(0.0, 1.0, n)
-    return sdata
-
-
-def test_outline_color_as_obs_column_does_not_raise(sdata_blobs: SpatialData):
-    """Regression for #681: outline_color accepts an obs column name."""
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    sdata_blobs.pl.render_shapes(
-        "blobs_polygons",
-        color="white",
-        outline_width=2,
-        outline_color="cluster",
-    ).pl.show(ax=ax)
-    plt.close(fig)
-
-
 def test_outline_color_column_with_two_outlines_raises(sdata_blobs: SpatialData):
     sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
     with pytest.raises(ValueError, match="not supported with two outlines"):
         sdata_blobs.pl.render_shapes("blobs_polygons", outline_width=(2.0, 0.5), outline_color="cluster")
 
 
-@pytest.mark.parametrize(
-    ("column", "method", "norm"),
-    [
-        ("cluster", "matplotlib", None),
-        ("value", "matplotlib", None),
-        ("cluster", "datashader", None),
-        ("value", "datashader", None),
-        ("value", "datashader", Normalize(vmin=0.2, vmax=0.8)),
-    ],
-)
-def test_outline_color_column_renders(sdata_blobs: SpatialData, column: str, method: str, norm):
-    """Categorical + continuous outline columns render under both methods without raising,
-    and an explicit Normalize is accepted on the datashader continuous path."""
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots()
-    kwargs = {"norm": norm} if norm is not None else {}
-    sdata_blobs.pl.render_shapes(
-        "blobs_polygons",
-        color="white",
-        outline_width=2,
-        outline_color=column,
-        method=method,
-        **kwargs,
-    ).pl.show(ax=ax)
-    plt.close(fig)
-
-
-def test_outline_color_column_stacked_legends(sdata_blobs: SpatialData):
-    """Two stacked legends when both color and outline_color are columns; no bbox overlap."""
-    from matplotlib.legend import Legend
-
-    sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)
-    fig, ax = plt.subplots(figsize=(7, 4))
-    sdata_blobs.pl.render_shapes("blobs_polygons", color="cluster", outline_width=2, outline_color="stage").pl.show(
-        ax=ax
-    )
-    fig.canvas.draw()
-    legends = [c for c in ax.get_children() if isinstance(c, Legend)]
-    assert len(legends) == 2, f"Expected 2 legends, got {len(legends)}"
-    a = legends[0].get_window_extent().transformed(ax.transAxes.inverted())
-    b = legends[1].get_window_extent().transformed(ax.transAxes.inverted())
-    overlap_h = max(0.0, min(a.x1, b.x1) - max(a.x0, b.x0))
-    overlap_v = max(0.0, min(a.y1, b.y1) - max(a.y0, b.y0))
-    assert overlap_h * overlap_v == 0.0, "Fill and outline legend bboxes overlap"
-    plt.close(fig)
-
-
 def test_outline_color_column_groups_filter_aligns(sdata_blobs: SpatialData):
     """When `groups` filters the fill, the outline vector must be masked alongside it."""
     sdata_blobs = _annotate_polygons_with_outline_columns(sdata_blobs)

From 947b8f89539392c89cd17996fba42db05c5c7e81 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:07:33 +0200
Subject: [PATCH 08/14] Fix outline-vector alignment when only outline has a
 table (#681)

For `render_labels` with `outline_color="<obs col>"` but no `color=` (or
fill column without a table), the labels render previously derived
`instance_id` from `np.unique(label.values)` and pulled the outline
vector from the table in table-row order. The two were positionally
misaligned: position 0 of `instance_id` is the background label 0,
position 0 of the outline vector is the first table row.

Result: every label was colored by the wrong row's category. With an
alternating c1/c2 column on a fixture where the table doesn't cover all
label values, this collapsed to roughly all-c2 in the rendered image.

Fix: promote `outline_table_name` to drive instance_id derivation when
fill has no table. The outline vector then aligns to `instance_id` via
the table's `instance_key`, matching the existing fill-with-table path.
---
 src/spatialdata_plot/pl/render.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index 80e1f053..ba0ddfe8 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -1966,6 +1966,13 @@ def _render_labels(
     groups = render_params.groups
     scale = render_params.scale
 
+    # When fill is a literal (no `color=` column) but outline points to an obs column,
+    # promote the outline table to be the "active" table for instance_id derivation so
+    # the outline color vector aligns to label IDs by the table's instance_key rather
+    # than by positional index.
+    if table_name is None and render_params.outline_table_name is not None:
+        table_name = render_params.outline_table_name
+
     _check_obs_var_shadow(sdata, element, col_for_color, table_name)
 
     # filter_tables=False: match_table_to_element below already filters per

From 193086fcb2aeaca3b99856a46985ed6239ca86d2 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:18:23 +0200
Subject: [PATCH 09/14] Fix datashader outline column-attach using positional
 assignment (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

`transformed_element.assign(col=series)` aligns by index. When the
post-inner-join element carries a non-contiguous index (e.g.
[0, 2, 5, ...]) but the outline source vector is built with a default
RangeIndex(0..n-1), rows whose indices don't intersect get NaN. Those
NaNs are then lifted to the `ds_nan` sentinel by `_inject_ds_nan_sentinel`,
and one polygon ends up rendered as `na_color` instead of its real
category — visible as a gray outline among otherwise correctly-colored
polygons on the Linux CI runners.

The matplotlib path is unaffected because it goes through
`_color_vector_to_rgba`, which operates positionally.

Fix: assign positionally via `df[col] = pd.Categorical(...)` (which uses
position-based assignment for ExtensionArray-typed RHS), on an explicit
copy so the caller's dataframe is not mutated.
---
 src/spatialdata_plot/pl/_datashader.py | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/src/spatialdata_plot/pl/_datashader.py b/src/spatialdata_plot/pl/_datashader.py
index 51fddeaf..3b6d9bcf 100644
--- a/src/spatialdata_plot/pl/_datashader.py
+++ b/src/spatialdata_plot/pl/_datashader.py
@@ -433,15 +433,21 @@ def _render_ds_outline_by_column(
     color_by_categorical = outline_color_source_vector is not None
     na_color_hex = _hex_no_alpha(cmap_params.na_color.get_hex())
 
-    # Attach the outline vector under a private column name so a fill column with
-    # the same key never gets overwritten. Use .assign() to avoid mutating the
-    # caller's dataframe.
+    # Attach the outline vector under a private column name so a fill column with the
+    # same key never gets overwritten. Assign positionally (via a Series indexed to the
+    # element) — `.assign(col=series)` aligns by index, which silently inserts NaN when
+    # the element's index is non-contiguous (e.g. after an inner-join). The NaNs would
+    # then be lifted to the `ds_nan` sentinel and one polygon's outline would render as
+    # `na_color` instead of its real category.
+    transformed_element = transformed_element.copy()
     if color_by_categorical:
-        cat_series = pd.Categorical(outline_color_source_vector)
-        attach_value: Any = _inject_ds_nan_sentinel(pd.Series(cat_series))
+        cat = pd.Categorical(outline_color_source_vector)
+        attach_cat = _inject_ds_nan_sentinel(pd.Series(cat))
+        transformed_element[_OUTLINE_INTERNAL_COL] = pd.Categorical(
+            attach_cat.to_numpy(), categories=attach_cat.cat.categories
+        )
     else:
-        attach_value = np.asarray(outline_color_vector)
-    transformed_element = transformed_element.assign(**{_OUTLINE_INTERNAL_COL: attach_value})
+        transformed_element[_OUTLINE_INTERNAL_COL] = np.asarray(outline_color_vector)
 
     if color_by_categorical:
         agg_outline = cvs.line(

From 7fc1f88847efbfa357e4ddb5e01bc3f36aee9fb4 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:27:52 +0200
Subject: [PATCH 10/14] Add reference images for outline-color-by-column visual
 tests (#681)

---
 ..._outline_color_by_categorical_obs_labels.png | Bin 0 -> 56558 bytes
 ...Shapes_fill_and_outline_both_obs_columns.png | Bin 0 -> 29926 bytes
 .../Shapes_outline_color_by_categorical_obs.png | Bin 0 -> 29897 bytes
 ...line_color_by_categorical_obs_datashader.png | Bin 0 -> 30486 bytes
 .../Shapes_outline_color_by_continuous_obs.png  | Bin 0 -> 24998 bytes
 ...tline_color_by_continuous_obs_datashader.png | Bin 0 -> 25505 bytes
 6 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 tests/_images/Labels_outline_color_by_categorical_obs_labels.png
 create mode 100644 tests/_images/Shapes_fill_and_outline_both_obs_columns.png
 create mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs.png
 create mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs_datashader.png
 create mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs.png
 create mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs_datashader.png

diff --git a/tests/_images/Labels_outline_color_by_categorical_obs_labels.png b/tests/_images/Labels_outline_color_by_categorical_obs_labels.png
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HcmV?d00001


From 87ac70399bf2ee6e251cb6ae66d6c84e02dd819d Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:37:34 +0200
Subject: [PATCH 11/14] User-controllable legend titles for fill/outline (#681)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Drop the hardcoded `outline: <col>` prefix on the outline categorical
legend and the outline continuous colorbar. Behavior:

- Single colored channel (fill OR outline) → no title on the legend.
- Both colored channels → auto-title `fill` / `outline` so the user
  can tell which is which.
- New kwargs on `pl.show()`: `legend_title` (fill) and
  `outline_legend_title` (outline). Either overrides the auto-title;
  pass an empty string to suppress.

The fill legend now also supports a title: scanpy's
`_add_categorical_legend` doesn't accept one, so it's set post-hoc on
`ax.get_legend()`.

Stale visual reference images are removed in this commit so CI
regenerates them for the new title behavior.
---
 src/spatialdata_plot/pl/basic.py              |  10 ++++++
 src/spatialdata_plot/pl/render.py             |  29 ++++++++++++++++--
 src/spatialdata_plot/pl/render_params.py      |   5 +++
 src/spatialdata_plot/pl/utils.py              |   5 +++
 ...utline_color_by_categorical_obs_labels.png | Bin 56558 -> 0 bytes
 ...apes_fill_and_outline_both_obs_columns.png | Bin 29926 -> 0 bytes
 ...hapes_outline_color_by_categorical_obs.png | Bin 29897 -> 0 bytes
 ...ne_color_by_categorical_obs_datashader.png | Bin 30486 -> 0 bytes
 ...Shapes_outline_color_by_continuous_obs.png | Bin 24998 -> 0 bytes
 ...ine_color_by_continuous_obs_datashader.png | Bin 25505 -> 0 bytes
 10 files changed, 47 insertions(+), 2 deletions(-)
 delete mode 100644 tests/_images/Labels_outline_color_by_categorical_obs_labels.png
 delete mode 100644 tests/_images/Shapes_fill_and_outline_both_obs_columns.png
 delete mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs.png
 delete mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs_datashader.png
 delete mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs.png
 delete mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs_datashader.png

diff --git a/src/spatialdata_plot/pl/basic.py b/src/spatialdata_plot/pl/basic.py
index 8545f71a..4d32ff8b 100644
--- a/src/spatialdata_plot/pl/basic.py
+++ b/src/spatialdata_plot/pl/basic.py
@@ -1058,6 +1058,8 @@ def show(
         na_in_legend: bool = True,
         colorbar: bool = True,
         colorbar_params: dict[str, object] | None = None,
+        legend_title: str | None = None,
+        outline_legend_title: str | None = None,
         wspace: float | None = None,
         hspace: float = 0.25,
         ncols: int = 4,
@@ -1102,6 +1104,12 @@ def show(
         colorbar_params : dict[str, object] | None
             Global overrides passed to colorbars for all axes. Accepts the same keys as per-layer ``colorbar_params``
             (e.g., ``loc``, ``width``, ``pad``, ``label``).
+        legend_title : str | None
+            Title for the fill categorical legend. When both fill and outline are colored by an obs column, the
+            two legends default to ``"fill"`` / ``"outline"`` to disambiguate; pass an explicit string to override
+            the fill title. Set to ``None`` (default) to keep the auto-title behavior.
+        outline_legend_title : str | None
+            Title for the outline categorical legend. Mirrors ``legend_title`` for the outline channel.
         wspace : float | None
             Horizontal spacing between panels (passed to :class:`matplotlib.gridspec.GridSpec`).
         hspace : float, default 0.25
@@ -1338,6 +1346,8 @@ def show(
             legend_fontoutline=legend_fontoutline,
             na_in_legend=na_in_legend,
             colorbar=colorbar,
+            legend_title=legend_title,
+            outline_legend_title=outline_legend_title,
         )
 
         def _draw_colorbar(
diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index ba0ddfe8..fb9325f3 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -366,6 +366,14 @@ def _add_legend_and_colorbar(
     )
 
     if fill_has_decorations:
+        # Auto-title the fill legend only when an outline legend will also be drawn.
+        outline_legend_will_render = outline_has_decorations and outline_color_source_vector is not None
+        if legend_params.legend_title is not None:
+            fill_title: str | None = legend_params.legend_title or None
+        elif outline_legend_will_render and color_source_vector is not None:
+            fill_title = "fill"
+        else:
+            fill_title = None
         _decorate_axs(
             ax=ax,
             cax=cax,
@@ -389,6 +397,7 @@ def _add_legend_and_colorbar(
                 colorbar_params,
                 col_for_color if isinstance(col_for_color, str) else None,
             ),
+            legend_title=fill_title,
         )
 
     if outline_has_decorations and outline_cmap_params is not None:
@@ -470,7 +479,7 @@ def _append_outline_colorbar(
             ax=ax,
             mappable=_make_continuous_mappable(vmin, vmax, cmap_params.cmap),
             params=colorbar_params,
-            label=f"outline: {outline_col}",
+            label=outline_col,
             alpha=alpha,
         )
     )
@@ -520,9 +529,16 @@ def _add_outline_legend(
         loc = "lower left" if fill_has_legend else "center left"
         anchor = (1.02, 0.0) if fill_has_legend else (1.0, 0.5)
 
+    # Auto-title only when a fill legend is also present (so the user can tell which is which).
+    # User-provided `outline_legend_title` always wins; pass empty string to suppress.
+    if legend_params.outline_legend_title is not None:
+        title = legend_params.outline_legend_title or None
+    else:
+        title = "outline" if fill_has_legend else None
+
     ax.legend(
         handles=outline_handles,
-        title=f"outline: {outline_col}",
+        title=title,
         frameon=False,
         loc=loc,
         bbox_to_anchor=anchor,
@@ -2232,6 +2248,14 @@ def _draw_labels(
         is_continuous=col_for_color is not None and color_source_vector is None and not categorical,
     )
 
+    # Auto-title the fill legend only when an outline legend will also be drawn.
+    outline_legend_will_render = col_for_outline_color is not None and outline_color_source_vector is not None
+    if legend_params.legend_title is not None:
+        fill_title: str | None = legend_params.legend_title or None
+    elif outline_legend_will_render and color_source_vector is not None:
+        fill_title = "fill"
+    else:
+        fill_title = None
     _ = _decorate_axs(
         ax=ax,
         cax=cax,
@@ -2255,6 +2279,7 @@ def _draw_labels(
             render_params.colorbar_params,
             col_for_color if isinstance(col_for_color, str) else None,
         ),
+        legend_title=fill_title,
     )
 
     if col_for_outline_color is not None:
diff --git a/src/spatialdata_plot/pl/render_params.py b/src/spatialdata_plot/pl/render_params.py
index 48ef621c..1d18a725 100644
--- a/src/spatialdata_plot/pl/render_params.py
+++ b/src/spatialdata_plot/pl/render_params.py
@@ -188,6 +188,11 @@ class LegendParams:
     legend_fontoutline: int | None = None
     na_in_legend: bool = True
     colorbar: bool = True
+    # Optional explicit titles for the fill / outline categorical legends. When unset,
+    # both legends are untitled unless both fill and outline are colored by an obs
+    # column, in which case they default to "fill" / "outline" to disambiguate.
+    legend_title: str | None = None
+    outline_legend_title: str | None = None
 
 
 @dataclass
diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index ca5bf848..66317748 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1977,6 +1977,7 @@ def _decorate_axs(
     colorbar_params: dict[str, object] | None = None,
     colorbar_requests: list[ColorbarSpec] | None = None,
     colorbar_label: str | None = None,
+    legend_title: str | None = None,
 ) -> Axes:
     if value_to_plot is not None:
         # if only dots were plotted without an associated value
@@ -2012,6 +2013,10 @@ def _decorate_axs(
                 na_in_legend=na_in_legend,
                 multi_panel=fig_params.axs is not None,
             )
+            # scanpy's helper doesn't accept a title; set it post-hoc so the user can
+            # disambiguate fill vs outline when both legends are drawn.
+            if legend_title is not None and (legend := ax.get_legend()) is not None:
+                legend.set_title(legend_title)
         elif colorbar and colorbar_requests is not None and cax is not None:
             colorbar_requests.append(
                 ColorbarSpec(
diff --git a/tests/_images/Labels_outline_color_by_categorical_obs_labels.png b/tests/_images/Labels_outline_color_by_categorical_obs_labels.png
deleted file mode 100644
index ac7fde1cf65204eca4f677c21e41e63c97341ffa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 74ec8cffbe6edafed2aca02f9dd94ab4c7ff89d1 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:44:27 +0200
Subject: [PATCH 12/14] Refresh outline-color reference images for new title
 behavior (#681)

---
 ..._outline_color_by_categorical_obs_labels.png | Bin 0 -> 60132 bytes
 ...Shapes_fill_and_outline_both_obs_columns.png | Bin 0 -> 29932 bytes
 .../Shapes_outline_color_by_categorical_obs.png | Bin 0 -> 29321 bytes
 ...line_color_by_categorical_obs_datashader.png | Bin 0 -> 30768 bytes
 .../Shapes_outline_color_by_continuous_obs.png  | Bin 0 -> 23983 bytes
 ...tline_color_by_continuous_obs_datashader.png | Bin 0 -> 24467 bytes
 6 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 tests/_images/Labels_outline_color_by_categorical_obs_labels.png
 create mode 100644 tests/_images/Shapes_fill_and_outline_both_obs_columns.png
 create mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs.png
 create mode 100644 tests/_images/Shapes_outline_color_by_categorical_obs_datashader.png
 create mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs.png
 create mode 100644 tests/_images/Shapes_outline_color_by_continuous_obs_datashader.png

diff --git a/tests/_images/Labels_outline_color_by_categorical_obs_labels.png b/tests/_images/Labels_outline_color_by_categorical_obs_labels.png
new file mode 100644
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From ab27b46590837890a9315afbca0530b03731d0b2 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:50:13 +0200
Subject: [PATCH 13/14] Stack fill+outline legends from the top of the right
 margin (#681)

Scanpy's `_add_categorical_legend` anchors the fill legend at
`bbox_to_anchor=(1, 0.5)` (vertically centered). With a second legend
added below for outline-by-column, the two looked unbalanced: fill at
the vertical center, outline below it, with a visible gap.

Reposition the fill legend to `(1.02, 1.0) loc='upper left'` whenever
an outline legend will be drawn alongside, so the two stack from the
top with consistent spacing. Single-legend rendering is unchanged
(no second legend, no reposition).

The Shapes_fill_and_outline_both_obs_columns reference is regenerated
on CI.
---
 src/spatialdata_plot/pl/render.py               |   7 +++++++
 ...Shapes_fill_and_outline_both_obs_columns.png | Bin 29932 -> 0 bytes
 2 files changed, 7 insertions(+)
 delete mode 100644 tests/_images/Shapes_fill_and_outline_both_obs_columns.png

diff --git a/src/spatialdata_plot/pl/render.py b/src/spatialdata_plot/pl/render.py
index fb9325f3..b4db9ed5 100644
--- a/src/spatialdata_plot/pl/render.py
+++ b/src/spatialdata_plot/pl/render.py
@@ -513,6 +513,13 @@ def _add_outline_legend(
     if fill_has_legend:
         fill_legend = ax.get_legend()
         if fill_legend is not None:
+            # Reposition the fill legend to the top of the right margin so the two
+            # stack contiguously. Scanpy's default `bbox_to_anchor=(1, 0.5)` centers
+            # the fill legend vertically, which looks unbalanced once a second legend
+            # is added below.
+            fill_legend.set_bbox_to_anchor((1.02, 1.0))
+            if hasattr(fill_legend, "set_loc"):
+                fill_legend.set_loc("upper left")
             ax.add_artist(fill_legend)  # keep fill legend on the axes
             # Force layout so get_window_extent returns the real (not stale) bbox.
             fig_params.fig.canvas.draw()
diff --git a/tests/_images/Shapes_fill_and_outline_both_obs_columns.png b/tests/_images/Shapes_fill_and_outline_both_obs_columns.png
deleted file mode 100644
index 328204b0b1dde43be869b9472749af4da68034c0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 9e80f372674e8c99318c50b5cc19dfcfc54a2715 Mon Sep 17 00:00:00 2001
From: anon <tim.treis@helmholtz-munich.de>
Date: Fri, 22 May 2026 00:59:53 +0200
Subject: [PATCH 14/14] Refresh fill+outline both-columns reference for new
 legend stacking (#681)

---
 ...Shapes_fill_and_outline_both_obs_columns.png | Bin 0 -> 29924 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 tests/_images/Shapes_fill_and_outline_both_obs_columns.png

diff --git a/tests/_images/Shapes_fill_and_outline_both_obs_columns.png b/tests/_images/Shapes_fill_and_outline_both_obs_columns.png
new file mode 100644
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