diff --git a/source/blender/geometry/CMakeLists.txt b/source/blender/geometry/CMakeLists.txt
index 9db3d9e7d81..68f7653ef54 100644
--- a/source/blender/geometry/CMakeLists.txt
+++ b/source/blender/geometry/CMakeLists.txt
@@ -43,6 +43,7 @@ set(SRC
   intern/reverse_uv_sampler.cc
   intern/separate_geometry.cc
   intern/set_curve_type.cc
+  intern/simplify_curves.cc
   intern/smooth_curves.cc
   intern/subdivide_curves.cc
   intern/transform.cc
@@ -77,6 +78,7 @@ set(SRC
   GEO_reverse_uv_sampler.hh
   GEO_separate_geometry.hh
   GEO_set_curve_type.hh
+  GEO_simplify_curves.hh
   GEO_smooth_curves.hh
   GEO_subdivide_curves.hh
   GEO_transform.hh
diff --git a/source/blender/geometry/GEO_simplify_curves.hh b/source/blender/geometry/GEO_simplify_curves.hh
new file mode 100644
index 00000000000..649770708c7
--- /dev/null
+++ b/source/blender/geometry/GEO_simplify_curves.hh
@@ -0,0 +1,23 @@
+/* SPDX-FileCopyrightText: 2024 Blender Authors
+ *
+ * SPDX-License-Identifier: GPL-2.0-or-later */
+
+#pragma once
+
+#include "BKE_curves.hh"
+
+namespace blender::geometry {
+
+/**
+ * Compute an index masks of points to remove to simplify the curve attribute using the
+ * Ramer-Douglas-Peucker algorithm.
+ */
+IndexMask simplify_curve_attribute(const Span<float3> positions,
+                                   const IndexMask &curves_selection,
+                                   const OffsetIndices<int> points_by_curve,
+                                   const VArray<bool> &cyclic,
+                                   float epsilon,
+                                   GSpan attribute_data,
+                                   IndexMaskMemory &memory);
+
+}  // namespace blender::geometry
diff --git a/source/blender/geometry/intern/simplify_curves.cc b/source/blender/geometry/intern/simplify_curves.cc
new file mode 100644
index 00000000000..9aa161ddb66
--- /dev/null
+++ b/source/blender/geometry/intern/simplify_curves.cc
@@ -0,0 +1,152 @@
+/* SPDX-FileCopyrightText: 2024 Blender Authors
+ *
+ * SPDX-License-Identifier: GPL-2.0-or-later */
+
+#include "BLI_array_utils.hh"
+#include "BLI_stack.hh"
+
+#include "BKE_curves_utils.hh"
+
+#include "GEO_simplify_curves.hh"
+
+namespace blender::geometry {
+
+/**
+ * Computes a "perpendicular distance" value for the generic attribute data based on the
+ * positions of the curve.
+ *
+ * First, we compute a lambda value that represents a factor from the first point to the last
+ * point of the current range. This is the projection of the point of interest onto the vector
+ * from the first to the last point.
+ *
+ * Then this lambda value is used to compute an interpolated value of the first and last point
+ * and finally we compute the distance from the interpolated value to the actual value.
+ * This is the "perpendicular distance".
+ */
+template<typename T>
+float perpendicular_distance(const Span<float3> positions,
+                             const Span<T> attribute_data,
+                             const int64_t first_index,
+                             const int64_t last_index,
+                             const int64_t index)
+{
+  const float3 ray_dir = positions[last_index] - positions[first_index];
+  float lambda = 0.0f;
+  if (!math::is_zero(ray_dir)) {
+    lambda = math::dot(ray_dir, positions[index] - positions[first_index]) /
+             math::dot(ray_dir, ray_dir);
+  }
+  const T &from = attribute_data[first_index];
+  const T &to = attribute_data[last_index];
+  const T &value = attribute_data[index];
+  const T &interpolated = math::interpolate(from, to, lambda);
+  return math::distance(value, interpolated);
+}
+
+/**
+ * An implementation of the Ramer-Douglas-Peucker algorithm.
+ */
+template<typename T>
+static void ramer_douglas_peucker(const IndexRange range,
+                                  const Span<float3> positions,
+                                  const float epsilon,
+                                  const Span<T> attribute_data,
+                                  MutableSpan<bool> points_to_delete)
+{
+  /* Mark all points to be kept. */
+  points_to_delete.slice(range).fill(false);
+
+  Stack<IndexRange, 32> stack;
+  stack.push(range);
+  while (!stack.is_empty()) {
+    const IndexRange sub_range = stack.pop();
+    /* Skip ranges with less than 3 points. All points are kept. */
+    if (sub_range.size() < 3) {
+      continue;
+    }
+    const IndexRange inside_range = sub_range.drop_front(1).drop_back(1);
+    /* Compute the maximum distance and the corresponding index. */
+    float max_dist = -1.0f;
+    int max_index = -1;
+    for (const int64_t index : inside_range) {
+      const float dist = perpendicular_distance(
+          positions, attribute_data, sub_range.first(), sub_range.last(), index);
+      if (dist > max_dist) {
+        max_dist = dist;
+        max_index = index - sub_range.first();
+      }
+    }
+
+    if (max_dist > epsilon) {
+      /* Found point outside the epsilon-sized strip. The point at `max_index` will be kept, repeat
+       * the search on the left & right side. */
+      stack.push(sub_range.slice(0, max_index + 1));
+      stack.push(sub_range.slice(max_index, sub_range.size() - max_index));
+    }
+    else {
+      /* Points in `sub_range` are inside the epsilon-sized strip. Mark them to be deleted. */
+      points_to_delete.slice(inside_range).fill(true);
+    }
+  }
+}
+
+template<typename T>
+static void curve_simplify(const Span<float3> positions,
+                           const bool cyclic,
+                           const float epsilon,
+                           const Span<T> attribute_data,
+                           MutableSpan<bool> points_to_delete)
+{
+  const Vector<IndexRange> selection_ranges = array_utils::find_all_ranges(
+      points_to_delete.as_span(), true);
+  threading::parallel_for(
+      selection_ranges.index_range(), 512, [&](const IndexRange range_of_ranges) {
+        for (const IndexRange range : selection_ranges.as_span().slice(range_of_ranges)) {
+          ramer_douglas_peucker(range, positions, epsilon, attribute_data, points_to_delete);
+        }
+      });
+
+  /* For cyclic curves, handle the last segment separately. */
+  const int points_num = positions.size();
+  if (cyclic && points_num > 2) {
+    const float dist = perpendicular_distance(
+        positions, attribute_data, points_num - 2, 0, points_num - 1);
+    if (dist <= epsilon) {
+      points_to_delete[points_num - 1] = true;
+    }
+  }
+}
+
+IndexMask simplify_curve_attribute(const Span<float3> positions,
+                                   const IndexMask &curves_selection,
+                                   const OffsetIndices<int> points_by_curve,
+                                   const VArray<bool> &cyclic,
+                                   const float epsilon,
+                                   const GSpan attribute_data,
+                                   IndexMaskMemory &memory)
+{
+  Array<bool> points_to_delete(positions.size(), false);
+  if (epsilon <= 0.0f) {
+    return IndexMask::from_bools(points_to_delete, memory);
+  }
+  bke::curves::fill_points(
+      points_by_curve, curves_selection, true, points_to_delete.as_mutable_span());
+  curves_selection.foreach_index(GrainSize(512), [&](const int64_t curve_i) {
+    const IndexRange points = points_by_curve[curve_i];
+    bke::attribute_math::convert_to_static_type(attribute_data.type(), [&](auto dummy) {
+      using T = decltype(dummy);
+      if constexpr (std::is_same_v<T, float> || std::is_same_v<T, float2> ||
+                    std::is_same_v<T, float3>)
+      {
+        curve_simplify(positions.slice(points),
+                       cyclic[curve_i],
+                       epsilon,
+                       attribute_data.typed<T>().slice(points),
+                       points_to_delete.as_mutable_span().slice(points));
+      }
+    });
+  });
+  return IndexMask::from_bools(points_to_delete, memory);
+}
+
+}  // namespace blender::geometry