diff --git a/README.md b/README.md
index 47ec122..98a8e8b 100644
--- a/README.md
+++ b/README.md
@@ -45,6 +45,8 @@ Provided `Gatherers`:
   - takes elements until a change is detected
 - `MoreGatherers.distinctUntilChanged(Function<T, R>)`
   - takes elements until a change is detected based on a key extractor function
+- `MoreGatherers.windowSliding(int, int)`
+  - creates a sliding window of a fixed size with a fixed step, extends `Gatherers.windowSliding(int)` by adding a step parameter 
 
 ### Philosophy
 
diff --git a/src/main/java/com/pivovarit/gatherers/MoreGatherers.java b/src/main/java/com/pivovarit/gatherers/MoreGatherers.java
index 0aea9c6..6d1fcca 100644
--- a/src/main/java/com/pivovarit/gatherers/MoreGatherers.java
+++ b/src/main/java/com/pivovarit/gatherers/MoreGatherers.java
@@ -1,6 +1,8 @@
 package com.pivovarit.gatherers;
 
+import java.util.Arrays;
 import java.util.Iterator;
+import java.util.List;
 import java.util.Map;
 import java.util.Objects;
 import java.util.function.BiFunction;
@@ -217,4 +219,28 @@ private MoreGatherers() {
     public static <T> Gatherer<T, ?, Map.Entry<T, Long>> zipWithIndex() {
         return new ZipWithIndexGatherer<>();
     }
+
+    /**
+     * Creates a {@link Gatherer} that collects elements into sliding windows of a specified size.
+     * Each window captures a subset of elements from the input, and windows slide by a specified step.
+     *
+     * <p>For example, if the window size is 3 and the step is 1, the gatherer will collect
+     * windows of size 3, sliding by 1 element at a time. This means each subsequent window overlaps
+     * with the previous one by two elements.</p>
+     *
+     * <p>Common use cases include moving averages, trend analysis, and any scenario requiring
+     * overlapping or rolling window operations on a list of elements.</p>
+     *
+     * @param <TR>       the type of elements in the input and output list
+     * @param windowSize the size of each window (must be a positive integer)
+     * @param step       the number of elements to slide the window by (must be a positive integer)
+     *
+     * @return a {@link Gatherer} that collects elements into sliding windows
+     *
+     * @throws IllegalArgumentException if {@code windowSize} is less than one or {@code step} is less than zero, or greater than {@code windowSize}
+     * @apiNote this {@link Gatherer} extends {@link java.util.stream.Gatherers#windowSliding(int)} by allowing to customize the step
+     */
+    public static <TR> Gatherer<TR, ?, List<TR>> windowSliding(int windowSize, int step) {
+        return new WindowSlidingGatherer<>(windowSize, step);
+    }
 }
diff --git a/src/main/java/com/pivovarit/gatherers/WindowSlidingGatherer.java b/src/main/java/com/pivovarit/gatherers/WindowSlidingGatherer.java
new file mode 100644
index 0000000..236e8e7
--- /dev/null
+++ b/src/main/java/com/pivovarit/gatherers/WindowSlidingGatherer.java
@@ -0,0 +1,70 @@
+package com.pivovarit.gatherers;
+
+import java.util.Arrays;
+import java.util.List;
+import java.util.function.BiConsumer;
+import java.util.function.Supplier;
+import java.util.stream.Gatherer;
+
+record WindowSlidingGatherer<T>(int windowSize, int step)
+  implements Gatherer<T, WindowSlidingGatherer.SlidingWindow, List<T>> {
+    WindowSlidingGatherer {
+        if (windowSize < 1) {
+            throw new IllegalArgumentException("'windowSize' must be greater than zero");
+        }
+
+        if (step < 0) {
+            throw new IllegalArgumentException("'step' must be greater than or equal to zero");
+        }
+
+        if (step > windowSize) {
+            throw new IllegalArgumentException("'step' must be less than or equal to 'windowSize'");
+        }
+    }
+
+    @Override
+    public Supplier<WindowSlidingGatherer.SlidingWindow> initializer() {
+        return WindowSlidingGatherer.SlidingWindow::new;
+    }
+
+    @Override
+    public Integrator<WindowSlidingGatherer.SlidingWindow, T, List<T>> integrator() {
+        return Integrator.ofGreedy((state, e, downstream) -> state.integrate(e, downstream));
+    }
+
+    @Override
+    public BiConsumer<WindowSlidingGatherer.SlidingWindow, Downstream<? super List<T>>> finisher() {
+        return SlidingWindow::finish;
+    }
+
+    class SlidingWindow {
+        Object[] window = new Object[windowSize];
+        int at = 0;
+        boolean firstWindow = true;
+
+        boolean integrate(T element, Downstream<? super List<T>> downstream) {
+            window[at++] = element;
+            if (at < windowSize) {
+                return true;
+            } else {
+                final var oldWindow = window;
+                final var newWindow = new Object[windowSize];
+                System.arraycopy(oldWindow, step, newWindow, 0, windowSize - step);
+                window = newWindow;
+                at -= step;
+                firstWindow = false;
+                return downstream.push((List<T>) Arrays.asList(oldWindow));
+            }
+        }
+
+        void finish(Downstream<? super List<T>> downstream) {
+            if (firstWindow && at > 0 && !downstream.isRejecting()) {
+                var lastWindow = new Object[at];
+                System.arraycopy(window, 0, lastWindow, 0, at);
+                window = null;
+                at = 0;
+                downstream.push((List<T>) Arrays.asList(lastWindow));
+            }
+        }
+    }
+}
diff --git a/src/test/java/com/pivovarit/gatherers/blackbox/WindowSlidingTest.java b/src/test/java/com/pivovarit/gatherers/blackbox/WindowSlidingTest.java
new file mode 100644
index 0000000..8403612
--- /dev/null
+++ b/src/test/java/com/pivovarit/gatherers/blackbox/WindowSlidingTest.java
@@ -0,0 +1,44 @@
+package com.pivovarit.gatherers.blackbox;
+
+import com.pivovarit.gatherers.MoreGatherers;
+import org.junit.jupiter.api.Test;
+
+import java.util.stream.Stream;
+
+import static java.util.List.of;
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+class WindowSlidingTest {
+
+    @Test
+    void shouldRejectInvalidWindowSize() {
+        assertThatThrownBy(() -> MoreGatherers.windowSliding(0, 1))
+          .isInstanceOf(IllegalArgumentException.class)
+          .hasMessage("'windowSize' must be greater than zero");
+    }
+
+    @Test
+    void shouldRejectInvalidStep() {
+        assertThatThrownBy(() -> MoreGatherers.windowSliding(1, -1))
+          .isInstanceOf(IllegalArgumentException.class)
+          .hasMessage("'step' must be greater than or equal to zero");
+    }
+
+    @Test
+    void shouldWindowSlidingEmpty() {
+        assertThat(Stream.empty().gather(MoreGatherers.windowSliding(2, 1))).isEmpty();
+    }
+
+    @Test
+    void shouldWindowSlidingWithStep1() {
+        assertThat(Stream.of(1, 2, 3, 4, 5).gather(MoreGatherers.windowSliding(2, 1)))
+          .containsExactly(of(1, 2), of(2, 3), of(3, 4), of(4, 5));
+    }
+
+    @Test
+    void shouldWindowSlidingWithStep2() {
+        assertThat(Stream.of(1, 2, 3, 4, 5).gather(MoreGatherers.windowSliding(2, 2)))
+          .containsExactly(of(1, 2), of(3, 4));
+    }
+}