diff --git a/src/main/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySize.java b/src/main/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySize.java
new file mode 100644
index 000000000000..71951f67dfc8
--- /dev/null
+++ b/src/main/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySize.java
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+package com.thealgorithms.datastructures.disjointsetunion;
+
+/**
+ * Disjoint Set Union (DSU) with Union by Size.
+ * This data structure tracks a set of elements partitioned into disjoint (non-overlapping) subsets.
+ * It supports two primary operations efficiently:
+ *
+ * <ul>
+ *     <li>Find: Determine which subset a particular element belongs to.</li>
+ *     <li>Union: Merge two subsets into a single subset using union by size.</li>
+ * </ul>
+ *
+ * Union by size always attaches the smaller tree under the root of the larger tree.
+ * This helps keep the tree shallow, improving the efficiency of find operations.
+ *
+ * @see <a href="https://en.wikipedia.org/wiki/Disjoint-set_data_structure">Disjoint Set Union (Wikipedia)</a>
+ */
+public class DisjointSetUnionBySize<T> {
+    /**
+     * Node class for DSU by size.
+     * Each node keeps track of its parent and the size of the set it represents.
+     */
+    public static class Node<T> {
+        public T value;
+        public Node<T> parent;
+        public int size; // size of the set
+
+        public Node(T value) {
+            this.value = value;
+            this.parent = this;
+            this.size = 1; // initially, the set size is 1
+        }
+    }
+
+    /**
+     * Creates a new disjoint set containing the single specified element.
+     * @param value the element to be placed in a new singleton set
+     * @return a node representing the new set
+     */
+    public Node<T> makeSet(final T value) {
+        return new Node<>(value);
+    }
+
+    /**
+     * Finds and returns the representative (root) of the set containing the given node.
+     * This method applies path compression to flatten the tree structure for future efficiency.
+     * @param node the node whose set representative is to be found
+     * @return the representative (root) node of the set
+     */
+    public Node<T> findSet(Node<T> node) {
+        if (node != node.parent) {
+            node.parent = findSet(node.parent); // path compression
+        }
+        return node.parent;
+    }
+
+    /**
+     * Merges the sets containing the two given nodes using union by size.
+     * The root of the smaller set is attached to the root of the larger set.
+     * @param x a node in the first set
+     * @param y a node in the second set
+     */
+    public void unionSets(Node<T> x, Node<T> y) {
+        Node<T> rootX = findSet(x);
+        Node<T> rootY = findSet(y);
+
+        if (rootX == rootY) {
+            return; // They are already in the same set
+        }
+        // Union by size: attach smaller tree under the larger one
+        if (rootX.size < rootY.size) {
+            rootX.parent = rootY;
+            rootY.size += rootX.size; // update size
+        } else {
+            rootY.parent = rootX;
+            rootX.size += rootY.size; // update size
+        }
+    }
+}
+// This implementation uses union by size instead of union by rank.
+// The size field tracks the number of elements in each set.
+// When two sets are merged, the smaller set is always attached to the larger set's root.
+// This helps keep the tree shallow and improves the efficiency of find operations.
diff --git a/src/test/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySizeTest.java b/src/test/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySizeTest.java
new file mode 100644
index 000000000000..71dade9796dc
--- /dev/null
+++ b/src/test/java/com/thealgorithms/datastructures/disjointsetunion/DisjointSetUnionBySizeTest.java
@@ -0,0 +1,146 @@
+package com.thealgorithms.datastructures.disjointsetunion;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNotEquals;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+
+import org.junit.jupiter.api.Test;
+
+public class DisjointSetUnionBySizeTest {
+
+    @Test
+    public void testMakeSet() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node = dsu.makeSet(1);
+        assertNotNull(node);
+        assertEquals(node, node.parent);
+        assertEquals(1, node.size);
+    }
+
+    @Test
+    public void testUnionFindSet() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node1 = dsu.makeSet(1);
+        DisjointSetUnionBySize.Node<Integer> node2 = dsu.makeSet(2);
+        DisjointSetUnionBySize.Node<Integer> node3 = dsu.makeSet(3);
+        DisjointSetUnionBySize.Node<Integer> node4 = dsu.makeSet(4);
+
+        dsu.unionSets(node1, node2);
+        dsu.unionSets(node3, node2);
+        dsu.unionSets(node3, node4);
+        dsu.unionSets(node1, node3);
+
+        DisjointSetUnionBySize.Node<Integer> root1 = dsu.findSet(node1);
+        DisjointSetUnionBySize.Node<Integer> root2 = dsu.findSet(node2);
+        DisjointSetUnionBySize.Node<Integer> root3 = dsu.findSet(node3);
+        DisjointSetUnionBySize.Node<Integer> root4 = dsu.findSet(node4);
+
+        assertEquals(root1, root2);
+        assertEquals(root1, root3);
+        assertEquals(root1, root4);
+        assertEquals(4, root1.size);
+    }
+
+    @Test
+    public void testFindSetOnSingleNode() {
+        DisjointSetUnionBySize<String> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<String> node = dsu.makeSet("A");
+        assertEquals(node, dsu.findSet(node));
+    }
+
+    @Test
+    public void testUnionAlreadyConnectedNodes() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node1 = dsu.makeSet(1);
+        DisjointSetUnionBySize.Node<Integer> node2 = dsu.makeSet(2);
+        DisjointSetUnionBySize.Node<Integer> node3 = dsu.makeSet(3);
+
+        dsu.unionSets(node1, node2);
+        dsu.unionSets(node2, node3);
+
+        // Union nodes that are already connected
+        dsu.unionSets(node1, node3);
+
+        // All should have the same root
+        DisjointSetUnionBySize.Node<Integer> root = dsu.findSet(node1);
+        assertEquals(root, dsu.findSet(node2));
+        assertEquals(root, dsu.findSet(node3));
+        assertEquals(3, root.size);
+    }
+
+    @Test
+    public void testMultipleMakeSets() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node1 = dsu.makeSet(1);
+        DisjointSetUnionBySize.Node<Integer> node2 = dsu.makeSet(2);
+        DisjointSetUnionBySize.Node<Integer> node3 = dsu.makeSet(3);
+
+        assertNotEquals(node1, node2);
+        assertNotEquals(node2, node3);
+        assertNotEquals(node1, node3);
+
+        assertEquals(node1, node1.parent);
+        assertEquals(node2, node2.parent);
+        assertEquals(node3, node3.parent);
+        assertEquals(1, node1.size);
+        assertEquals(1, node2.size);
+        assertEquals(1, node3.size);
+    }
+
+    @Test
+    public void testPathCompression() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node1 = dsu.makeSet(1);
+        DisjointSetUnionBySize.Node<Integer> node2 = dsu.makeSet(2);
+        DisjointSetUnionBySize.Node<Integer> node3 = dsu.makeSet(3);
+
+        dsu.unionSets(node1, node2);
+        dsu.unionSets(node2, node3);
+
+        // After findSet, path compression should update parent to root directly
+        DisjointSetUnionBySize.Node<Integer> root = dsu.findSet(node3);
+        assertEquals(root, node1);
+        assertEquals(node1, node3.parent);
+        assertEquals(3, root.size);
+    }
+
+    @Test
+    public void testMultipleDisjointSets() {
+        DisjointSetUnionBySize<Integer> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<Integer> node1 = dsu.makeSet(1);
+        DisjointSetUnionBySize.Node<Integer> node2 = dsu.makeSet(2);
+        DisjointSetUnionBySize.Node<Integer> node3 = dsu.makeSet(3);
+        DisjointSetUnionBySize.Node<Integer> node4 = dsu.makeSet(4);
+        DisjointSetUnionBySize.Node<Integer> node5 = dsu.makeSet(5);
+        DisjointSetUnionBySize.Node<Integer> node6 = dsu.makeSet(6);
+
+        // Create two separate components
+        dsu.unionSets(node1, node2);
+        dsu.unionSets(node2, node3);
+
+        dsu.unionSets(node4, node5);
+        dsu.unionSets(node5, node6);
+
+        // Verify they are separate
+        assertEquals(dsu.findSet(node1), dsu.findSet(node2));
+        assertEquals(dsu.findSet(node2), dsu.findSet(node3));
+        assertEquals(dsu.findSet(node4), dsu.findSet(node5));
+        assertEquals(dsu.findSet(node5), dsu.findSet(node6));
+
+        assertNotEquals(dsu.findSet(node1), dsu.findSet(node4));
+        assertNotEquals(dsu.findSet(node3), dsu.findSet(node6));
+    }
+
+    @Test
+    public void testEmptyValues() {
+        DisjointSetUnionBySize<String> dsu = new DisjointSetUnionBySize<>();
+        DisjointSetUnionBySize.Node<String> emptyNode = dsu.makeSet("");
+        DisjointSetUnionBySize.Node<String> nullNode = dsu.makeSet(null);
+
+        assertEquals(emptyNode, dsu.findSet(emptyNode));
+        assertEquals(nullNode, dsu.findSet(nullNode));
+
+        dsu.unionSets(emptyNode, nullNode);
+        assertEquals(dsu.findSet(emptyNode), dsu.findSet(nullNode));
+    }
+}