diff --git a/ee/db/seeds/data_seeder/vishal_seed.rb b/ee/db/seeds/data_seeder/vishal_seed.rb
new file mode 100644
index 0000000000000000000000000000000000000000..6c8d18e90d2dbe7a26471e4c000fcc1b4d995d7d
--- /dev/null
+++ b/ee/db/seeds/data_seeder/vishal_seed.rb
@@ -0,0 +1,207 @@
+# frozen_string_literal: true
+
+class DataSeeder
+  def seed
+    puts "################### CLEANING UP ORPHANED WITH FACTORY ###################"
+    cleanup_orphaned_ci_mirrors
+
+    puts "################### CREATING USER WITH FACTORY ###################"
+    @user = create_user_with_factory
+
+    puts "################### CREATING THE GROUP WITH FACTORY ###################"
+    @group = create_group_with_factory
+
+    puts "################### CREATING THE PROJECT WITH FACTORY ###################"
+    @project = create_project_with_factory
+
+    puts "################### CREATING THE REPOSITORY WITH FACTORY ###################"
+    create_repository_for_project
+
+    puts "################### CREATING THE GROUP LABELS WITH FACTORY ###################"
+    create_group_labels_with_factories
+
+    puts "################### CREATING MERGE REQUEST WITH FACTORY ###################"
+    create_merge_request_with_factory
+  end
+
+  private
+
+  def cleanup_orphaned_ci_mirrors
+    # Remove CI namespace mirror for namespace_id=2 specifically if it exists
+    Ci::NamespaceMirror.where(namespace_id: 2).delete_all
+
+    # Also clean up any truly orphaned mirrors
+    orphaned_mirrors = Ci::NamespaceMirror.joins("LEFT JOIN namespaces ON namespaces.id = ci_namespace_mirrors.namespace_id")
+                                          .where("namespaces.id IS NULL")
+
+    if orphaned_mirrors.any?
+      puts "Cleaning up #{orphaned_mirrors.count} orphaned CI namespace mirrors..."
+      orphaned_mirrors.delete_all
+    end
+  end
+
+  def create_user_with_factory
+    existing_user = User.find_by(username: 'vishal_dev')
+    return existing_user if existing_user
+
+    create(:user,
+      name: 'Vishal Developer',
+      username: 'vishal_dev',
+      email: "vishal_dev_#{SecureRandom.hex(8)}@example.com"
+    )
+  end
+
+  def create_group_with_factory
+    group_path = "vishal-group-#{SecureRandom.hex(4)}"
+
+    existing_group = Group.find_by(path: group_path)
+    return existing_group if existing_group
+
+    # Build the group without triggering callbacks, then save
+    group = build(:group,
+      name: 'Vishal Group',
+      path: group_path,
+      description: 'A group for Vishal testing',
+      visibility_level: Gitlab::VisibilityLevel::PRIVATE
+    )
+
+    # Save the group first
+    group.save!
+
+    # Manually create CI namespace mirror if it doesn't exist
+    unless Ci::NamespaceMirror.exists?(namespace_id: group.id)
+      Ci::NamespaceMirror.create!(namespace_id: group.id)
+    end
+
+    group.add_owner(@user)
+    group
+  end
+
+  def create_project_with_factory
+    project_path = "vishal-project-#{SecureRandom.hex(4)}"
+
+    existing_project = @group.projects.find_by(path: project_path)
+    return existing_project if existing_project
+
+    create(:project,
+      name: 'Vishal Project',
+      path: project_path,
+      namespace: @group,
+      description: 'A test project for Vishal with dummy repository',
+      visibility_level: Gitlab::VisibilityLevel::PRIVATE,
+      creator: @user
+    )
+  end
+
+  def create_repository_for_project
+    unless @project.repository_exists?
+      @project.create_repository
+
+      @project.repository.create_file(
+        @user,
+        'README.md',
+        "# #{@project.name}\n\nWelcome to Vishal's Project!",
+        message: 'Initial commit',
+        branch_name: @project.default_branch || 'main'
+      )
+    end
+  end
+
+  def create_group_labels_with_factories
+    labels_data = [
+      { title: 'priority::1', color: '#FF0000' },
+      { title: 'priority::2', color: '#DD0000' },
+      { title: 'priority::3', color: '#CC0000' },
+      { title: 'priority::4', color: '#CC1111' }
+    ]
+
+    labels_data.each do |label_data|
+      create_group_label_with_factory(label_data[:title], label_data[:color])
+    end
+  end
+
+  def create_group_label_with_factory(title, color)
+    return if @group.labels.exists?(title: title)
+
+    create(:group_label,
+      group: @group,
+      title: title,
+      color: color
+    )
+  end
+
+  def create_merge_request_with_factory
+    existing_mr = @project.merge_requests.find_by(
+      source_branch: 'feature/vishal-feature',
+      target_branch: @project.default_branch || 'main'
+    )
+    return existing_mr if existing_mr
+
+    create_feature_branch_with_changes
+
+    create(:merge_request,
+      title: 'Add Vishal feature implementation',
+      description: 'This MR adds a new feature for Vishal with documentation and tests',
+      source_project: @project,
+      target_project: @project,
+      source_branch: 'feature/vishal-feature',
+      target_branch: @project.default_branch || 'main',
+      author: @user
+    )
+  end
+
+  def create_feature_branch_with_changes
+    return if @project.repository.branch_exists?('feature/vishal-feature')
+
+    default_branch = @project.default_branch || 'main'
+    @project.repository.create_branch('feature/vishal-feature', default_branch)
+
+    files_to_create = [
+      {
+        path: 'lib/vishal_feature.rb',
+        content: <<~RUBY,
+          # frozen_string_literal: true
+
+          class VishalFeature
+            def initialize(name)
+              @name = name
+            end
+
+            def greet
+              "Hello, \#{@name}! This is Vishal's feature."
+            end
+          end
+        RUBY
+        message: 'Add VishalFeature class'
+      },
+      {
+        path: 'spec/vishal_feature_spec.rb',
+        content: <<~RUBY,
+          # frozen_string_literal: true
+
+          require 'spec_helper'
+
+          RSpec.describe VishalFeature do
+            describe '#greet' do
+              it 'returns a greeting from Vishal' do
+                feature = VishalFeature.new('World')
+                expect(feature.greet).to eq('Hello, World! This is Vishal\'s feature.')
+              end
+            end
+          end
+        RUBY
+        message: 'Add tests for VishalFeature'
+      }
+    ]
+
+    files_to_create.each do |file_data|
+      @project.repository.create_file(
+        @user,
+        file_data[:path],
+        file_data[:content],
+        message: file_data[:message],
+        branch_name: 'feature/vishal-feature'
+      )
+    end
+  end
+end