diff --git a/Gemfile b/Gemfile
index ae9ee1cb333..a91399ab3ad 100644
--- a/Gemfile
+++ b/Gemfile
@@ -51,6 +51,7 @@ gem 'jwt', '~> 2.1.0'
 # Spam and anti-bot protection
 gem 'recaptcha', '~> 4.11', require: 'recaptcha/rails'
 gem 'akismet', '~> 2.0'
+gem 'invisible_captcha', '~> 0.12.1'
 
 # Two-factor authentication
 gem 'devise-two-factor', '~> 3.0.0'
diff --git a/Gemfile.lock b/Gemfile.lock
index 918115b3b01..16d7f63cb66 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -438,6 +438,8 @@ GEM
     influxdb (0.2.3)
       cause
       json
+    invisible_captcha (0.12.1)
+      rails (>= 3.2.0)
     ipaddress (0.8.3)
     jaeger-client (0.10.0)
       opentracing (~> 0.3)
@@ -1129,6 +1131,7 @@ DEPENDENCIES
   httparty (~> 0.16.4)
   icalendar
   influxdb (~> 0.2)
+  invisible_captcha (~> 0.12.1)
   jira-ruby (~> 1.4)
   js_regex (~> 3.1)
   json-schema (~> 2.8.0)
diff --git a/app/controllers/concerns/invisible_captcha.rb b/app/controllers/concerns/invisible_captcha.rb
new file mode 100644
index 00000000000..c9f66e5c194
--- /dev/null
+++ b/app/controllers/concerns/invisible_captcha.rb
@@ -0,0 +1,51 @@
+# frozen_string_literal: true
+
+module InvisibleCaptcha
+  extend ActiveSupport::Concern
+
+  included do
+    invisible_captcha only: :create, on_spam: :on_honeypot_spam_callback, on_timestamp_spam: :on_timestamp_spam_callback
+  end
+
+  def on_honeypot_spam_callback
+    return unless Feature.enabled?(:invisible_captcha)
+
+    invisible_captcha_honeypot_counter.increment
+    log_request('Invisible_Captcha_Honeypot_Request')
+
+    head(200)
+  end
+
+  def on_timestamp_spam_callback
+    return unless Feature.enabled?(:invisible_captcha)
+
+    invisible_captcha_timestamp_counter.increment
+    log_request('Invisible_Captcha_Timestamp_Request')
+
+    redirect_to new_user_session_path, alert: InvisibleCaptcha.timestamp_error_message
+  end
+
+  def invisible_captcha_honeypot_counter
+    @invisible_captcha_honeypot_counter ||=
+      Gitlab::Metrics.counter(:bot_blocked_by_invisible_captcha_honeypot,
+                              'Counter of blocked sign up attempts with filled honeypot')
+  end
+
+  def invisible_captcha_timestamp_counter
+    @invisible_captcha_timestamp_counter ||=
+      Gitlab::Metrics.counter(:bot_blocked_by_invisible_captcha_timestamp,
+                              'Counter of blocked sign up attempts with invalid timestamp')
+  end
+
+  def log_request(message)
+    request_information = {
+      message: message,
+      env: :invisible_captcha_signup_bot_detected,
+      ip: request.ip,
+      request_method: request.request_method,
+      fullpath: request.fullpath
+    }
+
+    Gitlab::AuthLogger.error(request_information)
+  end
+end
diff --git a/app/controllers/registrations_controller.rb b/app/controllers/registrations_controller.rb
index 638934694e0..db10515c0b4 100644
--- a/app/controllers/registrations_controller.rb
+++ b/app/controllers/registrations_controller.rb
@@ -4,6 +4,7 @@ class RegistrationsController < Devise::RegistrationsController
   include Recaptcha::Verify
   include AcceptsPendingInvitations
   include RecaptchaExperimentHelper
+  include InvisibleCaptcha
 
   prepend_before_action :check_captcha, only: :create
   before_action :whitelist_query_limiting, only: [:destroy]
diff --git a/app/views/devise/shared/_signup_box.html.haml b/app/views/devise/shared/_signup_box.html.haml
index 074edf645ba..2cd77af6877 100644
--- a/app/views/devise/shared/_signup_box.html.haml
+++ b/app/views/devise/shared/_signup_box.html.haml
@@ -5,6 +5,8 @@
     = form_for(resource, as: "new_#{resource_name}", url: registration_path(resource_name), html: { class: "new_new_user gl-show-field-errors", "aria-live" => "assertive" }) do |f|
       .devise-errors
         = render "devise/shared/error_messages", resource: resource
+      - if Feature.enabled?(:invisible_captcha)
+        = invisible_captcha
       .name.form-group
         = f.label :name, _('Full name'), class: 'label-bold'
         = f.text_field :name, class: "form-control top js-block-emoji js-validate-length", :data => { :max_length => max_name_length, :max_length_message => s_("SignUp|Name is too long (maximum is %{max_length} characters).") % { max_length: max_name_length }, :qa_selector => 'new_user_name_field' }, required: true, title: _("This field is required.")
diff --git a/config/initializers/invisible_captcha.rb b/config/initializers/invisible_captcha.rb
new file mode 100644
index 00000000000..5177c730596
--- /dev/null
+++ b/config/initializers/invisible_captcha.rb
@@ -0,0 +1,7 @@
+# frozen_string_literal: true
+
+InvisibleCaptcha.setup do |config|
+  config.honeypots = %w(firstname lastname)
+  config.timestamp_enabled = true
+  config.timestamp_threshold = 4
+end
diff --git a/config/locales/invisible_captcha.en.yml b/config/locales/invisible_captcha.en.yml
new file mode 100644
index 00000000000..5978549c0c3
--- /dev/null
+++ b/config/locales/invisible_captcha.en.yml
@@ -0,0 +1,4 @@
+en:
+  invisible_captcha:
+    sentence_for_humans: If you are human, please ignore this field.
+    timestamp_error_message: That was a bit too quick! Please resubmit.
diff --git a/spec/controllers/registrations_controller_spec.rb b/spec/controllers/registrations_controller_spec.rb
index faf3c990cb2..d05482f095e 100644
--- a/spec/controllers/registrations_controller_spec.rb
+++ b/spec/controllers/registrations_controller_spec.rb
@@ -5,6 +5,10 @@ require 'spec_helper'
 describe RegistrationsController do
   include TermsHelper
 
+  before do
+    stub_feature_flags(invisible_captcha: false)
+  end
+
   describe '#create' do
     let(:base_user_params) { { name: 'new_user', username: 'new_username', email: 'new@user.com', password: 'Any_password' } }
     let(:user_params) { { user: base_user_params } }
@@ -88,6 +92,88 @@ describe RegistrationsController do
       end
     end
 
+    context 'when invisible captcha is enabled' do
+      before do
+        stub_feature_flags(invisible_captcha: true)
+        InvisibleCaptcha.timestamp_threshold = treshold
+      end
+
+      let(:treshold) { 4 }
+      let(:session_params) { { invisible_captcha_timestamp: form_rendered_time.iso8601 } }
+      let(:form_rendered_time) { Time.current }
+      let(:submit_time) { form_rendered_time + treshold }
+      let(:auth_log_attributes) do
+        {
+          message: auth_log_message,
+          env: :invisible_captcha_signup_bot_detected,
+          ip: '0.0.0.0',
+          request_method: 'POST',
+          fullpath: '/users'
+        }
+      end
+
+      describe 'the honeypot has not been filled and the signup form has not been submitted too quickly' do
+        it 'creates an account' do
+          travel_to(submit_time) do
+            expect { post(:create, params: user_params, session: session_params) }.to change(User, :count).by(1)
+          end
+        end
+      end
+
+      describe 'honeypot spam detection' do
+        let(:user_params) { super().merge(firstname: 'Roy', lastname: 'Batty') }
+        let(:auth_log_message) { 'Invisible_Captcha_Honeypot_Request' }
+
+        it 'logs the request, refuses to create an account and renders an empty body' do
+          travel_to(submit_time) do
+            expect(Gitlab::Metrics).to receive(:counter)
+              .with(:bot_blocked_by_invisible_captcha_honeypot, 'Counter of blocked sign up attempts with filled honeypot')
+              .and_call_original
+            expect(Gitlab::AuthLogger).to receive(:error).with(auth_log_attributes).once
+            expect { post(:create, params: user_params, session: session_params) }.not_to change(User, :count)
+            expect(response).to have_gitlab_http_status(200)
+            expect(response.body).to be_empty
+          end
+        end
+      end
+
+      describe 'timestamp spam detection' do
+        let(:auth_log_message) { 'Invisible_Captcha_Timestamp_Request' }
+
+        context 'the sign up form has been submitted without the invisible_captcha_timestamp parameter' do
+          let(:session_params) { nil }
+
+          it 'logs the request, refuses to create an account and displays a flash alert' do
+            travel_to(submit_time) do
+              expect(Gitlab::Metrics).to receive(:counter)
+                .with(:bot_blocked_by_invisible_captcha_timestamp, 'Counter of blocked sign up attempts with invalid timestamp')
+                .and_call_original
+              expect(Gitlab::AuthLogger).to receive(:error).with(auth_log_attributes).once
+              expect { post(:create, params: user_params, session: session_params) }.not_to change(User, :count)
+              expect(response).to redirect_to(new_user_session_path)
+              expect(flash[:alert]).to include 'That was a bit too quick! Please resubmit.'
+            end
+          end
+        end
+
+        context 'the sign up form has been submitted too quickly' do
+          let(:submit_time) { form_rendered_time }
+
+          it 'logs the request, refuses to create an account and displays a flash alert' do
+            travel_to(submit_time) do
+              expect(Gitlab::Metrics).to receive(:counter)
+                .with(:bot_blocked_by_invisible_captcha_timestamp, 'Counter of blocked sign up attempts with invalid timestamp')
+                .and_call_original
+              expect(Gitlab::AuthLogger).to receive(:error).with(auth_log_attributes).once
+              expect { post(:create, params: user_params, session: session_params) }.not_to change(User, :count)
+              expect(response).to redirect_to(new_user_session_path)
+              expect(flash[:alert]).to include 'That was a bit too quick! Please resubmit.'
+            end
+          end
+        end
+      end
+    end
+
     context 'when terms are enforced' do
       before do
         enforce_terms
diff --git a/spec/features/invites_spec.rb b/spec/features/invites_spec.rb
index 855cf22642e..832c4a57aa3 100644
--- a/spec/features/invites_spec.rb
+++ b/spec/features/invites_spec.rb
@@ -10,6 +10,7 @@ describe 'Invites' do
   let(:group_invite) { group.group_members.invite.last }
 
   before do
+    stub_feature_flags(invisible_captcha: false)
     project.add_maintainer(owner)
     group.add_user(owner, Gitlab::Access::OWNER)
     group.add_developer('user@example.com', owner)
diff --git a/spec/features/users/signup_spec.rb b/spec/features/users/signup_spec.rb
index f5897bffaf0..cf57fafc4f5 100644
--- a/spec/features/users/signup_spec.rb
+++ b/spec/features/users/signup_spec.rb
@@ -5,6 +5,10 @@ require 'spec_helper'
 describe 'Signup' do
   include TermsHelper
 
+  before do
+    stub_feature_flags(invisible_captcha: false)
+  end
+
   let(:new_user) { build_stubbed(:user) }
 
   describe 'username validation', :js do