diff --git a/readthedocs/builds/tests/test_build_queryset.py b/readthedocs/builds/tests/test_build_queryset.py
index 72d84e5cf3d..686701306f2 100644
--- a/readthedocs/builds/tests/test_build_queryset.py
+++ b/readthedocs/builds/tests/test_build_queryset.py
@@ -4,10 +4,16 @@
 from readthedocs.builds.models import Build
 from readthedocs.organizations.models import Organization
 from readthedocs.projects.models import Project
+from readthedocs.subscriptions.constants import TYPE_CONCURRENT_BUILDS
 
 
 @pytest.mark.django_db
 class TestBuildQuerySet:
+    @pytest.fixture(autouse=True)
+    def setup_method(self, settings):
+        settings.RTD_DEFAULT_FEATURES = {
+            TYPE_CONCURRENT_BUILDS: 4,
+        }
 
     def test_concurrent_builds(self):
         project = fixture.get(
diff --git a/readthedocs/core/resolver.py b/readthedocs/core/resolver.py
index 24946148921..95f585017d7 100644
--- a/readthedocs/core/resolver.py
+++ b/readthedocs/core/resolver.py
@@ -7,6 +7,8 @@
 from readthedocs.builds.constants import EXTERNAL
 from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.core.utils.url import unsafe_join_url_path
+from readthedocs.subscriptions.constants import TYPE_CNAME
+from readthedocs.subscriptions.models import PlanFeature
 
 log = structlog.get_logger(__name__)
 
@@ -404,7 +406,7 @@ def _use_subdomain(self):
 
     def _use_cname(self, project):
         """Test if to allow direct serving for project on CNAME."""
-        return True
+        return PlanFeature.objects.has_feature(project, type=TYPE_CNAME)
 
 
 class Resolver(SettingsOverrideObject):
diff --git a/readthedocs/organizations/tests/test_views.py b/readthedocs/organizations/tests/test_views.py
index ef843fc12ca..6a10aa8fd96 100644
--- a/readthedocs/organizations/tests/test_views.py
+++ b/readthedocs/organizations/tests/test_views.py
@@ -16,6 +16,7 @@
 from readthedocs.organizations.models import Organization, Team
 from readthedocs.projects.models import Project
 from readthedocs.rtd_tests.base import RequestFactoryTestMixin
+from readthedocs.subscriptions.constants import TYPE_AUDIT_LOGS
 
 
 @override_settings(RTD_ALLOW_ORGANIZATIONS=True)
@@ -147,7 +148,12 @@ def test_add_owner(self):
         self.assertNotIn(user_b, self.organization.owners.all())
 
 
-@override_settings(RTD_ALLOW_ORGANIZATIONS=True)
+@override_settings(
+    RTD_ALLOW_ORGANIZATIONS=True,
+    RTD_DEFAULT_FEATURES={
+        TYPE_AUDIT_LOGS: 90,
+    },
+)
 class OrganizationSecurityLogTests(TestCase):
 
     def setUp(self):
diff --git a/readthedocs/organizations/views/private.py b/readthedocs/organizations/views/private.py
index 012012e9583..29295bd70ef 100644
--- a/readthedocs/organizations/views/private.py
+++ b/readthedocs/organizations/views/private.py
@@ -13,7 +13,6 @@
 from readthedocs.audit.models import AuditLog
 from readthedocs.core.history import UpdateChangeReasonPostView
 from readthedocs.core.mixins import PrivateViewMixin
-from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.invitations.models import Invitation
 from readthedocs.organizations.forms import (
     OrganizationSignupForm,
@@ -28,6 +27,8 @@
     OrganizationView,
 )
 from readthedocs.projects.utils import get_csv_file
+from readthedocs.subscriptions.constants import TYPE_AUDIT_LOGS
+from readthedocs.subscriptions.models import PlanFeature
 
 
 # Organization views
@@ -183,12 +184,13 @@ def post(self, request, *args, **kwargs):
         return resp
 
 
-class OrganizationSecurityLogBase(PrivateViewMixin, OrganizationMixin, ListView):
+class OrganizationSecurityLog(PrivateViewMixin, OrganizationMixin, ListView):
 
     """Display security logs related to this organization."""
 
     model = AuditLog
     template_name = 'organizations/security_log.html'
+    feature_type = TYPE_AUDIT_LOGS
 
     def get(self, request, *args, **kwargs):
         download_data = request.GET.get('download', False)
@@ -234,10 +236,10 @@ def _get_csv_data(self):
     def get_context_data(self, **kwargs):
         organization = self.get_organization()
         context = super().get_context_data(**kwargs)
-        context['enabled'] = self._is_enabled(organization)
-        context['days_limit'] = self._get_retention_days_limit(organization)
-        context['filter'] = self.filter
-        context['AuditLog'] = AuditLog
+        context["enabled"] = self._is_feature_enabled(organization)
+        context["days_limit"] = self._get_retention_days_limit(organization)
+        context["filter"] = self.filter
+        context["AuditLog"] = AuditLog
         return context
 
     def _get_start_date(self):
@@ -255,7 +257,7 @@ def _get_start_date(self):
     def _get_queryset(self):
         """Return the queryset without filters."""
         organization = self.get_organization()
-        if not self._is_enabled(organization):
+        if not self._is_feature_enabled(organization):
             return AuditLog.objects.none()
         start_date = self._get_start_date()
         queryset = AuditLog.objects.filter(
@@ -284,14 +286,15 @@ def get_queryset(self):
         )
         return self.filter.qs
 
-    def _get_retention_days_limit(self, organization):  # noqa
-        """From how many days we need to show data for this project?"""
-        return settings.RTD_AUDITLOGS_DEFAULT_RETENTION_DAYS
-
-    def _is_enabled(self, organization):  # noqa
-        """Should we show audit logs for this organization?"""
-        return True
-
+    def _get_retention_days_limit(self, organization):
+        """From how many days we need to show data for this organization?"""
+        return PlanFeature.objects.get_feature_value(
+            organization,
+            type=self.feature_type,
+        )
 
-class OrganizationSecurityLog(SettingsOverrideObject):
-    _default_class = OrganizationSecurityLogBase
+    def _is_feature_enabled(self, organization):
+        return PlanFeature.objects.has_feature(
+            organization,
+            type=self.feature_type,
+        )
diff --git a/readthedocs/projects/querysets.py b/readthedocs/projects/querysets.py
index c7674b0ba61..c64e772a97a 100644
--- a/readthedocs/projects/querysets.py
+++ b/readthedocs/projects/querysets.py
@@ -1,5 +1,4 @@
 """Project model QuerySet classes."""
-from django.conf import settings
 from django.db import models
 from django.db.models import Count, OuterRef, Prefetch, Q, Subquery
 
@@ -96,6 +95,7 @@ def max_concurrent_builds(self, project):
 
           - project
           - organization
+          - plan
           - default setting
 
         :param project: project to be checked
@@ -104,15 +104,21 @@ def max_concurrent_builds(self, project):
         :returns: number of max concurrent builds for the project
         :rtype: int
         """
+        from readthedocs.subscriptions.constants import TYPE_CONCURRENT_BUILDS
+        from readthedocs.subscriptions.models import PlanFeature
+
         max_concurrent_organization = None
         organization = project.organizations.first()
         if organization:
             max_concurrent_organization = organization.max_concurrent_builds
 
         return (
-            project.max_concurrent_builds or
-            max_concurrent_organization or
-            settings.RTD_MAX_CONCURRENT_BUILDS
+            project.max_concurrent_builds
+            or max_concurrent_organization
+            or PlanFeature.objects.get_feature_value(
+                project,
+                type=TYPE_CONCURRENT_BUILDS,
+            )
         )
 
     def prefetch_latest_build(self):
diff --git a/readthedocs/projects/tests/test_domain_views.py b/readthedocs/projects/tests/test_domain_views.py
index fd3cd4faaa3..34bbcf8be48 100644
--- a/readthedocs/projects/tests/test_domain_views.py
+++ b/readthedocs/projects/tests/test_domain_views.py
@@ -5,6 +5,7 @@
 
 from readthedocs.organizations.models import Organization
 from readthedocs.projects.models import Domain, Project
+from readthedocs.subscriptions.constants import TYPE_CNAME
 from readthedocs.subscriptions.models import Plan, PlanFeature, Subscription
 
 
@@ -114,5 +115,5 @@ def setUp(self):
         self.feature = get(
             PlanFeature,
             plan=self.plan,
-            feature_type=PlanFeature.TYPE_CNAME,
+            feature_type=TYPE_CNAME,
         )
diff --git a/readthedocs/projects/views/private.py b/readthedocs/projects/views/private.py
index c39e201c1c5..fece00c1cc4 100644
--- a/readthedocs/projects/views/private.py
+++ b/readthedocs/projects/views/private.py
@@ -39,7 +39,6 @@
 )
 from readthedocs.core.history import UpdateChangeReasonPostView
 from readthedocs.core.mixins import ListViewWithForm, PrivateViewMixin
-from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.integrations.models import HttpExchange, Integration
 from readthedocs.invitations.models import Invitation
 from readthedocs.oauth.services import registry
@@ -80,6 +79,12 @@
     ProjectRelationListMixin,
 )
 from readthedocs.search.models import SearchQuery
+from readthedocs.subscriptions.constants import (
+    TYPE_CNAME,
+    TYPE_PAGEVIEW_ANALYTICS,
+    TYPE_SEARCH_ANALYTICS,
+)
+from readthedocs.subscriptions.models import PlanFeature
 
 log = structlog.get_logger(__name__)
 
@@ -752,6 +757,7 @@ class DomainMixin(ProjectAdminMixin, PrivateViewMixin):
     model = Domain
     form_class = DomainForm
     lookup_url_kwarg = 'domain_pk'
+    feature_type = TYPE_CNAME
 
     def get_success_url(self):
         return reverse('projects_domains', args=[self.get_project().slug])
@@ -763,11 +769,13 @@ def get_context_data(self, **kwargs):
         return context
 
     def _is_enabled(self, project):
-        """Should we allow custom domains for this project?"""
-        return True
+        return PlanFeature.objects.has_feature(
+            project,
+            type=self.feature_type,
+        )
 
 
-class DomainListBase(DomainMixin, ListViewWithForm):
+class DomainList(DomainMixin, ListViewWithForm):
 
     def get_context_data(self, **kwargs):
         ctx = super().get_context_data(**kwargs)
@@ -782,12 +790,7 @@ def get_context_data(self, **kwargs):
         return ctx
 
 
-class DomainList(SettingsOverrideObject):
-
-    _default_class = DomainListBase
-
-
-class DomainCreateBase(DomainMixin, CreateView):
+class DomainCreate(DomainMixin, CreateView):
 
     def post(self, request, *args, **kwargs):
         project = self.get_project()
@@ -806,12 +809,7 @@ def get_success_url(self):
         )
 
 
-class DomainCreate(SettingsOverrideObject):
-
-    _default_class = DomainCreateBase
-
-
-class DomainUpdateBase(DomainMixin, UpdateView):
+class DomainUpdate(DomainMixin, UpdateView):
 
     def form_valid(self, form):
         response = super().form_valid(form)
@@ -825,11 +823,6 @@ def post(self, request, *args, **kwargs):
         return HttpResponse('Action not allowed', status=401)
 
 
-class DomainUpdate(SettingsOverrideObject):
-
-    _default_class = DomainUpdateBase
-
-
 class DomainDelete(DomainMixin, DeleteView):
 
     pass
@@ -1072,10 +1065,11 @@ class RegexAutomationRuleUpdate(RegexAutomationRuleMixin, UpdateView):
     pass
 
 
-class SearchAnalyticsBase(ProjectAdminMixin, PrivateViewMixin, TemplateView):
+class SearchAnalytics(ProjectAdminMixin, PrivateViewMixin, TemplateView):
 
     template_name = 'projects/projects_search_analytics.html'
     http_method_names = ['get']
+    feature_type = TYPE_SEARCH_ANALYTICS
 
     def get(self, request, *args, **kwargs):
         download_data = request.GET.get('download', False)
@@ -1159,21 +1153,24 @@ def _get_csv_data(self):
 
     def _get_retention_days_limit(self, project):
         """From how many days we need to show data for this project?"""
-        return settings.RTD_ANALYTICS_DEFAULT_RETENTION_DAYS
+        return PlanFeature.objects.get_feature_value(
+            project,
+            type=self.feature_type,
+        )
 
     def _is_enabled(self, project):
         """Should we show search analytics for this project?"""
-        return True
-
-
-class SearchAnalytics(SettingsOverrideObject):
-    _default_class = SearchAnalyticsBase
+        return PlanFeature.objects.has_feature(
+            project,
+            type=self.feature_type,
+        )
 
 
-class TrafficAnalyticsViewBase(ProjectAdminMixin, PrivateViewMixin, TemplateView):
+class TrafficAnalyticsView(ProjectAdminMixin, PrivateViewMixin, TemplateView):
 
     template_name = 'projects/project_traffic_analytics.html'
     http_method_names = ['get']
+    feature_type = TYPE_PAGEVIEW_ANALYTICS
 
     def get(self, request, *args, **kwargs):
         download_data = request.GET.get('download', False)
@@ -1259,12 +1256,14 @@ def _get_csv_data(self):
 
     def _get_retention_days_limit(self, project):
         """From how many days we need to show data for this project?"""
-        return settings.RTD_ANALYTICS_DEFAULT_RETENTION_DAYS
+        return PlanFeature.objects.get_feature_value(
+            project,
+            type=self.feature_type,
+        )
 
     def _is_enabled(self, project):
         """Should we show traffic analytics for this project?"""
-        return True
-
-
-class TrafficAnalyticsView(SettingsOverrideObject):
-    _default_class = TrafficAnalyticsViewBase
+        return PlanFeature.objects.has_feature(
+            project,
+            type=self.feature_type,
+        )
diff --git a/readthedocs/proxito/tests/base.py b/readthedocs/proxito/tests/base.py
index 906917ce123..298fce26b55 100644
--- a/readthedocs/proxito/tests/base.py
+++ b/readthedocs/proxito/tests/base.py
@@ -8,7 +8,7 @@
 from django.test import TestCase
 
 from readthedocs.builds.constants import LATEST
-from readthedocs.projects.constants import PUBLIC
+from readthedocs.projects.constants import PUBLIC, SSL_STATUS_VALID
 from readthedocs.projects.models import Domain, Project
 from readthedocs.proxito.views import serve
 
@@ -80,5 +80,17 @@ def setUp(self):
         self.project.add_subproject(self.subproject_alias, alias='this-is-an-alias')
 
         # These can be set to canonical as needed in specific tests
-        self.domain = fixture.get(Domain, project=self.project, domain='docs1.example.com', https=True)
-        self.domain2 = fixture.get(Domain, project=self.project, domain='docs2.example.com', https=True)
+        self.domain = fixture.get(
+            Domain,
+            project=self.project,
+            domain="docs1.example.com",
+            https=True,
+            ssl_status=SSL_STATUS_VALID,
+        )
+        self.domain2 = fixture.get(
+            Domain,
+            project=self.project,
+            domain="docs2.example.com",
+            https=True,
+            ssl_status=SSL_STATUS_VALID,
+        )
diff --git a/readthedocs/proxito/tests/test_full.py b/readthedocs/proxito/tests/test_full.py
index 75e1d2e8ee4..f501ab1ef9c 100644
--- a/readthedocs/proxito/tests/test_full.py
+++ b/readthedocs/proxito/tests/test_full.py
@@ -14,7 +14,6 @@
 from readthedocs.audit.models import AuditLog
 from readthedocs.builds.constants import EXTERNAL, INTERNAL, LATEST
 from readthedocs.builds.models import Version
-from readthedocs.organizations.models import Organization
 from readthedocs.projects import constants
 from readthedocs.projects.constants import (
     DOWNLOADABLE_MEDIA_TYPES,
@@ -33,7 +32,7 @@
     BuildMediaFileSystemStorageTest,
     StaticFileSystemStorageTest,
 )
-from readthedocs.subscriptions.models import Plan, PlanFeature, Subscription
+from readthedocs.subscriptions.constants import TYPE_CNAME
 
 from .base import BaseDocServing
 
@@ -1514,6 +1513,9 @@ def test_404_download(self):
     ALLOW_PRIVATE_REPOS=True,
     PUBLIC_DOMAIN='dev.readthedocs.io',
     PUBLIC_DOMAIN_USES_HTTPS=True,
+    RTD_DEFAULT_FEATURES={
+        TYPE_CNAME: 1,
+    },
 )
 # We are overriding the storage class instead of using RTD_BUILD_MEDIA_STORAGE,
 # since the setting is evaluated just once (first test to use the storage
@@ -1741,30 +1743,6 @@ def test_cache_disable_on_rtd_header_resolved_project(self):
         self.assertEqual(resp.headers["CDN-Cache-Control"], "private")
         self.assertEqual(resp.headers["Cache-Tag"], "project,project:latest")
 
-    def test_cache_on_plan(self):
-        self.organization = get(Organization)
-        self.plan = get(
-            Plan,
-            published=True,
-        )
-        self.subscription = get(
-            Subscription,
-            plan=self.plan,
-            organization=self.organization,
-        )
-        self.feature = get(
-            PlanFeature,
-            plan=self.plan,
-            feature_type=PlanFeature.TYPE_CDN,
-        )
-
-        # Delete feature plan, so we aren't using that logic
-        Feature.objects.filter(feature_id=Feature.CDN_ENABLED).delete()
-
-        # Add project to plan, so we're using that to enable CDN
-        self.organization.projects.add(self.project)
-        self._test_cache_control_header_project(expected_value="public")
-
 
 class ProxitoV2TestCDNCache(TestCDNCache):
     # TODO: remove this class once the new implementation is the default.
diff --git a/readthedocs/proxito/tests/test_middleware.py b/readthedocs/proxito/tests/test_middleware.py
index 619598852d8..858344e7d34 100644
--- a/readthedocs/proxito/tests/test_middleware.py
+++ b/readthedocs/proxito/tests/test_middleware.py
@@ -16,10 +16,16 @@
 from readthedocs.rtd_tests.base import RequestFactoryTestMixin
 from readthedocs.rtd_tests.storage import BuildMediaFileSystemStorageTest
 from readthedocs.rtd_tests.utils import create_user
+from readthedocs.subscriptions.constants import TYPE_CNAME
 
 
 @pytest.mark.proxito
-@override_settings(PUBLIC_DOMAIN='dev.readthedocs.io')
+@override_settings(
+    PUBLIC_DOMAIN="dev.readthedocs.io",
+    RTD_DEFAULT_FEATURES={
+        TYPE_CNAME: 1,
+    },
+)
 class MiddlewareTests(RequestFactoryTestMixin, TestCase):
 
     def setUp(self):
diff --git a/readthedocs/proxito/tests/test_redirects.py b/readthedocs/proxito/tests/test_redirects.py
index d670ad97346..2518228f998 100644
--- a/readthedocs/proxito/tests/test_redirects.py
+++ b/readthedocs/proxito/tests/test_redirects.py
@@ -4,6 +4,7 @@
 
 from readthedocs.projects.models import Feature
 from readthedocs.proxito.constants import RedirectType
+from readthedocs.subscriptions.constants import TYPE_CNAME
 
 from .base import BaseDocServing
 
@@ -11,6 +12,9 @@
 @override_settings(
     PUBLIC_DOMAIN='dev.readthedocs.io',
     PUBLIC_DOMAIN_USES_HTTPS=True,
+    RTD_DEFAULT_FEATURES={
+        TYPE_CNAME: 1,
+    },
 )
 class RedirectTests(BaseDocServing):
 
diff --git a/readthedocs/rtd_tests/tests/test_api.py b/readthedocs/rtd_tests/tests/test_api.py
index 78cbc24983d..294a70f496f 100644
--- a/readthedocs/rtd_tests/tests/test_api.py
+++ b/readthedocs/rtd_tests/tests/test_api.py
@@ -60,6 +60,7 @@
     Feature,
     Project,
 )
+from readthedocs.subscriptions.constants import TYPE_CONCURRENT_BUILDS
 
 super_auth = base64.b64encode(b'super:test').decode('utf-8')
 eric_auth = base64.b64encode(b'eric:test').decode('utf-8')
@@ -845,6 +846,11 @@ def test_init_api_project(self):
             {'RELEASE': 'prod'},
         )
 
+    @override_settings(
+        RTD_DEFAULT_FEATURES={
+            TYPE_CONCURRENT_BUILDS: 4,
+        }
+    )
     def test_concurrent_builds(self):
         expected = {
             'limit_reached': False,
diff --git a/readthedocs/rtd_tests/tests/test_footer.py b/readthedocs/rtd_tests/tests/test_footer.py
index c6f823a8fdc..5ada66df22c 100644
--- a/readthedocs/rtd_tests/tests/test_footer.py
+++ b/readthedocs/rtd_tests/tests/test_footer.py
@@ -13,6 +13,7 @@
 from readthedocs.core.middleware import ReadTheDocsSessionMiddleware
 from readthedocs.projects.constants import GITHUB_BRAND, GITLAB_BRAND, PUBLIC
 from readthedocs.projects.models import Project
+from readthedocs.subscriptions.constants import TYPE_CNAME
 
 
 class BaseTestFooterHTML:
@@ -444,7 +445,12 @@ def test_highest_version_without_tags(self):
 
 
 @pytest.mark.proxito
-@override_settings(PUBLIC_DOMAIN='readthedocs.io')
+@override_settings(
+    PUBLIC_DOMAIN="readthedocs.io",
+    RTD_DEFAULT_FEATURES={
+        TYPE_CNAME: 1,
+    },
+)
 class TestFooterPerformance(TestCase):
     # The expected number of queries for generating the footer
     # This shouldn't increase unless we modify the footer API
diff --git a/readthedocs/rtd_tests/tests/test_resolver.py b/readthedocs/rtd_tests/tests/test_resolver.py
index 8e3e9d2f0d1..52a103971a4 100644
--- a/readthedocs/rtd_tests/tests/test_resolver.py
+++ b/readthedocs/rtd_tests/tests/test_resolver.py
@@ -7,9 +7,15 @@
 from readthedocs.projects.constants import PRIVATE
 from readthedocs.projects.models import Domain, Project, ProjectRelationship
 from readthedocs.rtd_tests.utils import create_user
+from readthedocs.subscriptions.constants import TYPE_CNAME
 
 
-@override_settings(PUBLIC_DOMAIN='readthedocs.org')
+@override_settings(
+    PUBLIC_DOMAIN="readthedocs.org",
+    RTD_DEFAULT_FEATURES={
+        TYPE_CNAME: 1,
+    },
+)
 class ResolverBase(TestCase):
 
     def setUp(self):
diff --git a/readthedocs/rtd_tests/tests/test_views.py b/readthedocs/rtd_tests/tests/test_views.py
index 3de44848ab2..097e217a4db 100644
--- a/readthedocs/rtd_tests/tests/test_views.py
+++ b/readthedocs/rtd_tests/tests/test_views.py
@@ -4,7 +4,7 @@
 
 from django.contrib.auth.models import User
 from django.core.cache import cache
-from django.test import TestCase
+from django.test import TestCase, override_settings
 from django.urls import reverse
 from django.utils import timezone
 from django_dynamic_fixture import get, new
@@ -15,6 +15,7 @@
 from readthedocs.projects.constants import PUBLIC
 from readthedocs.projects.forms import UpdateProjectForm
 from readthedocs.projects.models import Feature, Project
+from readthedocs.subscriptions.constants import TYPE_SEARCH_ANALYTICS
 
 
 @mock.patch('readthedocs.projects.forms.trigger_build', mock.MagicMock())
@@ -333,6 +334,11 @@ def test_rebuild_invalid_specific_commit(self, mock):
         self.assertEqual(r.status_code, 302)
 
 
+@override_settings(
+    RTD_DEFAULT_FEATURES={
+        TYPE_SEARCH_ANALYTICS: 90,
+    }
+)
 class TestSearchAnalyticsView(TestCase):
 
     """Tests for search analytics page."""
diff --git a/readthedocs/settings/base.py b/readthedocs/settings/base.py
index 2d0dd75e0a5..415e261cb5a 100644
--- a/readthedocs/settings/base.py
+++ b/readthedocs/settings/base.py
@@ -157,6 +157,26 @@ def SESSION_COOKIE_SAMESITE(self):
     # Number of days an invitation is valid.
     RTD_INVITATIONS_EXPIRATION_DAYS = 15
 
+    @property
+    def RTD_DEFAULT_FEATURES(self):
+        # Features listed here will be available to users that don't have a
+        # subscription or if their subscription doesn't include the feature.
+        # Depending on the feature type, the numeric value represents a
+        # number of days or limit of the feature.
+        from readthedocs.subscriptions import constants
+        return {
+            constants.TYPE_CNAME: 1,
+            constants.TYPE_EMBED_API: 1,
+            # Retention days for search analytics.
+            constants.TYPE_SEARCH_ANALYTICS: self.RTD_ANALYTICS_DEFAULT_RETENTION_DAYS,
+            # Retention days for page view analytics.
+            constants.TYPE_PAGEVIEW_ANALYTICS: self.RTD_ANALYTICS_DEFAULT_RETENTION_DAYS,
+            # Retention days for audit logs.
+            constants.TYPE_AUDIT_LOGS: self.RTD_AUDITLOGS_DEFAULT_RETENTION_DAYS,
+            # Max number of concurrent builds.
+            constants.TYPE_CONCURRENT_BUILDS: self.RTD_MAX_CONCURRENT_BUILDS,
+        }
+
     # Database and API hitting settings
     DONT_HIT_API = False
     DONT_HIT_DB = True
diff --git a/readthedocs/subscriptions/constants.py b/readthedocs/subscriptions/constants.py
index ce2270e49bd..d6dd62782d4 100644
--- a/readthedocs/subscriptions/constants.py
+++ b/readthedocs/subscriptions/constants.py
@@ -1,4 +1,39 @@
 """Constants for subscriptions."""
+from django.utils.translation import gettext_lazy as _
 
 # Days after the subscription has ended to disable the organization
 DISABLE_AFTER_DAYS = 30
+
+# Values from `value` that represent an unlimited value.
+UNLIMITED_VALUES = [None, -1]
+
+TYPE_CNAME = "cname"
+TYPE_CDN = "cdn"
+TYPE_SSL = "ssl"
+TYPE_SUPPORT = "support"
+
+TYPE_PRIVATE_DOCS = "private_docs"
+TYPE_EMBED_API = "embed_api"
+TYPE_SEARCH_ANALYTICS = "search_analytics"
+TYPE_PAGEVIEW_ANALYTICS = "pageviews_analytics"
+TYPE_CONCURRENT_BUILDS = "concurrent_builds"
+TYPE_SSO = "sso"
+TYPE_CUSTOM_URL = "urls"
+TYPE_AUDIT_LOGS = "audit-logs"
+TYPE_AUDIT_PAGEVIEWS = "audit-pageviews"
+
+FEATURE_TYPES = (
+    (TYPE_CNAME, _("Custom domain")),
+    (TYPE_CDN, _("CDN public documentation")),
+    (TYPE_SSL, _("Custom SSL configuration")),
+    (TYPE_SUPPORT, _("Support SLA")),
+    (TYPE_PRIVATE_DOCS, _("Private documentation")),
+    (TYPE_EMBED_API, _("Embed content via API")),
+    (TYPE_SEARCH_ANALYTICS, _("Search analytics")),
+    (TYPE_PAGEVIEW_ANALYTICS, _("Pageview analytics")),
+    (TYPE_CONCURRENT_BUILDS, _("Concurrent builds")),
+    (TYPE_SSO, _("Single sign on (SSO) with Google")),
+    (TYPE_CUSTOM_URL, _("Custom URLs")),
+    (TYPE_AUDIT_LOGS, _("Audit logs")),
+    (TYPE_AUDIT_PAGEVIEWS, _("Record every page view")),
+)
diff --git a/readthedocs/subscriptions/managers.py b/readthedocs/subscriptions/managers.py
index cf9c45afce3..3433fdef4e3 100644
--- a/readthedocs/subscriptions/managers.py
+++ b/readthedocs/subscriptions/managers.py
@@ -172,7 +172,7 @@ def get_feature(self, obj, type):
         Get feature `type` for `obj`.
 
         :param obj: An organization or project instance.
-        :param type: The type of the feature (PlanFeature.TYPE_*).
+        :param type: The type of the feature (readthedocs.subscriptions.constants.TYPE_*).
         :returns: A PlanFeature object or None.
         """
         # Avoid circular imports.
@@ -191,3 +191,32 @@ def get_feature(self, obj, type):
             plan__subscriptions__organization=organization,
         )
         return feature.first()
+
+    # pylint: disable=redefined-builtin
+    def get_feature_value(self, obj, type, default=0):
+        """
+        Get the value of the given feature.
+
+        Use this function instead of ``get_feature().value``
+        when you need to respect the ``RTD_DEFAULT_FEATURES`` setting.
+        """
+        # Hit the DB only if subscriptions are enabled.
+        if settings.RTD_ALLOW_ORGANIZATIONS:
+            feature = self.get_feature(obj, type)
+            if feature:
+                return feature.value
+        return settings.RTD_DEFAULT_FEATURES.get(type, default)
+
+    # pylint: disable=redefined-builtin
+    def has_feature(self, obj, type):
+        """
+        Get the value of the given feature.
+
+        Use this function instead of ``bool(get_feature())``
+        when you need to respect the ``RTD_DEFAULT_FEATURES`` setting.
+        """
+        # Hit the DB only if subscriptions are enabled.
+        if settings.RTD_ALLOW_ORGANIZATIONS:
+            if self.get_feature(obj, type) is not None:
+                return True
+        return type in settings.RTD_DEFAULT_FEATURES
diff --git a/readthedocs/subscriptions/models.py b/readthedocs/subscriptions/models.py
index 9a2ef4afff4..ba426e9b9d1 100644
--- a/readthedocs/subscriptions/models.py
+++ b/readthedocs/subscriptions/models.py
@@ -10,10 +10,8 @@
 from readthedocs.core.history import ExtraHistoricalRecords
 from readthedocs.core.utils import slugify
 from readthedocs.organizations.models import Organization
-from readthedocs.subscriptions.managers import (
-    PlanFeatureManager,
-    SubscriptionManager,
-)
+from readthedocs.subscriptions.constants import FEATURE_TYPES
+from readthedocs.subscriptions.managers import PlanFeatureManager, SubscriptionManager
 
 
 class Plan(models.Model):
@@ -87,41 +85,6 @@ class Meta:
         db_table = 'organizations_planfeature'
         unique_together = (('plan', 'feature_type'),)
 
-    # Constants
-    UNLIMITED_VALUES = [None, -1]
-    """Values from `value` that represent an unlimited value."""
-
-    TYPE_CNAME = 'cname'
-    TYPE_CDN = 'cdn'
-    TYPE_SSL = 'ssl'
-    TYPE_SUPPORT = 'support'
-
-    TYPE_PRIVATE_DOCS = 'private_docs'
-    TYPE_EMBED_API = 'embed_api'
-    TYPE_SEARCH_ANALYTICS = 'search_analytics'
-    TYPE_PAGEVIEW_ANALYTICS = 'pageviews_analytics'
-    TYPE_CONCURRENT_BUILDS = 'concurrent_builds'
-    TYPE_SSO = 'sso'
-    TYPE_CUSTOM_URL = 'urls'
-    TYPE_AUDIT_LOGS = 'audit-logs'
-    TYPE_AUDIT_PAGEVIEWS = 'audit-pageviews'
-
-    TYPES = (
-        (TYPE_CNAME, _('Custom domain')),
-        (TYPE_CDN, _('CDN public documentation')),
-        (TYPE_SSL, _('Custom SSL configuration')),
-        (TYPE_SUPPORT, _('Support SLA')),
-        (TYPE_PRIVATE_DOCS, _('Private documentation')),
-        (TYPE_EMBED_API, _('Embed content via API')),
-        (TYPE_SEARCH_ANALYTICS, _('Search analytics')),
-        (TYPE_PAGEVIEW_ANALYTICS, _('Pageview analytics')),
-        (TYPE_CONCURRENT_BUILDS, _('Concurrent builds')),
-        (TYPE_SSO, _('Single sign on (SSO) with Google')),
-        (TYPE_CUSTOM_URL, _('Custom URLs')),
-        (TYPE_AUDIT_LOGS, _('Audit logs')),
-        (TYPE_AUDIT_PAGEVIEWS, _('Record every page view')),
-    )
-
     # Auto fields
     pub_date = models.DateTimeField(_('Publication date'), auto_now_add=True)
     modified_date = models.DateTimeField(_('Modified date'), auto_now=True)
@@ -131,8 +94,8 @@ class Meta:
         related_name='features',
         on_delete=models.CASCADE,
     )
-    feature_type = models.CharField(_('Type'), max_length=32, choices=TYPES)
-    value = models.IntegerField(_('Numeric value'), null=True, blank=True)
+    feature_type = models.CharField(_("Type"), max_length=32, choices=FEATURE_TYPES)
+    value = models.IntegerField(_("Numeric value"), null=True, blank=True)
     description = models.CharField(
         _('Description'),
         max_length=255,