diff --git a/readthedocs/analytics/models.py b/readthedocs/analytics/models.py
index 455a3eeb5d1..4871ce56fdf 100644
--- a/readthedocs/analytics/models.py
+++ b/readthedocs/analytics/models.py
@@ -102,9 +102,6 @@ class Meta:
             ),
         ]
 
-    def __str__(self):
-        return f"PageView: [{self.project.slug}] - {self.full_path or self.path} for {self.date}"
-
     @classmethod
     def top_viewed_pages(
         cls, project, since=None, limit=10, status=200, per_version=False
diff --git a/readthedocs/builds/models.py b/readthedocs/builds/models.py
index c6cef2b9587..bcadba3cdb8 100644
--- a/readthedocs/builds/models.py
+++ b/readthedocs/builds/models.py
@@ -11,7 +11,6 @@
 from django.db import models
 from django.urls import reverse
 from django.utils import timezone
-from django.utils.translation import gettext
 from django.utils.translation import gettext_lazy as _
 from django_extensions.db.models import TimeStampedModel
 from polymorphic.models import PolymorphicModel
@@ -210,13 +209,7 @@ class Meta:
         ordering = ["-verbose_name"]
 
     def __str__(self):
-        return gettext(
-            "Version {version} of {project} ({pk})".format(
-                version=self.verbose_name,
-                project=self.project,
-                pk=self.pk,
-            ),
-        )
+        return self.verbose_name
 
     @property
     def is_private(self):
@@ -940,17 +933,6 @@ def save(self, *args, **kwargs):  # noqa
         super().save(*args, **kwargs)
         self._config_changed = False
 
-    def __str__(self):
-        return gettext(
-            "Build {project} for {usernames} ({pk})".format(
-                project=self.project,
-                usernames=" ".join(
-                    self.project.users.all().values_list("username", flat=True),
-                ),
-                pk=self.pk,
-            ),
-        )
-
     def get_absolute_url(self):
         return reverse("builds_detail", args=[self.project.slug, self.pk])
 
@@ -1159,11 +1141,6 @@ class Meta:
 
     objects = RelatedBuildQuerySet.as_manager()
 
-    def __str__(self):
-        return gettext("Build command {pk} for build {build}").format(
-            pk=self.pk, build=self.build
-        )
-
     @property
     def run_time(self):
         """Total command runtime in seconds."""
@@ -1347,11 +1324,7 @@ def get_edit_url(self):
 
     def __str__(self):
         class_name = self.__class__.__name__
-        return (
-            f"({self.priority}) "
-            f"{class_name}/{self.get_action_display()} "
-            f"for {self.project.slug}:{self.get_version_type_display()}"
-        )
+        return f"({self.priority}) {class_name}/{self.get_action_display()}"
 
 
 class RegexAutomationRule(VersionAutomationRule):
diff --git a/readthedocs/builds/querysets.py b/readthedocs/builds/querysets.py
index 3ab46436171..006185cca76 100644
--- a/readthedocs/builds/querysets.py
+++ b/readthedocs/builds/querysets.py
@@ -13,6 +13,7 @@
     EXTERNAL,
 )
 from readthedocs.core.permissions import AdminPermission
+from readthedocs.core.querysets import NoReprQuerySet
 from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.projects import constants
 from readthedocs.projects.models import Project
@@ -23,7 +24,7 @@
 __all__ = ["VersionQuerySet", "BuildQuerySet", "RelatedBuildQuerySet"]
 
 
-class VersionQuerySetBase(models.QuerySet):
+class VersionQuerySetBase(NoReprQuerySet, models.QuerySet):
 
     """Versions take into account their own privacy_level setting."""
 
@@ -145,7 +146,7 @@ class VersionQuerySet(SettingsOverrideObject):
     _default_class = VersionQuerySetBase
 
 
-class BuildQuerySet(models.QuerySet):
+class BuildQuerySet(NoReprQuerySet, models.QuerySet):
 
     """
     Build objects that are privacy aware.
@@ -269,7 +270,7 @@ def concurrent(self, project):
         return (limit_reached, concurrent, max_concurrent)
 
 
-class RelatedBuildQuerySet(models.QuerySet):
+class RelatedBuildQuerySet(NoReprQuerySet, models.QuerySet):
 
     """
     For models with association to a project through :py:class:`Build`.
diff --git a/readthedocs/core/models.py b/readthedocs/core/models.py
index 5cab8ae43f1..29e286377a8 100644
--- a/readthedocs/core/models.py
+++ b/readthedocs/core/models.py
@@ -4,7 +4,6 @@
 from django.contrib.auth.models import User
 from django.db import models
 from django.urls import reverse
-from django.utils.translation import gettext
 from django.utils.translation import gettext_lazy as _
 from django_extensions.db.models import TimeStampedModel
 from simple_history import register
@@ -46,9 +45,6 @@ class UserProfile(TimeStampedModel):
     # Model history
     history = ExtraHistoricalRecords()
 
-    def __str__(self):
-        return gettext("%(username)s's profile") % {"username": self.user.username}
-
     def get_absolute_url(self):
         return reverse(
             "profiles_profile_detail",
diff --git a/readthedocs/core/querysets.py b/readthedocs/core/querysets.py
new file mode 100644
index 00000000000..a7d4deaa107
--- /dev/null
+++ b/readthedocs/core/querysets.py
@@ -0,0 +1,15 @@
+class NoReprQuerySet:
+
+    """
+    Basic queryset to override `__repr__` function due to logging issues.
+
+    This may be a temporary solution for now and it can be improved to detect
+    if we are under DEBUG and/or on an interactive shell.
+
+    https://github.com/readthedocs/readthedocs.org/issues/10954
+    https://github.com/readthedocs/readthedocs.org/issues/10954#issuecomment-2057596044
+    https://github.com/readthedocs/readthedocs.org/issues/10954#issuecomment-2057951300
+    """
+
+    def __repr__(self):
+        return self.__class__.__name__
diff --git a/readthedocs/integrations/models.py b/readthedocs/integrations/models.py
index 06a1d153f73..f360760d9df 100644
--- a/readthedocs/integrations/models.py
+++ b/readthedocs/integrations/models.py
@@ -309,9 +309,7 @@ class Integration(TimeStampedModel):
     has_sync = False
 
     def __str__(self):
-        return _("{0} for {1}").format(
-            self.get_integration_type_display(), self.project.name
-        )
+        return self.get_integration_type_display()
 
     def save(self, *args, **kwargs):
         if not self.secret:
diff --git a/readthedocs/invitations/models.py b/readthedocs/invitations/models.py
index 83a8aee34ee..7495296ed08 100644
--- a/readthedocs/invitations/models.py
+++ b/readthedocs/invitations/models.py
@@ -45,10 +45,11 @@ def invite(self, from_user, obj, to_user=None, to_email=None, request=None):
         """
         if not to_user and not to_email:
             raise ValueError("A user or email must be provided")
-        fields = dict(
-            content_type=ContentType.objects.get_for_model(obj),
-            object_id=obj.pk,
-        )
+
+        fields = {
+            "content_type": ContentType.objects.get_for_model(obj),
+            "object_id": obj.pk,
+        }
         if to_user:
             fields["to_user"] = to_user
         else:
@@ -241,6 +242,3 @@ def create_audit_log(self, action, request, user=None):
             user=user,
             **kwargs,
         )
-
-    def __str__(self):
-        return f"Invitation for {self.username} to join {self.object}"
diff --git a/readthedocs/notifications/querysets.py b/readthedocs/notifications/querysets.py
index 81a4000963f..354f623cd67 100644
--- a/readthedocs/notifications/querysets.py
+++ b/readthedocs/notifications/querysets.py
@@ -4,11 +4,12 @@
 from django.utils import timezone
 
 from readthedocs.core.permissions import AdminPermission
+from readthedocs.core.querysets import NoReprQuerySet
 
 from .constants import CANCELLED, READ, UNREAD
 
 
-class NotificationQuerySet(models.QuerySet):
+class NotificationQuerySet(NoReprQuerySet, models.QuerySet):
     def add(self, *args, **kwargs):
         """
         Create a notification without duplicating it.
diff --git a/readthedocs/oauth/models.py b/readthedocs/oauth/models.py
index 8a9a74ba27a..7e0bb83c41d 100644
--- a/readthedocs/oauth/models.py
+++ b/readthedocs/oauth/models.py
@@ -61,7 +61,7 @@ class Meta:
         db_table = "oauth_remoteorganization_2020"
 
     def __str__(self):
-        return "Remote organization: {name}".format(name=self.slug)
+        return self.slug
 
     def get_remote_organization_relation(self, user, social_account):
         """Return RemoteOrganizationRelation object for the remote organization."""
@@ -96,9 +96,6 @@ class Meta:
             "account",
         )
 
-    def __str__(self):
-        return f"{self.user.username} <-> {self.remote_organization.name}"
-
 
 class RemoteRepository(TimeStampedModel):
 
@@ -189,7 +186,7 @@ class Meta:
         db_table = "oauth_remoterepository_2020"
 
     def __str__(self):
-        return "Remote repository: {}".format(self.html_url)
+        return self.html_url
 
     def matches(self, user):
         """Existing projects connected to this RemoteRepository."""
@@ -250,6 +247,3 @@ class Meta:
             "remote_repository",
             "account",
         )
-
-    def __str__(self):
-        return f"{self.user.username} <-> {self.remote_repository.full_name}"
diff --git a/readthedocs/oauth/querysets.py b/readthedocs/oauth/querysets.py
index 5a2cfb4ef02..6270a70512c 100644
--- a/readthedocs/oauth/querysets.py
+++ b/readthedocs/oauth/querysets.py
@@ -2,8 +2,10 @@
 
 from django.db import models
 
+from readthedocs.core.querysets import NoReprQuerySet
 
-class RelatedUserQuerySet(models.QuerySet):
+
+class RelatedUserQuerySet(NoReprQuerySet, models.QuerySet):
 
     """For models with relations through :py:class:`User`."""
 
diff --git a/readthedocs/organizations/models.py b/readthedocs/organizations/models.py
index c254f4a6f37..69f7fa80872 100644
--- a/readthedocs/organizations/models.py
+++ b/readthedocs/organizations/models.py
@@ -214,12 +214,6 @@ class OrganizationOwner(models.Model):
         on_delete=models.CASCADE,
     )
 
-    def __str__(self):
-        return _("{org} owner {owner}").format(
-            org=self.organization.name,
-            owner=self.owner.username,
-        )
-
 
 class Team(models.Model):
 
@@ -325,10 +319,7 @@ class Meta:
         unique_together = ("team", "email")
 
     def __str__(self):
-        return "{email} to {team}".format(
-            email=self.email,
-            team=self.team,
-        )
+        return self.email
 
     def save(self, *args, **kwargs):
         hash_ = salted_hmac(
@@ -399,16 +390,6 @@ class Meta:
 
     objects = TeamMemberManager()
 
-    def __str__(self):
-        state = ""
-        if self.is_invite:
-            state = " (pending)"
-        return "{username} to {team}{state}".format(
-            username=self.username,
-            team=self.team,
-            state=state,
-        )
-
     @property
     def username(self):
         """Return member username or invite email as username."""
diff --git a/readthedocs/organizations/querysets.py b/readthedocs/organizations/querysets.py
index ed6dac1adb1..ed0016c597f 100644
--- a/readthedocs/organizations/querysets.py
+++ b/readthedocs/organizations/querysets.py
@@ -8,11 +8,12 @@
 from django.utils import timezone
 from djstripe.enums import InvoiceStatus, SubscriptionStatus
 
+from readthedocs.core.querysets import NoReprQuerySet
 from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.subscriptions.constants import DISABLE_AFTER_DAYS
 
 
-class BaseOrganizationQuerySet(models.QuerySet):
+class BaseOrganizationQuerySet(NoReprQuerySet, models.QuerySet):
 
     """Organizations queryset."""
 
diff --git a/readthedocs/projects/models.py b/readthedocs/projects/models.py
index 61ba7154367..2785b203aba 100644
--- a/readthedocs/projects/models.py
+++ b/readthedocs/projects/models.py
@@ -111,9 +111,6 @@ class ProjectRelationship(models.Model):
 
     objects = ChildRelatedProjectQuerySet.as_manager()
 
-    def __str__(self):
-        return "{} -> {}".format(self.parent, self.child)
-
     def save(self, *args, **kwargs):
         if not self.alias:
             self.alias = self.child.slug
@@ -1506,9 +1503,6 @@ def get_absolute_url(self):
             filename=self.path,
         )
 
-    def __str__(self):
-        return "{}: {}".format(self.name, self.project)
-
 
 class HTMLFile(ImportedFile):
 
@@ -1696,9 +1690,6 @@ def sign_payload(self, payload):
         )
         return digest.hexdigest()
 
-    def __str__(self):
-        return f"{self.project.slug} {self.url}"
-
 
 class Domain(TimeStampedModel):
 
@@ -1790,10 +1781,7 @@ class Meta:
         ordering = ("-canonical", "-machine", "domain")
 
     def __str__(self):
-        return "{domain} pointed at {project}".format(
-            domain=self.domain,
-            project=self.project.name,
-        )
+        return self.domain
 
     @property
     def is_valid(self):
@@ -1864,7 +1852,7 @@ class HTTPHeader(TimeStampedModel, models.Model):
     )
 
     def __str__(self):
-        return f"HttpHeader: {self.name} on {self.domain.domain}"
+        return self.name
 
 
 class Feature(models.Model):
@@ -2033,9 +2021,7 @@ def add_features(sender, **kwargs):
     objects = FeatureQuerySet.as_manager()
 
     def __str__(self):
-        return "{} feature".format(
-            self.get_feature_display(),
-        )
+        return self.get_feature_display()
 
     def get_feature_display(self):
         """
diff --git a/readthedocs/projects/querysets.py b/readthedocs/projects/querysets.py
index cd612797df8..5725af100e1 100644
--- a/readthedocs/projects/querysets.py
+++ b/readthedocs/projects/querysets.py
@@ -3,12 +3,13 @@
 from django.db.models import Count, OuterRef, Prefetch, Q, Subquery
 
 from readthedocs.core.permissions import AdminPermission
+from readthedocs.core.querysets import NoReprQuerySet
 from readthedocs.core.utils.extend import SettingsOverrideObject
 from readthedocs.projects import constants
 from readthedocs.subscriptions.products import get_feature
 
 
-class ProjectQuerySetBase(models.QuerySet):
+class ProjectQuerySetBase(NoReprQuerySet, models.QuerySet):
 
     """Projects take into account their own privacy_level setting."""
 
@@ -169,7 +170,7 @@ class ProjectQuerySet(SettingsOverrideObject):
     _default_class = ProjectQuerySetBase
 
 
-class RelatedProjectQuerySet(models.QuerySet):
+class RelatedProjectQuerySet(NoReprQuerySet, models.QuerySet):
 
     """
     Useful for objects that relate to Project and its permissions.
@@ -220,7 +221,7 @@ class ChildRelatedProjectQuerySet(RelatedProjectQuerySet):
     use_for_related_fields = True
 
 
-class FeatureQuerySet(models.QuerySet):
+class FeatureQuerySet(NoReprQuerySet, models.QuerySet):
     use_for_related_fields = True
 
     def for_project(self, project):
diff --git a/readthedocs/redirects/querysets.py b/readthedocs/redirects/querysets.py
index 9b7fd6cd77b..c97655b884f 100644
--- a/readthedocs/redirects/querysets.py
+++ b/readthedocs/redirects/querysets.py
@@ -6,6 +6,7 @@
 from django.db.models import CharField, F, Q, Value
 
 from readthedocs.core.permissions import AdminPermission
+from readthedocs.core.querysets import NoReprQuerySet
 from readthedocs.redirects.constants import (
     CLEAN_URL_TO_HTML_REDIRECT,
     EXACT_REDIRECT,
@@ -16,7 +17,7 @@
 log = structlog.get_logger(__name__)
 
 
-class RedirectQuerySet(models.QuerySet):
+class RedirectQuerySet(NoReprQuerySet, models.QuerySet):
 
     """Redirects take into account their own privacy_level setting."""
 
diff --git a/readthedocs/rtd_tests/tests/test_footer.py b/readthedocs/rtd_tests/tests/test_footer.py
index f6cb4b91d83..f4572de0308 100644
--- a/readthedocs/rtd_tests/tests/test_footer.py
+++ b/readthedocs/rtd_tests/tests/test_footer.py
@@ -343,7 +343,7 @@ def setUp(self):
     def test_highest_version_from_stable(self):
         base_version = self.pip.get_stable_version()
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
@@ -355,7 +355,7 @@ def test_highest_version_from_stable(self):
     def test_highest_version_from_lower(self):
         base_version = self.pip.versions.get(slug="0.8")
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
@@ -368,7 +368,7 @@ def test_highest_version_from_latest(self):
         self.pip.versions.filter(slug=LATEST).update(built=True)
         base_version = self.pip.versions.get(slug=LATEST)
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
@@ -397,7 +397,7 @@ def test_highest_version_over_branches(self):
 
         base_version = self.pip.versions.get(slug="0.8.1")
         valid_data = {
-            "project": "Version 1.0.0 of Pip ({})".format(version.pk),
+            "project": "1.0.0",
             "url": "https://pip.readthedocs.io/en/1.0.0/",
             "slug": "1.0.0",
             "version": "1.0.0",
@@ -411,7 +411,7 @@ def test_highest_version_without_tags(self):
 
         base_version = self.pip.versions.get(slug="0.8.1")
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
@@ -422,7 +422,7 @@ def test_highest_version_without_tags(self):
 
         base_version = self.pip.versions.get(slug="0.8")
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
@@ -440,7 +440,7 @@ def test_highest_version_without_tags(self):
             built=True,
         )
         valid_data = {
-            "project": "Version 2.0.0 of Pip ({})".format(version.pk),
+            "project": "2.0.0",
             "url": "https://pip.readthedocs.io/en/2.0.0/",
             "slug": "2.0.0",
             "version": "2.0.0",
@@ -461,7 +461,7 @@ def test_private_highest_version(self):
 
         returned_data = get_version_compare_data(self.pip, base_version, user=self.user)
         valid_data = {
-            "project": "Version 0.8.1 of Pip (19)",
+            "project": "0.8.1",
             "url": "https://pip.readthedocs.io/en/0.8.1/",
             "slug": "0.8.1",
             "version": "0.8.1",
diff --git a/readthedocs/search/models.py b/readthedocs/search/models.py
index f0c59fd2382..39ea10c8277 100644
--- a/readthedocs/search/models.py
+++ b/readthedocs/search/models.py
@@ -5,7 +5,6 @@
 from django.db.models.functions import TruncDate
 from django.utils import timezone
 from django.utils.translation import gettext_lazy as _
-
 from django_extensions.db.models import TimeStampedModel
 
 from readthedocs.builds.models import Version
@@ -44,7 +43,7 @@ class Meta:
         verbose_name_plural = "Search queries"
 
     def __str__(self):
-        return f"[{self.project.slug}:{self.version.slug}]: {self.query}"
+        return self.query
 
     @classmethod
     def generate_queries_count_of_one_month(cls, project_slug):
diff --git a/readthedocs/sso/models.py b/readthedocs/sso/models.py
index aca6d767144..a8fda22ec48 100644
--- a/readthedocs/sso/models.py
+++ b/readthedocs/sso/models.py
@@ -54,9 +54,7 @@ class SSOIntegration(models.Model):
     )
 
     def __str__(self):
-        if self.name:
-            return f'"{self.name}" for "{self.organization}" ({self.provider})'
-        return f"{self.organization} ({self.provider})"
+        return self.name or self.provider
 
 
 class SSODomain(models.Model):
@@ -67,4 +65,4 @@ class SSODomain(models.Model):
     )
 
     def __str__(self):
-        return f"{self.domain}"
+        return self.domain
diff --git a/readthedocs/subscriptions/querysets.py b/readthedocs/subscriptions/querysets.py
index 82ca0eaa5b9..fc880140e14 100644
--- a/readthedocs/subscriptions/querysets.py
+++ b/readthedocs/subscriptions/querysets.py
@@ -10,8 +10,10 @@
 from django.utils import timezone
 from djstripe.enums import SubscriptionStatus
 
+from readthedocs.core.querysets import NoReprQuerySet
 
-class StripeSubscriptionQueryset(models.QuerySet):
+
+class StripeSubscriptionQueryset(NoReprQuerySet, models.QuerySet):
 
     """Manager for the djstripe Subscription model."""
 
diff --git a/readthedocs/telemetry/models.py b/readthedocs/telemetry/models.py
index c22a025ea80..e99d3c3ab5b 100644
--- a/readthedocs/telemetry/models.py
+++ b/readthedocs/telemetry/models.py
@@ -114,9 +114,3 @@ class Meta:
 
     data = models.JSONField()
     objects = BuildDataManager()
-
-    def __str__(self):
-        build_id = self.data.get("build", {}).get("id")
-        project_slug = self.data.get("project", {}).get("slug")
-        version_slug = self.data.get("version", {}).get("slug")
-        return f"BuildData for {project_slug}:{version_slug} build={build_id}"