diff --git a/ihatemoney/forms.py b/ihatemoney/forms.py
index 62f4f979..0ca6e557 100644
--- a/ihatemoney/forms.py
+++ b/ihatemoney/forms.py
@@ -295,7 +295,9 @@ class AuthenticationForm(FlaskForm):
 
 
 class AdminAuthenticationForm(FlaskForm):
-    admin_password = PasswordField(_("Admin password"), validators=[DataRequired()])
+    admin_password = PasswordField(
+        _("Admin password"), validators=[DataRequired()], render_kw={"autofocus": True}
+    )
     submit = SubmitField(_("Get in"))
 
 
diff --git a/ihatemoney/run.py b/ihatemoney/run.py
index 69b9b32f..88f49463 100644
--- a/ihatemoney/run.py
+++ b/ihatemoney/run.py
@@ -1,3 +1,4 @@
+from datetime import datetime
 import os
 import os.path
 import warnings
@@ -21,6 +22,7 @@ from ihatemoney.utils import (
     IhmJSONEncoder,
     PrefixedWSGI,
     em_surround,
+    limiter,
     locale_from_iso,
     localize_list,
     minimal_round,
@@ -170,6 +172,7 @@ def create_app(
     app.register_blueprint(web_interface)
     app.register_blueprint(apiv1)
     app.register_error_handler(404, page_not_found)
+    limiter.init_app(app)
 
     # Configure the a, root="main"pplication
     setup_database(app)
@@ -187,6 +190,7 @@ def create_app(
     app.jinja_env.filters["minimal_round"] = minimal_round
     app.jinja_env.filters["em_surround"] = lambda text: Markup(em_surround(text))
     app.jinja_env.filters["localize_list"] = localize_list
+    app.jinja_env.filters["from_timestamp"] = datetime.fromtimestamp
 
     # Translations and time zone (used to display dates).  The timezone is
     # taken from the BABEL_DEFAULT_TIMEZONE settings, and falls back to
diff --git a/ihatemoney/static/css/main.css b/ihatemoney/static/css/main.css
index 4c61fbea..e0d8e86e 100644
--- a/ihatemoney/static/css/main.css
+++ b/ihatemoney/static/css/main.css
@@ -310,6 +310,11 @@ footer .footer-left {
   background: url("../images/delete.png") no-repeat right;
 }
 
+.bill-actions > form > .confirm.btn-danger {
+  outline-color: #c82333;
+  box-shadow: none;
+}
+
 .bill-actions > .edit {
   background: url("../images/edit.png") no-repeat right;
 }
diff --git a/ihatemoney/static/favicon.ico b/ihatemoney/static/favicon.ico
index 9db04f25..070642e3 100644
Binary files a/ihatemoney/static/favicon.ico and b/ihatemoney/static/favicon.ico differ
diff --git a/ihatemoney/templates/layout.html b/ihatemoney/templates/layout.html
index 67819adb..c99960eb 100644
--- a/ihatemoney/templates/layout.html
+++ b/ihatemoney/templates/layout.html
@@ -134,7 +134,14 @@
   <div class="container-fluid flex-shrink-0 {% if request.url_rule.endpoint == 'main.home' %} home-container {% endif %}">
   {% block body %}
       <main class="content offset-1 col-10">
+      {% if breached_limit %}
+        <p class="alert alert-danger">
+          {{ limit_message }}<br />
+          {{ _("Please retry after %(date)s.", date=breached_limit.reset_at  | from_timestamp | datetimeformat("short") )}}
+        </p>
+      {% else %}
       {% block content %}{% endblock %}
+      {% endif %}
       </main>
   {% endblock %}
   </div>
diff --git a/ihatemoney/templates/list_bills.html b/ihatemoney/templates/list_bills.html
index 0445d99d..27c0e291 100644
--- a/ihatemoney/templates/list_bills.html
+++ b/ihatemoney/templates/list_bills.html
@@ -39,8 +39,29 @@
 
     $('#bill_table tbody tr').hover(highlight_owers, unhighlight_owers);
 
+
+
+    let link = $('#delete-bill').find('button');
+    let deleteOriginalHTML = link.html();
+    link.click(function() {
+        if (link.hasClass("confirm")){
+            return true;
+        }
+        link.html("{{_("Are you sure?")}}");
+        link.removeClass("action delete");
+        link.addClass("confirm btn-danger");
+        return false;
+    });
+
+    $('#delete-bill').focusout(function() {
+        link.removeClass("confirm btn-danger");
+        link.html(deleteOriginalHTML);
+        link.addClass("action delete");
+    });
+
 {% endblock %}
 
+
 {% block sidebar %}
     <div class="sidebar_content">
         <form id="add-member-form" action="{{ url_for(".add_member") }}" method="post" class="py-3">
@@ -137,7 +158,7 @@
                 </td>
                 <td class="bill-actions">
                     <a class="edit" href="{{ url_for(".edit_bill", bill_id=bill.id) }}" title="{{ _("edit") }}">{{ _('edit') }}</a>
-                    <form action="{{ url_for(".delete_bill", bill_id=bill.id) }}" method="POST">
+                    <form id="delete-bill"action="{{ url_for(".delete_bill", bill_id=bill.id) }}" method="POST">
                         {{ csrf_form.csrf_token }}
                         <button class="action delete" type="submit" title="{{ _("delete") }}"></button>
                     </form>
diff --git a/ihatemoney/tests/budget_test.py b/ihatemoney/tests/budget_test.py
index 3214c173..fb434fbb 100644
--- a/ihatemoney/tests/budget_test.py
+++ b/ihatemoney/tests/budget_test.py
@@ -1,7 +1,6 @@
 from collections import defaultdict
 import datetime
 import re
-from time import sleep
 import unittest
 from urllib.parse import urlparse, urlunparse
 
@@ -601,22 +600,23 @@ class BudgetTestCase(IhatemoneyTestCase):
         )
 
         self.assertIn(
-            "Too many failed login attempts, please retry later.",
+            "Too many failed login attempts.",
             resp.data.decode("utf-8"),
         )
-        # Change throttling delay
-        from ihatemoney.web import login_throttler
+        # Try with limiter disabled
+        from ihatemoney.utils import limiter
 
-        login_throttler._delay = 0.005
-        # Wait for delay to expire and retry logging in
-        sleep(1)
-        resp = self.client.post(
-            "/admin?goto=%2Fcreate", data={"admin_password": "wrong"}
-        )
-        self.assertNotIn(
-            "Too many failed login attempts, please retry later.",
-            resp.data.decode("utf-8"),
-        )
+        try:
+            limiter.enabled = False
+            resp = self.client.post(
+                "/admin?goto=%2Fcreate", data={"admin_password": "wrong"}
+            )
+            self.assertNotIn(
+                "Too many failed login attempts.",
+                resp.data.decode("utf-8"),
+            )
+        finally:
+            limiter.enabled = True
 
     def test_manage_bills(self):
         self.post_project("raclette")
diff --git a/ihatemoney/utils.py b/ihatemoney/utils.py
index 513d35ea..491eaf07 100644
--- a/ihatemoney/utils.py
+++ b/ihatemoney/utils.py
@@ -1,6 +1,5 @@
 import ast
 import csv
-from datetime import datetime, timedelta
 import email.utils
 from enum import Enum
 from io import BytesIO, StringIO, TextIOWrapper
@@ -15,11 +14,19 @@ from babel import Locale
 from babel.numbers import get_currency_name, get_currency_symbol
 from flask import current_app, flash, redirect, render_template
 from flask_babel import get_locale, lazy_gettext as _
+from flask_limiter import Limiter
+from flask_limiter.util import get_remote_address
 import jinja2
 from markupsafe import Markup, escape
 from werkzeug.exceptions import HTTPException
 from werkzeug.routing import RoutingException
 
+limiter = limiter = Limiter(
+    current_app,
+    key_func=get_remote_address,
+    storage_uri="memory://",
+)
+
 
 def slugify(value):
     """Normalizes string, converts to lowercase, removes non-alpha characters,
@@ -213,45 +220,6 @@ def csv2list_of_dicts(csv_to_convert):
     return result
 
 
-class LoginThrottler:
-    """Simple login throttler used to limit authentication attempts based on client's ip address.
-    When using multiple workers, remaining number of attempts can get inconsistent
-    but will still be limited to num_workers * max_attempts.
-    """
-
-    def __init__(self, max_attempts=3, delay=1):
-        self._max_attempts = max_attempts
-        # Delay in minutes before resetting the attempts counter
-        self._delay = delay
-        self._attempts = {}
-
-    def get_remaining_attempts(self, ip):
-        return self._max_attempts - self._attempts.get(ip, [datetime.now(), 0])[1]
-
-    def increment_attempts_counter(self, ip):
-        # Reset all attempt counters when they get hungry for memory
-        if len(self._attempts) > 10000:
-            self.__init__()
-        if self._attempts.get(ip) is None:
-            # Store first attempt date and number of attempts since
-            self._attempts[ip] = [datetime.now(), 0]
-        self._attempts.get(ip)[1] += 1
-
-    def is_login_allowed(self, ip):
-        if self._attempts.get(ip) is None:
-            return True
-        # When the delay is expired, reset the counter
-        if datetime.now() - self._attempts.get(ip)[0] > timedelta(minutes=self._delay):
-            self.reset(ip)
-            return True
-        if self._attempts.get(ip)[1] >= self._max_attempts:
-            return False
-        return True
-
-    def reset(self, ip):
-        self._attempts.pop(ip, None)
-
-
 def create_jinja_env(folder, strict_rendering=False):
     """Creates and return a Jinja2 Environment object, used, to load the
     templates.
diff --git a/ihatemoney/web.py b/ihatemoney/web.py
index 921f87d0..11387d66 100644
--- a/ihatemoney/web.py
+++ b/ihatemoney/web.py
@@ -19,6 +19,7 @@ from flask import (
     current_app,
     flash,
     g,
+    make_response,
     redirect,
     render_template,
     request,
@@ -56,11 +57,11 @@ from ihatemoney.forms import (
 from ihatemoney.history import get_history, get_history_queries, purge_history
 from ihatemoney.models import Bill, LoggingMode, Person, Project, db
 from ihatemoney.utils import (
-    LoginThrottler,
     Redirect303,
     csv2list_of_dicts,
     flash_email_error,
     format_form_errors,
+    limiter,
     list_of_dicts2csv,
     list_of_dicts2json,
     render_localized_template,
@@ -69,8 +70,6 @@ from ihatemoney.utils import (
 
 main = Blueprint("main", __name__)
 
-login_throttler = LoginThrottler(max_attempts=3, delay=1)
-
 
 def requires_admin(bypass=None):
     """Require admin permissions for @requires_admin decorated endpoints.
@@ -161,7 +160,22 @@ def health():
     return "OK"
 
 
+def admin_limit(limit):
+    return make_response(
+        render_template(
+            "admin.html",
+            breached_limit=limit,
+            limit_message=_("Too many failed login attempts."),
+        )
+    )
+
+
 @main.route("/admin", methods=["GET", "POST"])
+@limiter.limit(
+    "3/minute",
+    on_breach=admin_limit,
+    methods=["POST"],
+)
 def admin():
     """Admin authentication.
 
@@ -170,31 +184,19 @@ def admin():
     form = AdminAuthenticationForm()
     goto = request.args.get("goto", url_for(".home"))
     is_admin_auth_enabled = bool(current_app.config["ADMIN_PASSWORD"])
-    if request.method == "POST":
-        client_ip = request.remote_addr
-        if not login_throttler.is_login_allowed(client_ip):
-            msg = _("Too many failed login attempts, please retry later.")
-            form["admin_password"].errors = [msg]
-            return render_template(
-                "admin.html",
-                form=form,
-                admin_auth=True,
-                is_admin_auth_enabled=is_admin_auth_enabled,
-            )
-        if form.validate():
-            # Valid password
-            if check_password_hash(
-                current_app.config["ADMIN_PASSWORD"], form.admin_password.data
-            ):
-                session["is_admin"] = True
-                session.update()
-                login_throttler.reset(client_ip)
-                return redirect(goto)
-            # Invalid password
-            login_throttler.increment_attempts_counter(client_ip)
+    if request.method == "POST" and form.validate():
+        # Valid password
+        if check_password_hash(
+            current_app.config["ADMIN_PASSWORD"], form.admin_password.data
+        ):
+            session["is_admin"] = True
+            session.update()
+            return redirect(goto)
+        if limiter.current_limit is not None:
             msg = _(
                 "This admin password is not the right one. Only %(num)d attempts left.",
-                num=login_throttler.get_remaining_attempts(client_ip),
+                # If the limiter is disabled, there is no current limit
+                num=limiter.current_limit.remaining,
             )
             form["admin_password"].errors = [msg]
     return render_template(
diff --git a/setup.cfg b/setup.cfg
index 73ebcb08..01decaf9 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -30,6 +30,7 @@ install_requires =
     email_validator>=1.0,<2
     Flask-Babel>=1.0,<3
     Flask-Cors>=3.0.8,<4
+    Flask-Limiter>=2.6,<3
     Flask-Mail>=0.9.1,<1
     Flask-Migrate>=2.5.3,<4  # Not following semantic versioning (e.g. https://github.com/miguelgrinberg/flask-migrate/commit/1af28ba273de6c88544623b8dc02dd539340294b)
     Flask-RESTful>=0.3.9,<1