diff --git a/app/lib/active_storage/service/ds_proxy_service.rb b/app/lib/active_storage/service/ds_proxy_service.rb
deleted file mode 100644
index fe540d591..000000000
--- a/app/lib/active_storage/service/ds_proxy_service.rb
+++ /dev/null
@@ -1,57 +0,0 @@
-module ActiveStorage
-  # Wraps an ActiveStorage::Service to route direct upload and direct download URLs through our proxy,
-  # thus avoiding exposing the storage provider’s URL to our end-users.
-  class Service::DsProxyService < SimpleDelegator
-    attr_reader :wrapped
-
-    def self.build(wrapped:, configurator:, **options)
-      new(wrapped: configurator.build(wrapped))
-    end
-
-    def initialize(wrapped:)
-      @wrapped = wrapped
-      super(wrapped)
-    end
-
-    def url(*args)
-      url = wrapped.url(*args)
-      publicize(url)
-    end
-
-    def url_for_direct_upload(*args)
-      url = wrapped.url_for_direct_upload(*args)
-      publicize(url)
-    end
-
-    private
-
-    def object_for(key, &block)
-      blob_url = url(key)
-      if block_given?
-        request = Typhoeus::Request.new(blob_url)
-        request.on_headers do |response|
-          if response.code != 200
-            raise Fog::OpenStack::Storage::NotFound.new
-          end
-        end
-        request.on_body do |chunk|
-          yield chunk
-        end
-        request.run
-      else
-        response = Typhoeus.get(blob_url)
-        if response.success?
-          response
-        else
-          raise Fog::OpenStack::Storage::NotFound.new
-        end
-      end
-    end
-
-    def publicize(url)
-      search = %r{^https://[^/]+/v1/AUTH_[a-f0-9]{32}}
-      replace = 'https://static.demarches-simplifiees.fr'
-      url.gsub(search, replace)
-    end
-  end
-end
diff --git a/config/environments/production.rb b/config/environments/production.rb
index 0c93feb51..8837fb88b 100644
--- a/config/environments/production.rb
+++ b/config/environments/production.rb
@@ -93,7 +93,7 @@ Rails.application.configure do
   # the I18n.default_locale when a translation cannot be found).
   config.i18n.fallbacks = true
 
-  config.active_storage.service = :proxied
+  config.active_storage.service = :openstack
 
   # Send deprecation notices to registered listeners.
   config.active_support.deprecation = :notify
diff --git a/config/initializers/active_storage.rb b/config/initializers/active_storage.rb
index 7357c9267..1d600d89c 100644
--- a/config/initializers/active_storage.rb
+++ b/config/initializers/active_storage.rb
@@ -7,3 +7,33 @@ ActiveStorage::Service.url_expires_in = 1.hour
 # cleaner (as it allows to enqueue the virus scan on attachment creation, rather
 # than on blob creation).
 ActiveSupport.on_load(:active_storage_blob) { include BlobVirusScanner }
+
+# When an OpenStack service is initialized it makes a request to fetch
+# `publicURL` to use for all operations. We intercept the method that reads
+# this url and replace the host with DS_Proxy host. This way all the operation
+# are performed through DS_Proxy.
+#
+# https://github.com/fog/fog-openstack/blob/37621bb1d5ca78d037b3c56bd307f93bba022ae1/lib/fog/openstack/auth/catalog/v2.rb#L16
+require 'fog/openstack/auth/catalog/v2'
+
+module Fog::OpenStack::Auth::Catalog
+  class V2
+    def endpoint_url(endpoint, interface)
+      url = endpoint["#{interface}URL"]
+
+      if interface == 'public'
+        publicize(url)
+      else
+        url
+      end
+    end
+
+    private
+
+    def publicize(url)
+      search = %r{^https://[^/]+/}
+      replace = 'https://static.demarches-simplifiees.fr/'
+      url.gsub(search, replace)
+    end
+  end
+end
diff --git a/config/storage.yml b/config/storage.yml
index 11de850f6..0427a3f7a 100644
--- a/config/storage.yml
+++ b/config/storage.yml
@@ -4,9 +4,6 @@ local:
 test:
   service: Disk
   root: <%= Rails.root.join("tmp/storage") %>
-proxied:
-  service: DsProxy
-  wrapped: openstack
 openstack:
   service: OpenStack
   container: "<%= ENV['FOG_ACTIVESTORAGE_DIRECTORY'] %>"