diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0620dd9..eede773 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -44,6 +44,7 @@ jobs:
           - "7.1"
           - "7.2"
           - "8.0"
+          - "8.1"
         sequel:
           - "~> 5.0"
         ruby:
@@ -97,6 +98,16 @@ jobs:
             rails: "8.0"
           - ruby: "jruby"
             rails: "8.0"
+          - ruby: "2.6"
+            rails: "8.1"
+          - ruby: "2.7"
+            rails: "8.1"
+          - ruby: "3.0"
+            rails: "8.1"
+          - ruby: "3.1"
+            rails: "8.1"
+          - ruby: "jruby"
+            rails: "8.1"
     name: Rails ${{ matrix.rails }}, Ruby ${{ matrix.ruby }}, Sequel ${{ matrix.sequel }}
 
     env:
diff --git a/ci/rails-8.1.gemfile b/ci/rails-8.1.gemfile
new file mode 100644
index 0000000..3bd5502
--- /dev/null
+++ b/ci/rails-8.1.gemfile
@@ -0,0 +1,27 @@
+source 'https://rubygems.org'
+
+gem 'railties', '~> 8.1.0'
+gem 'activemodel', '~> 8.1.0'
+gem 'actionpack', '~> 8.1.0'
+
+gemspec :path => '../'
+
+gem 'sequel', "#{ENV['SEQUEL']}"
+
+gem 'fakefs', '>= 1.8.0', :require => 'fakefs/safe'
+
+gem 'rspec-rails', '~> 5.0'
+
+# MRI/Rubinius Adapter Dependencies
+platform :ruby do
+  gem 'pg'
+  gem 'mysql2'
+  gem 'sqlite3'
+end
+
+# JRuby Adapter Dependencies
+platform :jruby do
+  gem 'jdbc-sqlite3'
+  gem 'jdbc-mysql'
+  gem 'jdbc-postgres'
+end
diff --git a/lib/sequel_rails/railtie.rb b/lib/sequel_rails/railtie.rb
index 8ac5657..2bb03a8 100755
--- a/lib/sequel_rails/railtie.rb
+++ b/lib/sequel_rails/railtie.rb
@@ -16,6 +16,7 @@
 require 'sequel_rails/railties/log_subscriber'
 require 'sequel_rails/railties/i18n_support'
 require 'sequel_rails/railties/controller_runtime'
+require 'sequel_rails/railties/test_databases'
 require 'sequel_rails/sequel/database/active_support_notification'
 require 'action_dispatch/middleware/session/sequel_store'
 
diff --git a/lib/sequel_rails/railties/database.rake b/lib/sequel_rails/railties/database.rake
index 683e47b..fb9c0a8 100644
--- a/lib/sequel_rails/railties/database.rake
+++ b/lib/sequel_rails/railties/database.rake
@@ -54,7 +54,7 @@ namespace sequel_rails_namespace do
       db_for_current_env
       args.with_defaults(:env => Rails.env)
 
-      filename = ENV['DB_STRUCTURE'] || File.join(Rails.root, 'db', 'structure.sql')
+      filename = SequelRails::Storage.structure_path
       if SequelRails::Storage.dump_environment args.env, filename
         ::File.open filename, 'a' do |file|
           file << SequelRails::Migrations.dump_schema_information(:sql => true)
@@ -69,7 +69,7 @@ namespace sequel_rails_namespace do
     task :load, [:env] => :environment do |_t, args|
       args.with_defaults(:env => Rails.env)
 
-      filename = ENV['DB_STRUCTURE'] || File.join(Rails.root, 'db', 'structure.sql')
+      filename = SequelRails::Storage.structure_path
       unless SequelRails::Storage.load_environment args.env, filename
         abort "Could not load structure for #{args.env}."
       end
diff --git a/lib/sequel_rails/railties/test_databases.rb b/lib/sequel_rails/railties/test_databases.rb
new file mode 100644
index 0000000..f1acf88
--- /dev/null
+++ b/lib/sequel_rails/railties/test_databases.rb
@@ -0,0 +1,59 @@
+# frozen_string_literal: true
+
+module SequelRails
+  module Railties
+    module TestDatabases # :nodoc:
+      if ActiveSupport.respond_to?(:parallelize_test_databases)
+        require 'tempfile'
+        require 'sequel_rails/storage'
+        require 'active_support/testing/parallelization'
+
+        ActiveSupport::Testing::Parallelization.after_fork_hook do |i|
+          # On macOS, libpq's TCP connection path logs through the os_log subsystem while
+          # establishing a connection. After fork, os_log's per-process state is invalid in
+          # the child and the first connection segfaults inside _os_log_preferences_refresh.
+          # Disabling os_log activity tracing avoids this.
+          ENV['OS_ACTIVITY_MODE'] = 'disable'
+
+          # Contstruct a worker-specific db config.
+          base_config = SequelRails.configuration.environments[Rails.env.to_s]
+          base_database = base_config['database']
+
+          db_config = base_config.except('url').merge('database' => "#{base_database}_#{i}")
+
+          Kernel.silence_warnings do
+            SequelRails::Storage.drop_environment(db_config)
+
+            # Attempt to create a database from a template (postgres only) if supported,
+            # otherwise create an empty database and load the schema into it.
+            if base_config.respond_to?(:template)
+              # Clone the parent database. This is faster and ensures OIDs and other
+              # database-level state is identical.
+              db_config.merge!('template' => base_database, 'maintenance_db' => 'postgres')
+              SequelRails::Storage.create_environment(db_config)
+            else
+              # Create a blank worker database and load the schema into it.
+              SequelRails::Storage.create_environment(db_config)
+              filename = SequelRails::Storage.structure_path
+              SequelRails::Storage.load_environment(db_config, filename)
+            end
+          end
+
+          # Model classes capture their database object when they are defined, so
+          # every already-loaded model references the boot-time database object.
+          # Update the reference to the worker database.
+          db = Sequel::Model.db
+
+          # TODO: Ideally the logic below is captured in a reconnect() method on the db.
+          db.disconnect
+          db.opts[:database] = db_config['database']
+
+          # Re-initialize extensions with the new database connection.
+          db.instance_variable_get(:@loaded_extensions).each do |ext|
+            ::Sequel::Database::EXTENSIONS[ext].call(db)
+          end
+        end
+      end
+    end
+  end
+end
diff --git a/lib/sequel_rails/storage.rb b/lib/sequel_rails/storage.rb
index 9be2e09..a8fac3d 100644
--- a/lib/sequel_rails/storage.rb
+++ b/lib/sequel_rails/storage.rb
@@ -8,6 +8,10 @@
 
 module SequelRails
   module Storage
+    def self.structure_path
+      ENV['DB_STRUCTURE'] || File.join(Rails.root, 'db', 'structure.sql')
+    end
+
     def self.create_all
       with_local_repositories { |config| create_environment(config) }
     end
diff --git a/lib/sequel_rails/storage/postgres.rb b/lib/sequel_rails/storage/postgres.rb
index 5fe5b6f..f50fa92 100644
--- a/lib/sequel_rails/storage/postgres.rb
+++ b/lib/sequel_rails/storage/postgres.rb
@@ -23,6 +23,7 @@ def _drop
           commands = ['dropdb']
           add_connection_settings commands
           add_flag commands, '--if-exists'
+          add_flag commands, '--force'
           commands << database
           safe_exec commands
         end
@@ -32,9 +33,9 @@ def _dump(filename)
         with_pgpassword do
           commands = ['pg_dump']
           add_connection_settings commands
-          add_flag commands, '-s'
-          add_flag commands, '-x'
-          add_flag commands, '-O'
+          add_flag commands, '--schema-only'
+          add_flag commands, '--no-privileges'
+          add_flag commands, '--no-owner'
           add_option commands, '--file', filename
           commands << database
           safe_exec commands
diff --git a/spec/lib/sequel_rails/storage/postgres_spec.rb b/spec/lib/sequel_rails/storage/postgres_spec.rb
index 2927b89..4e905c6 100644
--- a/spec/lib/sequel_rails/storage/postgres_spec.rb
+++ b/spec/lib/sequel_rails/storage/postgres_spec.rb
@@ -69,7 +69,7 @@
   describe '#_drop' do
     it 'uses the dropdb command' do
       expect(subject).to receive(:`).with(
-        "dropdb --username\\=#{username} --host\\=#{host} --port\\=#{port} --if-exists #{database}"
+        "dropdb --username\\=#{username} --host\\=#{host} --port\\=#{port} --if-exists --force #{database}"
       )
       subject._drop
     end
@@ -98,7 +98,7 @@
     let(:dump_file_name) { 'dump.sql' }
     it 'uses the pg_dump command' do
       expect(subject).to receive(:`).with(
-        "pg_dump --username\\=#{username} --host\\=#{host} --port\\=#{port} -s -x -O --file\\=#{dump_file_name} #{database}"
+        "pg_dump --username\\=#{username} --host\\=#{host} --port\\=#{port} --schema-only --no-privileges --no-owner --file\\=#{dump_file_name} #{database}"
       )
       subject._dump dump_file_name
     end
diff --git a/spec/lib/sequel_rails/storage_spec.rb b/spec/lib/sequel_rails/storage_spec.rb
index 299c236..a3bf1c5 100644
--- a/spec/lib/sequel_rails/storage_spec.rb
+++ b/spec/lib/sequel_rails/storage_spec.rb
@@ -123,4 +123,26 @@
       end
     end
   end
+  describe '.structure_path' do
+    around do |example|
+      original = ENV['DB_STRUCTURE']
+      example.run
+    ensure
+      if original.nil?
+        ENV.delete('DB_STRUCTURE')
+      else
+        ENV['DB_STRUCTURE'] = original
+      end
+    end
+
+    it 'defaults to db/structure.sql under the Rails root' do
+      ENV.delete('DB_STRUCTURE')
+      expect(described_class.structure_path).to eq(File.join(Rails.root, 'db', 'structure.sql'))
+    end
+
+    it 'uses the DB_STRUCTURE environment variable when set' do
+      ENV['DB_STRUCTURE'] = '/custom/path/structure.sql'
+      expect(described_class.structure_path).to eq('/custom/path/structure.sql')
+    end
+  end
 end