diff --git a/integration/dockertestutil/network.go b/integration/dockertestutil/network.go
index b4ff87c..15c9908 100644
--- a/integration/dockertestutil/network.go
+++ b/integration/dockertestutil/network.go
@@ -1,6 +1,13 @@
 package dockertestutil
 
-import "github.com/ory/dockertest/v3"
+import (
+	"errors"
+
+	"github.com/ory/dockertest/v3"
+	"github.com/ory/dockertest/v3/docker"
+)
+
+var ErrContainerNotFound = errors.New("container not found")
 
 func GetFirstOrCreateNetwork(pool *dockertest.Pool, name string) (*dockertest.Network, error) {
 	networks, err := pool.NetworksByName(name)
@@ -19,3 +26,37 @@ func GetFirstOrCreateNetwork(pool *dockertest.Pool, name string) (*dockertest.Ne
 
 	return &networks[0], nil
 }
+
+func AddContainerToNetwork(
+	pool *dockertest.Pool,
+	network *dockertest.Network,
+	testContainer string,
+) error {
+	containers, err := pool.Client.ListContainers(docker.ListContainersOptions{
+		All: true,
+		Filters: map[string][]string{
+			"name": {testContainer},
+		},
+	})
+	if err != nil {
+		return err
+	}
+
+	err = pool.Client.ConnectNetwork(network.Network.ID, docker.NetworkConnectionOptions{
+		Container: containers[0].ID,
+	})
+	if err != nil {
+		return err
+	}
+
+	// TODO(kradalby): This doesnt work reliably, but calling the exact same functions
+	// seem to work fine...
+	// if container, ok := pool.ContainerByName("/" + testContainer); ok {
+	// 	err := container.ConnectToNetwork(network)
+	// 	if err != nil {
+	// 		return err
+	// 	}
+	// }
+
+	return nil
+}
diff --git a/integration/scenario.go b/integration/scenario.go
index d3cbf24..b1b0719 100644
--- a/integration/scenario.go
+++ b/integration/scenario.go
@@ -61,6 +61,14 @@ func NewScenario() (*Scenario, error) {
 		return nil, fmt.Errorf("failed to create or get network: %w", err)
 	}
 
+	// We run the test suite in a docker container that calls a couple of endpoints for
+	// readiness checks, this ensures that we can run the tests with individual networks
+	// and have the client reach the different containers
+	err = dockertestutil.AddContainerToNetwork(pool, network, "headscale-test-suite")
+	if err != nil {
+		return nil, fmt.Errorf("failed to add test suite container to network: %w", err)
+	}
+
 	return &Scenario{
 		controlServers: make(map[string]ControlServer),
 		namespaces:     make(map[string]*Namespace),
@@ -88,11 +96,9 @@ func (s *Scenario) Shutdown() error {
 		}
 	}
 
-	// TODO(kradalby): This breaks the "we need to create a network before we start"
-	// part, since we now run the tests in a container...
-	// if err := s.pool.RemoveNetwork(s.network); err != nil {
-	// 	return fmt.Errorf("failed to remove network: %w", err)
-	// }
+	if err := s.pool.RemoveNetwork(s.network); err != nil {
+		return fmt.Errorf("failed to remove network: %w", err)
+	}
 
 	// TODO(kradalby): This seem redundant to the previous call
 	// if err := s.network.Close(); err != nil {