diff --git a/concierge-ck8s.yaml b/concierge-ck8s.yaml
index 4b513427..e10d74c2 100644
--- a/concierge-ck8s.yaml
+++ b/concierge-ck8s.yaml
@@ -2,7 +2,7 @@
 # See LICENSE file for licensing details.
 
 juju:
-  channel: 3/stable
+  channel: 4.1/edge
   model-defaults:
     test-mode: "true"
     automatically-retry-hooks: "false"
diff --git a/concierge-lxd.yaml b/concierge-lxd.yaml
index 66d81bdc..4ca38f53 100644
--- a/concierge-lxd.yaml
+++ b/concierge-lxd.yaml
@@ -2,7 +2,7 @@
 # See LICENSE file for licensing details.
 
 juju:
-  channel: 3/stable
+  channel: 4.1/edge
   model-defaults:
     test-mode: "true"
     automatically-retry-hooks: "false"
diff --git a/haproxy-ddos-protection-configurator/pyproject.toml b/haproxy-ddos-protection-configurator/pyproject.toml
index f5bc336d..89d8fe7b 100644
--- a/haproxy-ddos-protection-configurator/pyproject.toml
+++ b/haproxy-ddos-protection-configurator/pyproject.toml
@@ -44,7 +44,6 @@ integration = [
   "httpx[http2]==0.28.1",
   "jinja2==3.1.6",
   "jubilant==1.11.0",
-  "juju==3.6.1.3",
   "opcli @ git+https://github.com/canonical/charm-ci.git@v0.0.1-alpha.10",
   "protobuf==6.33.6",
   "pytest",
diff --git a/haproxy-ddos-protection-configurator/uv.lock b/haproxy-ddos-protection-configurator/uv.lock
index b1203d9f..a5cd0b62 100644
--- a/haproxy-ddos-protection-configurator/uv.lock
+++ b/haproxy-ddos-protection-configurator/uv.lock
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-
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 name = "typing-inspection"
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diff --git a/haproxy-operator/pyproject.toml b/haproxy-operator/pyproject.toml
index fd63c9d9..ba7074ce 100644
--- a/haproxy-operator/pyproject.toml
+++ b/haproxy-operator/pyproject.toml
@@ -53,7 +53,6 @@ integration = [
   "httpx[http2]==0.28.1",
   "jinja2==3.1.6",
   "jubilant==1.11.0",
-  "juju==3.6.1.3",
   "opcli @ git+https://github.com/canonical/charm-ci.git@v0.0.1-alpha.10",
   "protobuf==6.33.6",
   "playwright==1.61.0",
diff --git a/haproxy-operator/tests/integration/conftest.py b/haproxy-operator/tests/integration/conftest.py
index 13112c73..f9c198ce 100644
--- a/haproxy-operator/tests/integration/conftest.py
+++ b/haproxy-operator/tests/integration/conftest.py
@@ -90,7 +90,10 @@ def certificate_provider_application_fixture(
         logger.warning("Using existing application: %s", SELF_SIGNED_CERTIFICATES_APP_NAME)
         return SELF_SIGNED_CERTIFICATES_APP_NAME
     juju.deploy(
-        "self-signed-certificates", app=SELF_SIGNED_CERTIFICATES_APP_NAME, channel="1/edge"
+        "self-signed-certificates",
+        app=SELF_SIGNED_CERTIFICATES_APP_NAME,
+        channel="1/edge",
+        force=True,
     )
     return SELF_SIGNED_CERTIFICATES_APP_NAME
 
diff --git a/haproxy-operator/tests/integration/helper.py b/haproxy-operator/tests/integration/helper.py
index bf599e13..ac946865 100644
--- a/haproxy-operator/tests/integration/helper.py
+++ b/haproxy-operator/tests/integration/helper.py
@@ -196,10 +196,10 @@ def get_http_version_from_apache2_logs(
     Returns:
         The extracted HTTP version string.
     """
-    last_httpx_log_entry = juju.ssh(
-        f"{app_name}/0",
+    last_httpx_log_entry = juju.exec(
         f"grep '{request_id}' /var/log/apache2/access.log | tail -n 1",
-    )
+        unit=f"{app_name}/leader",
+    ).stdout
 
     match = pattern.search(last_httpx_log_entry)
     if not match:
diff --git a/haproxy-operator/tests/integration/legacy/test_action.py b/haproxy-operator/tests/integration/legacy/test_action.py
index 0ec3a8ae..715324b2 100644
--- a/haproxy-operator/tests/integration/legacy/test_action.py
+++ b/haproxy-operator/tests/integration/legacy/test_action.py
@@ -27,7 +27,9 @@ def test_get_certificate_action(
     )
     assert "-----BEGIN CERTIFICATE-----" in task.results.get("certificate", "")
 
-    stdout = juju.ssh(f"{configured_application_with_tls}/0", "ls /var/lib/haproxy/certs")
+    stdout = juju.exec(
+        "ls /var/lib/haproxy/certs", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert f"{TEST_EXTERNAL_HOSTNAME_CONFIG}.pem" in stdout
 
     # The action should fail when run without the required hostname parameter.
diff --git a/haproxy-operator/tests/integration/legacy/test_config.py b/haproxy-operator/tests/integration/legacy/test_config.py
index c1bcb821..57a7a49e 100644
--- a/haproxy-operator/tests/integration/legacy/test_config.py
+++ b/haproxy-operator/tests/integration/legacy/test_config.py
@@ -19,5 +19,5 @@ def test_config(application: str, juju: jubilant.Juju):
     juju.config(application, {"global-maxconn": "1024"})
     juju.wait(lambda status: jubilant.all_active(status, application))
 
-    stdout = juju.ssh(f"{application}/0", "cat /etc/haproxy/haproxy.cfg")
+    stdout = juju.exec("cat /etc/haproxy/haproxy.cfg", unit=f"{application}/0").stdout
     assert "maxconn 1024" in stdout
diff --git a/haproxy-operator/tests/integration/legacy/test_cos.py b/haproxy-operator/tests/integration/legacy/test_cos.py
index 12c5edaf..ef01f02f 100644
--- a/haproxy-operator/tests/integration/legacy/test_cos.py
+++ b/haproxy-operator/tests/integration/legacy/test_cos.py
@@ -12,5 +12,5 @@ def test_metrics(application: str, juju: jubilant.Juju):
     act: request haproxy metrics endpoint via SSH.
     assert: confirm that metrics are available.
     """
-    stdout = juju.ssh(f"{application}/0", "curl -m 10 localhost:8404/metrics")
+    stdout = juju.exec("curl -m 10 localhost:8404/metrics", unit=f"{application}/0").stdout
     assert "haproxy_backend_max_connect_time_seconds" in stdout
diff --git a/haproxy-operator/tests/integration/test_haproxy_route.py b/haproxy-operator/tests/integration/test_haproxy_route.py
index d74506ac..a1c5939a 100644
--- a/haproxy-operator/tests/integration/test_haproxy_route.py
+++ b/haproxy-operator/tests/integration/test_haproxy_route.py
@@ -51,9 +51,9 @@ def test_haproxy_route_any_charm_requirer(
             status, configured_application_with_tls, any_charm_haproxy_route_requirer
         )
     )
-    haproxy_config = juju.ssh(
-        f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_config = juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert all(
         entry in haproxy_config
         for entry in [
diff --git a/haproxy-operator/tests/integration/test_haproxy_route_https_backend.py b/haproxy-operator/tests/integration/test_haproxy_route_https_backend.py
index affe1e17..15898b02 100644
--- a/haproxy-operator/tests/integration/test_haproxy_route_https_backend.py
+++ b/haproxy-operator/tests/integration/test_haproxy_route_https_backend.py
@@ -45,10 +45,10 @@ def test_haproxy_route_https_with_different_transport_protocols(
         )
     )
 
-    juju.run(f"{any_charm_haproxy_route_requirer}/0", "rpc", {"method": "start_ssl_server"})
+    juju.run(f"{any_charm_haproxy_route_requirer}/leader", "rpc", {"method": "start_ssl_server"})
 
     juju.run(
-        f"{any_charm_haproxy_route_requirer}/0",
+        f"{any_charm_haproxy_route_requirer}/leader",
         "rpc",
         {
             "method": "update_relation",
@@ -125,7 +125,7 @@ def test_haproxy_route_https_with_different_transport_protocols(
     )
 
     # Test HTTP/2 with http/2 support on backend
-    juju.run(f"{any_charm_haproxy_route_requirer}/0", "rpc", {"method": "enable_http2"})
+    juju.run(f"{any_charm_haproxy_route_requirer}/leader", "rpc", {"method": "enable_http2"})
 
     request_id = str(uuid.uuid4())
     with httpx.Client(http2=True, verify=False) as client:  # nosec: B501
@@ -153,9 +153,9 @@ def test_haproxy_route_https_with_different_transport_protocols(
 
     # Test HTTP/1.1 without http/1.1 support on backend
     juju.run(
-        f"{any_charm_haproxy_route_requirer}/0",
+        f"{any_charm_haproxy_route_requirer}/leader",
         "rpc",
-        {"method": "start_ssl_server", "protocols": "h2"},
+        {"method": "start_ssl_server", "kwargs": json.dumps({"protocols": "h2"})},
     )
 
     request_id = str(uuid.uuid4())
diff --git a/haproxy-operator/tests/integration/test_haproxy_route_tcp.py b/haproxy-operator/tests/integration/test_haproxy_route_tcp.py
index 69ccdb4d..e3e49857 100644
--- a/haproxy-operator/tests/integration/test_haproxy_route_tcp.py
+++ b/haproxy-operator/tests/integration/test_haproxy_route_tcp.py
@@ -61,9 +61,9 @@ def test_haproxy_route_tcp(
         )
     )
 
-    haproxy_config = juju.ssh(
-        f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_config = juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert all(
         entry in haproxy_config
         for entry in [
@@ -86,9 +86,9 @@ def test_haproxy_route_tcp(
         )
     )
 
-    haproxy_config = juju.ssh(
-        f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_config = juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert all(
         entry in haproxy_config
         for entry in [
@@ -110,9 +110,9 @@ def test_haproxy_route_tcp(
         )
     )
 
-    haproxy_config = juju.ssh(
-        f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_config = juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert "send-proxy" in haproxy_config
 
     # Test with port range binding
@@ -127,7 +127,7 @@ def test_haproxy_route_tcp(
         )
     )
 
-    haproxy_config = juju.ssh(
-        f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_config = juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
     assert "bind [::]:8080-8090" in haproxy_config
diff --git a/haproxy-operator/uv.lock b/haproxy-operator/uv.lock
index 8c282123..9b73f1b8 100644
--- a/haproxy-operator/uv.lock
+++ b/haproxy-operator/uv.lock
@@ -69,22 +69,6 @@ wheels = [
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diff --git a/haproxy-route-policy-operator/pyproject.toml b/haproxy-route-policy-operator/pyproject.toml
index f7f85c2d..e6e635a1 100644
--- a/haproxy-route-policy-operator/pyproject.toml
+++ b/haproxy-route-policy-operator/pyproject.toml
@@ -29,7 +29,6 @@ coverage-report = [ "coverage[toml]", "pytest" ]
 static = [ "bandit[toml]" ]
 integration = [
   "jubilant==1.11.0",
-  "juju==3.6.1.3",
   "opcli @ git+https://github.com/canonical/charm-ci.git@v0.0.1-alpha.10",
   "pytest",
   "pytest-jubilant>=2,<3",
diff --git a/haproxy-route-policy-operator/tests/integration/conftest.py b/haproxy-route-policy-operator/tests/integration/conftest.py
index c35a61e7..7e23265b 100644
--- a/haproxy-route-policy-operator/tests/integration/conftest.py
+++ b/haproxy-route-policy-operator/tests/integration/conftest.py
@@ -64,6 +64,7 @@ def any_charm_haproxy_route_policy_requirer_fixture(juju: jubilant.Juju):
         "any-charm",
         app=ANY_CHARM_HAPROXY_ROUTE_POLICY_REQUIRER_APPLICATION,
         channel="beta",
+        force=True,
         config={
             "src-overwrite": json.dumps(
                 {
@@ -97,6 +98,7 @@ def postgresql_fixture(juju: jubilant.Juju):
         app=POSTGRESQL_APPLICATION,
         channel="16/edge",
         base="ubuntu@24.04",
+        force=True,
     )
     juju.wait(
         lambda status: jubilant.all_active(status, POSTGRESQL_APPLICATION),
diff --git a/haproxy-route-policy-operator/tests/integration/test_charm.py b/haproxy-route-policy-operator/tests/integration/test_charm.py
index 4df9ee61..94a789f9 100644
--- a/haproxy-route-policy-operator/tests/integration/test_charm.py
+++ b/haproxy-route-policy-operator/tests/integration/test_charm.py
@@ -21,7 +21,9 @@ def test_charm_becomes_active_after_relation_with_postgresql(
         The charm is blocked before relation and active after relating with PostgreSQL.
     """
     postgresql_app = "postgresql"
-    juju.deploy("postgresql", app=postgresql_app, channel="16/edge", base="ubuntu@24.04")
+    juju.deploy(
+        "postgresql", app=postgresql_app, channel="16/edge", base="ubuntu@24.04", force=True
+    )
 
     juju.wait(lambda status: jubilant.all_blocked(status, application))
 
diff --git a/haproxy-route-policy-operator/uv.lock b/haproxy-route-policy-operator/uv.lock
index 4fa3a533..551d8f65 100644
--- a/haproxy-route-policy-operator/uv.lock
+++ b/haproxy-route-policy-operator/uv.lock
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diff --git a/haproxy-spoe-auth-operator/pyproject.toml b/haproxy-spoe-auth-operator/pyproject.toml
index bab9af37..8ad271f9 100644
--- a/haproxy-spoe-auth-operator/pyproject.toml
+++ b/haproxy-spoe-auth-operator/pyproject.toml
@@ -29,7 +29,6 @@ coverage-report = ["coverage[toml]", "pytest"]
 static = ["bandit[toml]"]
 integration = [
   "jubilant==1.11.0",
-  "juju==3.6.1.3",
   "opcli @ git+https://github.com/canonical/charm-ci.git@v0.0.1-alpha.10",
   "pytest",
   "pytest-jubilant>=2,<3",
diff --git a/haproxy-spoe-auth-operator/tests/integration/test_charm.py b/haproxy-spoe-auth-operator/tests/integration/test_charm.py
index 73bf6f45..c1d49977 100644
--- a/haproxy-spoe-auth-operator/tests/integration/test_charm.py
+++ b/haproxy-spoe-auth-operator/tests/integration/test_charm.py
@@ -18,10 +18,10 @@ def test_snap_installed(application: str, juju: jubilant.Juju):
     Assert:
         The snap is installed on the unit and the configuration file is present.
     """
-    result = juju.ssh(f"{application}/0", "snap list haproxy-spoe-auth")
+    result = juju.exec("snap list haproxy-spoe-auth", unit=f"{application}/0").stdout
     assert "haproxy-spoe-auth" in result
-    result = juju.ssh(
-        f"{application}/0",
+    result = juju.exec(
         "test -f /var/snap/haproxy-spoe-auth/current/config.yaml && echo 'exists'",
-    )
+        unit=f"{application}/0",
+    ).stdout
     assert "exists" in result
diff --git a/haproxy-spoe-auth-operator/uv.lock b/haproxy-spoe-auth-operator/uv.lock
index 26e2aeed..048d0dc6 100644
--- a/haproxy-spoe-auth-operator/uv.lock
+++ b/haproxy-spoe-auth-operator/uv.lock
@@ -20,22 +20,6 @@ wheels = [
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 name = "bandit"
 version = "1.8.6"
@@ -51,72 +35,6 @@ wheels = [
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-
 [[package]]
 name = "zipp"
 version = "3.23.0"
diff --git a/pyproject.toml b/pyproject.toml
index 99c8cc35..9aa12b3b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,7 +30,6 @@ integration = [
   "httpx[http2]==0.28.1",
   "jinja2==3.1.6",
   "jubilant==1.11.0",
-  "juju==3.6.1.3",
   "opcli @ git+https://github.com/canonical/charm-ci.git@v0.0.1-alpha.10",
   "protobuf==6.33.6",
   "playwright==1.61.0",
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 52b8733d..5c3b0204 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -4,6 +4,7 @@
 
 """Fixtures for haproxy charm integration tests."""
 
+import base64
 import json
 import logging
 import pathlib
@@ -218,6 +219,7 @@ def certificate_provider_application_fixture(
         "self-signed-certificates",
         app=SELF_SIGNED_CERTIFICATES_APP_NAME,
         channel="1/edge",
+        force=True,
     )
     return SELF_SIGNED_CERTIFICATES_APP_NAME
 
@@ -230,15 +232,16 @@ def deploy_iam_bundle_fixture(k8s_juju: jubilant.Juju):
         logger.info("identity-platform is already deployed")
         return
     k8s_juju.deploy(
-        "self-signed-certificates", channel="1/stable", revision=317, trust=True
+        "self-signed-certificates", channel="1/stable", revision=317, trust=True, force=True
     )
-    k8s_juju.deploy("hydra", channel="latest/edge", revision=399, trust=True)
-    k8s_juju.deploy("kratos", channel="latest/edge", revision=567, trust=True)
+    k8s_juju.deploy("hydra", channel="latest/edge", revision=399, trust=True, force=True)
+    k8s_juju.deploy("kratos", channel="latest/edge", revision=567, trust=True, force=True)
     k8s_juju.deploy(
         "identity-platform-login-ui-operator",
         channel="latest/edge",
         revision=200,
         trust=True,
+        force=True,
     )
     k8s_juju.deploy(
         "traefik-k8s",
@@ -246,12 +249,14 @@ def deploy_iam_bundle_fixture(k8s_juju: jubilant.Juju):
         channel="latest/edge",
         revision=270,
         trust=True,
+        force=True,
     )
     k8s_juju.deploy(
         "postgresql-k8s",
         channel="14/edge",
         base="ubuntu@22.04",
         trust=True,
+        force=True,
         config={
             "profile": "testing",
             "plugin_hstore_enable": "true",
@@ -387,17 +392,12 @@ def deploy_spoe_auth(
 
 def inject_ca_certificate(lxd_juju, unit_name, ca_cert: str):
     """Inject a ca certificate into a juju unit and run update-ca-certificates."""
-    juju = lxd_juju
-    with tempfile.NamedTemporaryFile(dir=".") as tf:
-        tf.write(ca_cert.encode("utf-8"))
-        tf.flush()
-        # the unit could be not the number 0.
-        juju.scp(tf.name, f"{unit_name}:/home/ubuntu/iam.crt")
-        juju.exec(
-            command="sudo mv /home/ubuntu/iam.crt /usr/local/share/ca-certificates",
-            unit=unit_name,
-        )
-        juju.exec(command="sudo update-ca-certificates", unit=unit_name)
+    cert_b64 = base64.b64encode(ca_cert.encode("utf-8")).decode("ascii")
+    lxd_juju.exec(
+        f"echo {cert_b64} | base64 -d | sudo tee /usr/local/share/ca-certificates/iam.crt",
+        unit=unit_name,
+    )
+    lxd_juju.exec(command="sudo update-ca-certificates", unit=unit_name)
 
 
 @pytest.fixture(scope="session")
@@ -426,6 +426,7 @@ def postgresql_fixture(lxd_juju: jubilant.Juju):
         app=POSTGRESQL_APPLICATION,
         channel="16/edge",
         base="ubuntu@24.04",
+        force=True,
     )
     lxd_juju.wait(
         lambda status: jubilant.all_active(status, POSTGRESQL_APPLICATION),
diff --git a/tests/integration/test_haproxy_ddos.py b/tests/integration/test_haproxy_ddos.py
index fb790350..c868f33c 100644
--- a/tests/integration/test_haproxy_ddos.py
+++ b/tests/integration/test_haproxy_ddos.py
@@ -72,9 +72,9 @@ def test_haproxy_ddos_protection_configuration(
         },
     )
     lxd_juju.wait(jubilant.all_active)
-    haproxy_cfg = lxd_juju.cli(
-        "ssh", f"{configured_application_with_tls}/0", "cat /etc/haproxy/haproxy.cfg"
-    )
+    haproxy_cfg = lxd_juju.exec(
+        "cat /etc/haproxy/haproxy.cfg", unit=f"{configured_application_with_tls}/0"
+    ).stdout
 
     assert "table ddos_protection_ip" in haproxy_cfg
     assert "tcp-request connection reject if { sc_conn_rate(0) gt 500 }" in haproxy_cfg