diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/databricks.yml b/acceptance/bundle/resources/pipelines/drift/parameters/databricks.yml
new file mode 100644
index 0000000000..2e7d3d1bee
--- /dev/null
+++ b/acceptance/bundle/resources/pipelines/drift/parameters/databricks.yml
@@ -0,0 +1,12 @@
+bundle:
+  name: pipeline-parameters
+
+resources:
+  pipelines:
+    my:
+      name: test-pipeline
+      parameters:
+        my_param: my_value
+      libraries:
+        - file:
+            path: "./foo.py"
diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/foo.py b/acceptance/bundle/resources/pipelines/drift/parameters/foo.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/out.test.toml b/acceptance/bundle/resources/pipelines/drift/parameters/out.test.toml
new file mode 100644
index 0000000000..1a3e24fa57
--- /dev/null
+++ b/acceptance/bundle/resources/pipelines/drift/parameters/out.test.toml
@@ -0,0 +1,5 @@
+Local = true
+Cloud = false
+GOOSOnPR.darwin = false
+GOOSOnPR.windows = false
+EnvMatrix.DATABRICKS_BUNDLE_ENGINE = ["direct"]
diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/output.txt b/acceptance/bundle/resources/pipelines/drift/parameters/output.txt
new file mode 100644
index 0000000000..9043ddc35b
--- /dev/null
+++ b/acceptance/bundle/resources/pipelines/drift/parameters/output.txt
@@ -0,0 +1,29 @@
+
+=== Initial deployment
+>>> [CLI] bundle deploy
+Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/pipeline-parameters/default/files...
+Deploying resources...
+Updating deployment state...
+Deployment complete!
+
+=== Plan is a no-op: pipeline parameters round-trip on read
+>>> [CLI] bundle plan
+Plan: 0 to add, 0 to change, 0 to delete, 1 unchanged
+
+=== Redeploy is a no-op (no update call)
+>>> [CLI] bundle deploy
+Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/pipeline-parameters/default/files...
+Deploying resources...
+Updating deployment state...
+Deployment complete!
+
+>>> print_requests.py //api/2.0/pipelines
+json.method = "POST";
+json.path = "/api/2.0/pipelines";
+json.body.channel = "CURRENT";
+json.body.deployment.kind = "BUNDLE";
+json.body.deployment.metadata_file_path = "/Workspace/Users/[USERNAME]/.bundle/pipeline-parameters/default/state/metadata.json";
+json.body.edition = "ADVANCED";
+json.body.libraries[0].file.path = "/Workspace/Users/[USERNAME]/.bundle/pipeline-parameters/default/files/foo.py";
+json.body.name = "test-pipeline";
+json.body.parameters.my_param = "my_value";
diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/script b/acceptance/bundle/resources/pipelines/drift/parameters/script
new file mode 100644
index 0000000000..6773f24891
--- /dev/null
+++ b/acceptance/bundle/resources/pipelines/drift/parameters/script
@@ -0,0 +1,11 @@
+echo "*" > .gitignore
+
+title "Initial deployment"
+trace $CLI bundle deploy
+
+title "Plan is a no-op: pipeline parameters round-trip on read"
+trace $CLI bundle plan | contains.py "Plan: 0 to add, 0 to change, 0 to delete, 1 unchanged"
+
+title "Redeploy is a no-op (no update call)"
+trace $CLI bundle deploy
+trace print_requests.py //api/2.0/pipelines | gron.py | contains.py '!json.method = "PUT"'
diff --git a/acceptance/bundle/resources/pipelines/drift/parameters/test.toml b/acceptance/bundle/resources/pipelines/drift/parameters/test.toml
new file mode 100644
index 0000000000..90122785fc
--- /dev/null
+++ b/acceptance/bundle/resources/pipelines/drift/parameters/test.toml
@@ -0,0 +1,5 @@
+RecordRequests = true
+
+# Direct engine only: the gap is in its read-back path (GetPipelineResponse.Parameters).
+# Terraform tracks parameters in its own state. Mirrors catalogs/drift/managed_properties.
+EnvMatrix.DATABRICKS_BUNDLE_ENGINE = ["direct"]
diff --git a/libs/testserver/pipelines.go b/libs/testserver/pipelines.go
index cc639387b6..3512c8e5f5 100644
--- a/libs/testserver/pipelines.go
+++ b/libs/testserver/pipelines.go
@@ -52,6 +52,18 @@ func (s *FakeWorkspace) PipelineCreate(req Request) Response {
 	var r pipelines.GetPipelineResponse
 	r.Spec = &spec
 
+	// parameters is not on PipelineSpec (only on CreatePipeline), so the decode above
+	// drops it. The backend echoes it on GetPipelineResponse.Parameters; mirror that
+	// here, else a re-read misses it and the CLI plans a perpetual update.
+	var create pipelines.CreatePipeline
+	if err := json.Unmarshal(req.Body, &create); err != nil {
+		return Response{
+			Body:       fmt.Sprintf("cannot unmarshal request body: %s", err),
+			StatusCode: 400,
+		}
+	}
+	r.Parameters = create.Parameters
+
 	pipelineId := nextUUID()
 	r.PipelineId = pipelineId
 	r.CreatorUserName = "tester@databricks.com"
@@ -100,7 +112,18 @@ func (s *FakeWorkspace) PipelineUpdate(req Request, pipelineId string) Response
 		}
 	}
 
+	// parameters is on EditPipeline, not PipelineSpec; round-trip it like
+	// PipelineCreate does.
+	var edit pipelines.EditPipeline
+	if err := json.Unmarshal(req.Body, &edit); err != nil {
+		return Response{
+			Body:       fmt.Sprintf("internal error: %s", err),
+			StatusCode: 400,
+		}
+	}
+
 	item.Spec = &spec
+	item.Parameters = edit.Parameters
 	setSpecDefaults(&spec, pipelineId)
 	s.Pipelines[pipelineId] = item