diff --git a/.changelog/8359.txt b/.changelog/8359.txt
new file mode 100644
index 00000000000..1dbf7915c4b
--- /dev/null
+++ b/.changelog/8359.txt
@@ -0,0 +1,3 @@
+```release-note:bug
+cloud_tasks: suppressed time-unit permadiffs on `google_cloud_tasks_queue` min and max backoff settings
+```
diff --git a/google/resource_cloud_tasks_queue_test.go b/google/resource_cloud_tasks_queue_test.go
index 90b908ebe94..564e0321a49 100644
--- a/google/resource_cloud_tasks_queue_test.go
+++ b/google/resource_cloud_tasks_queue_test.go
@@ -92,6 +92,29 @@ func TestAccCloudTasksQueue_MaxRetryDiffSuppress0s(t *testing.T) {
 	})
 }
 
+// Make sure the diff suppression function handles the situation where an
+// unexpected time unit is used, e.g., 2.0s instead of 2s or 2.0s instead of
+// 2.000s
+func TestAccCloudTasksQueue_TimeUnitDiff(t *testing.T) {
+	t.Parallel()
+	testID := acctest.RandString(t, 10)
+	cloudTaskName := fmt.Sprintf("tf-test-%s", testID)
+	acctest.VcrTest(t, resource.TestCase{
+		PreCheck:                 func() { acctest.AccTestPreCheck(t) },
+		ProtoV5ProviderFactories: acctest.ProtoV5ProviderFactories(t),
+		Steps: []resource.TestStep{
+			{
+				Config: testAccCloudtasksQueueTimeUnitDiff(cloudTaskName),
+			},
+			{
+				ResourceName:      "google_cloud_tasks_queue.default",
+				ImportState:       true,
+				ImportStateVerify: true,
+			},
+		},
+	})
+}
+
 func testAccCloudTasksQueue_basic(name string) string {
 	return fmt.Sprintf(`
 resource "google_cloud_tasks_queue" "default" {
@@ -186,3 +209,20 @@ func testAccCloudtasksQueueMaxRetry0s(cloudTaskName string) string {
 	}
 `, cloudTaskName)
 }
+
+func testAccCloudtasksQueueTimeUnitDiff(cloudTaskName string) string {
+	return fmt.Sprintf(`
+resource "google_cloud_tasks_queue" "default" {
+  name     = "%s"
+  location = "us-central1"
+
+  retry_config {
+    max_attempts       = -1
+    max_backoff        = "5.000s"
+    max_doublings      = 16
+    max_retry_duration = "1.0s"
+    min_backoff        = "0.10s"
+  }
+}
+`, cloudTaskName)
+}
diff --git a/google/services/cloudtasks/resource_cloud_tasks_queue.go b/google/services/cloudtasks/resource_cloud_tasks_queue.go
index 560edccb418..2c8a70d6bd3 100644
--- a/google/services/cloudtasks/resource_cloud_tasks_queue.go
+++ b/google/services/cloudtasks/resource_cloud_tasks_queue.go
@@ -30,12 +30,12 @@ import (
 	transport_tpg "github.com/hashicorp/terraform-provider-google/google/transport"
 )
 
-func suppressOmittedMaxDuration(_, old, new string, _ *schema.ResourceData) bool {
+func suppressOmittedMaxDuration(k, old, new string, d *schema.ResourceData) bool {
 	if old == "" && new == "0s" {
 		log.Printf("[INFO] max retry is 0s and api omitted field, suppressing diff")
 		return true
 	}
-	return false
+	return tpgresource.DurationDiffSuppress(k, old, new, d)
 }
 
 func ResourceCloudTasksQueue() *schema.Resource {
@@ -175,9 +175,10 @@ the default.
 -1 indicates unlimited attempts.`,
 						},
 						"max_backoff": {
-							Type:     schema.TypeString,
-							Computed: true,
-							Optional: true,
+							Type:             schema.TypeString,
+							Computed:         true,
+							Optional:         true,
+							DiffSuppressFunc: tpgresource.DurationDiffSuppress,
 							Description: `A task will be scheduled for retry between minBackoff and
 maxBackoff duration after it fails, if the queue's RetryConfig
 specifies that the task should be retried.`,
@@ -206,9 +207,10 @@ made and the task will be deleted.
 If zero, then the task age is unlimited.`,
 						},
 						"min_backoff": {
-							Type:     schema.TypeString,
-							Computed: true,
-							Optional: true,
+							Type:             schema.TypeString,
+							Computed:         true,
+							Optional:         true,
+							DiffSuppressFunc: tpgresource.DurationDiffSuppress,
 							Description: `A task will be scheduled for retry between minBackoff and
 maxBackoff duration after it fails, if the queue's RetryConfig
 specifies that the task should be retried.`,