Merge branch 'main' into fix-redis-doc

## Description

Addresses an issue where Dataplex AspectTypes created during integration
tests were not consistently deleted. This accumulation led to exceeding
the AspectType quota.
To prevent this, the test setup now includes a step to list and delete
all existing AspectTypes within the test project and location *before*
attempting to create any new ones. This ensures a clean state for each
test run and avoids hitting the quota.


## PR Checklist

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- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
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🛠️ Fixes #2057

Co-authored-by: Averi Kitsch <akitsch@google.com>

docs/en/resources/tools/redis/redis.md

@@ -30,6 +30,10 @@ following config for example:
     - name: userNames
       type: array
       description: The user names to be set.  
+      items:
+          name: userName # the item name doesn't matter but it has to exist
+          type: string 
+          description: username
 ```
 
 If the input is an array of strings `["Alice", "Sid", "Bob"]`,  The final command

tests/dataplex/dataplex_integration_test.go

@@ -85,13 +85,66 @@ func initDataplexConnection(ctx context.Context) (*dataplex.CatalogClient, error
 	return client, nil
 }
 
+// cleanupOldAspectTypes Deletes AspectTypes older than the specified duration.
+func cleanupOldAspectTypes(t *testing.T, ctx context.Context, client *dataplex.CatalogClient, oldThreshold time.Duration) {
+	parent := fmt.Sprintf("projects/%s/locations/us", DataplexProject)
+	olderThanTime := time.Now().Add(-oldThreshold)
+
+	listReq := &dataplexpb.ListAspectTypesRequest{
+		Parent:   parent,
+		PageSize: 100,               // Fetch up to 100 items
+		OrderBy:  "create_time asc", // Order by creation time
+	}
+
+	const maxDeletes = 8 // Explicitly limit the number of deletions
+	it := client.ListAspectTypes(ctx, listReq)
+	var aspectTypesToDelete []string
+	for len(aspectTypesToDelete) < maxDeletes {
+		aspectType, err := it.Next()
+		if err == iterator.Done {
+			break
+		}
+		if err != nil {
+			t.Logf("Warning: Failed to list aspect types during cleanup: %v", err)
+			return
+		}
+		// Perform time-based filtering in memory
+		if aspectType.CreateTime != nil {
+			createTime := aspectType.CreateTime.AsTime()
+			if createTime.Before(olderThanTime) {
+				aspectTypesToDelete = append(aspectTypesToDelete, aspectType.GetName())
+			}
+		} else {
+			t.Logf("Warning: AspectType %s has no CreateTime", aspectType.GetName())
+		}
+	}
+	if len(aspectTypesToDelete) == 0 {
+		t.Logf("cleanupOldAspectTypes: No aspect types found older than %s to delete.", oldThreshold.String())
+		return
+	}
+
+	for _, aspectTypeName := range aspectTypesToDelete {
+		deleteReq := &dataplexpb.DeleteAspectTypeRequest{Name: aspectTypeName}
+		op, err := client.DeleteAspectType(ctx, deleteReq)
+		if err != nil {
+			t.Logf("Warning: Failed to delete aspect type %s: %v", aspectTypeName, err)
+			continue // Skip to the next item if initiation fails
+		}
+
+		if err := op.Wait(ctx); err != nil {
+			t.Logf("Warning: Failed to delete aspect type %s, operation error: %v", aspectTypeName, err)
+		} else {
+			t.Logf("cleanupOldAspectTypes: Successfully deleted %s", aspectTypeName)
+		}
+	}
+}
+
 func TestDataplexToolEndpoints(t *testing.T) {
 	sourceConfig := getDataplexVars(t)
 	ctx, cancel := context.WithTimeout(context.Background(), 3*time.Minute)
 	defer cancel()
 
 	var args []string
-
 	bigqueryClient, err := initBigQueryConnection(ctx, DataplexProject)
 	if err != nil {
 		t.Fatalf("unable to create Cloud SQL connection pool: %s", err)
@@ -102,6 +155,9 @@ func TestDataplexToolEndpoints(t *testing.T) {
 		t.Fatalf("unable to create Dataplex connection: %s", err)
 	}
 
+	// Cleanup older aspecttypes
+	cleanupOldAspectTypes(t, ctx, dataplexClient, 1*time.Hour)
+
 	// create resources with UUID
 	datasetName := fmt.Sprintf("temp_toolbox_test_%s", strings.ReplaceAll(uuid.New().String(), "-", ""))
 	tableName := fmt.Sprintf("param_table_%s", strings.ReplaceAll(uuid.New().String(), "-", ""))