Mengubah data menggunakan operasi tulis batch

Halaman ini menjelaskan permintaan penulisan batch Spanner dan cara Anda dapat menggunakannya untuk mengubah data Spanner.

Anda dapat menggunakan penulisan batch Spanner untuk menyisipkan, mengupdate, atau menghapus beberapa baris dalam tabel Spanner. Penulisan batch Spanner mendukung penulisan latensi rendah tanpa operasi baca, dan menampilkan respons saat mutasi diterapkan dalam batch. Untuk menggunakan penulisan batch, Anda mengelompokkan mutasi terkait, dan semua mutasi dalam grup akan dilakukan secara atomik. Mutasi di seluruh grup diterapkan dalam urutan yang tidak ditentukan dan tidak saling terkait (non-atomik). Spanner tidak perlu menunggu semua mutasi diterapkan sebelum mengirim respons, yang berarti bahwa penulisan batch memungkinkan kegagalan sebagian. Anda juga dapat menjalankan beberapa penulisan batch sekaligus. Untuk mengetahui informasi selengkapnya, lihat Cara menggunakan penulisan batch.

Kasus penggunaan

Penulisan batch Spanner sangat berguna jika Anda ingin melakukan sejumlah besar penulisan tanpa operasi baca, tetapi tidak memerlukan transaksi atomik untuk semua mutasi Anda.

Jika Anda ingin mengelompokkan permintaan DML, gunakan DML batch untuk mengubah data Spanner Anda. Untuk mengetahui informasi selengkapnya tentang perbedaan antara DML dan mutasi, lihat Membandingkan DML dan mutasi.

Untuk permintaan mutasi tunggal, sebaiknya gunakan transaksi baca-tulis dengan penguncian.

Batasan

Penulisan batch Spanner memiliki batasan berikut:

• Penulisan batch Spanner tidak tersedia menggunakan konsolGoogle Cloud atau Google Cloud CLI. API ini hanya tersedia menggunakan API REST dan RPC serta library klien Spanner.

• Perlindungan replay tidak didukung menggunakan operasi tulis batch. Mutasi dapat diterapkan lebih dari sekali, dan mutasi yang diterapkan lebih dari sekali dapat menyebabkan kegagalan. Misalnya, jika mutasi penyisipan diputar ulang, mutasi tersebut dapat menghasilkan error sudah ada, atau jika Anda menggunakan kunci berbasis stempel waktu yang dibuat atau di-commit dalam mutasi, mutasi tersebut dapat menyebabkan baris tambahan ditambahkan ke tabel. Sebaiknya susun operasi tulis Anda agar bersifat idempoten untuk menghindari masalah ini.

• Anda tidak dapat mengembalikan permintaan penulisan batch yang telah selesai. Anda dapat membatalkan permintaan penulisan batch yang sedang berlangsung. Jika Anda membatalkan penulisan batch yang sedang berlangsung, mutasi dalam grup yang belum selesai akan di-roll back. Mutasi dalam grup yang selesai dilakukan ke database.

• Ukuran maksimum untuk permintaan penulisan batch sama dengan batas untuk permintaan commit. Untuk mengetahui informasi selengkapnya, lihat Batas untuk membuat, membaca, memperbarui, dan menghapus data.

Cara menggunakan penulisan batch

Untuk menggunakan penulisan batch, Anda harus memiliki izin spanner.databases.write pada database yang ingin Anda ubah. Anda dapat menulis batch mutasi secara tidak atomik dalam satu panggilan menggunakan panggilan permintaan REST atau RPC API.

Anda harus mengelompokkan jenis mutasi berikut saat menggunakan penulisan batch:

• Menyisipkan baris dengan awalan kunci utama yang sama di tabel induk dan turunan.
• Menyisipkan baris ke dalam tabel dengan hubungan kunci asing antar-tabel.
• Jenis mutasi terkait lainnya bergantung pada skema database dan logika aplikasi Anda.

Anda juga dapat menulis batch menggunakan library klien Spanner. Contoh kode berikut mengupdate tabel Singers dengan baris baru.

Library klien

C++

namespace spanner = ::google::cloud::spanner;
// Use upserts as mutation groups are not replay protected.
auto commit_results = client.CommitAtLeastOnce({
    // group #0
    spanner::Mutations{
        spanner::InsertOrUpdateMutationBuilder(
            "Singers", {"SingerId", "FirstName", "LastName"})
            .EmplaceRow(16, "Scarlet", "Terry")
            .Build(),
    },
    // group #1
    spanner::Mutations{
        spanner::InsertOrUpdateMutationBuilder(
            "Singers", {"SingerId", "FirstName", "LastName"})
            .EmplaceRow(17, "Marc", "")
            .EmplaceRow(18, "Catalina", "Smith")
            .Build(),
        spanner::InsertOrUpdateMutationBuilder(
            "Albums", {"SingerId", "AlbumId", "AlbumTitle"})
            .EmplaceRow(17, 1, "Total Junk")
            .EmplaceRow(18, 2, "Go, Go, Go")
            .Build(),
    },
});
for (auto& commit_result : commit_results) {
  if (!commit_result) throw std::move(commit_result).status();
  std::cout << "Mutation group indexes [";
  for (auto index : commit_result->indexes) std::cout << " " << index;
  std::cout << " ]: ";
  if (commit_result->commit_timestamp) {
    auto const& ts = *commit_result->commit_timestamp;
    std::cout << "Committed at " << ts.get<absl::Time>().value();
  } else {
    std::cout << commit_result->commit_timestamp.status();
  }
  std::cout << "\n";
}

C#

// Copyright 2026 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.


using Google.Cloud.Spanner.Data;
using Google.Rpc;
using Google.Cloud.Spanner.V1;
using Google.Protobuf.WellKnownTypes;
using System;
using System.Collections.Generic;
using System.Threading.Tasks;

public class BatchWriteAtLeastOnceAsyncSample
{
    public async Task BatchWriteAtLeastOnceAsync(string projectId, string instanceId, string databaseId)
    {
        string connectionString = $"Data Source=projects/{projectId}/instances/{instanceId}/databases/{databaseId}";

        using var connection = new SpannerConnection(connectionString);
        await connection.OpenAsync();

        // 1. Create a SpannerBatchWriteCommand.
        var cmd = connection.CreateBatchWriteCommand();

        // 2. Create and add mutation groups.
        // Mutation group 1: Insert or update a singer (16).
        var cmdSinger1 = connection.CreateInsertOrUpdateCommand("Singers", new SpannerParameterCollection
        {
            { "SingerId", SpannerDbType.Int64, 16 },
            { "FirstName", SpannerDbType.String, "Scarlet" },
            { "LastName", SpannerDbType.String, "Terry" }
        });
        cmd.Add(cmdSinger1);

        // Mutation group 2: Insert or update multiple singers and albums together.
        var cmdSinger2 = connection.CreateInsertOrUpdateCommand("Singers", new SpannerParameterCollection
        {
            { "SingerId", SpannerDbType.Int64, 17 },
            { "FirstName", SpannerDbType.String, "Marc" },
            { "LastName", SpannerDbType.String, "Smith" }
        });

        var cmdSinger3 = connection.CreateInsertOrUpdateCommand("Singers", new SpannerParameterCollection
        {
            { "SingerId", SpannerDbType.Int64, 18 },
            { "FirstName", SpannerDbType.String, "Catalina" },
            { "LastName", SpannerDbType.String, "Smith" }
        });

        var cmdAlbum1 = connection.CreateInsertOrUpdateCommand("Albums", new SpannerParameterCollection
        {
            { "SingerId", SpannerDbType.Int64, 17 },
            { "AlbumId", SpannerDbType.Int64, 1 },
            { "AlbumTitle", SpannerDbType.String, "Total Junk" }
        });

        var cmdAlbum2 = connection.CreateInsertOrUpdateCommand("Albums", new SpannerParameterCollection
        {
            { "SingerId", SpannerDbType.Int64, 18 },
            { "AlbumId", SpannerDbType.Int64, 2 },
            { "AlbumTitle", SpannerDbType.String, "Go, Go, Go" }
        });

        // Add multiple commands to the same group.
        cmd.Add(cmdSinger2, cmdSinger3, cmdAlbum1, cmdAlbum2);

        // 3. Execute the batch write request.
        try
        {
            // ExecuteNonQueryAsync returns an IAsyncEnumerable of BatchWriteResponse.
            await foreach (var response in cmd.ExecuteNonQueryAsync())
            {
                if (response.Status?.Code == (int)Code.Ok)
                {
                    Console.WriteLine($"Mutation group indexes {string.Join(", ", response.Indexes)} have been applied with commit timestamp {response.CommitTimestamp}");
                }
                else
                {
                    Console.WriteLine($"Mutation group indexes {string.Join(", ", response.Indexes)} could not be applied with error code {response.Status?.Code}");
                }
            }
        }
        catch (Exception ex)
        {
            Console.WriteLine($"Error executing batch write: {ex.Message}");
            throw;
        }
    }
}

Go

import (
	"context"
	"fmt"
	"io"

	"cloud.google.com/go/spanner"
	sppb "cloud.google.com/go/spanner/apiv1/spannerpb"
	"google.golang.org/grpc/status"
)

// batchWrite demonstrates writing mutations to a Spanner database through
// BatchWrite API - https://pkg.go.dev/cloud.google.com/go/spanner#Client.BatchWrite
func batchWrite(w io.Writer, db string) error {
	// db := "projects/my-project/instances/my-instance/databases/my-database"
	ctx := context.Background()
	client, err := spanner.NewClient(ctx, db)
	if err != nil {
		return err
	}
	defer client.Close()

	// Database is assumed to exist - https://cloud.google.com/spanner/docs/getting-started/go#create_a_database
	singerColumns := []string{"SingerId", "FirstName", "LastName"}
	albumColumns := []string{"SingerId", "AlbumId", "AlbumTitle"}
	mutationGroups := make([]*spanner.MutationGroup, 2)

	mutationGroup1 := []*spanner.Mutation{
		spanner.InsertOrUpdate("Singers", singerColumns, []interface{}{16, "Scarlet", "Terry"}),
	}
	mutationGroups[0] = &spanner.MutationGroup{Mutations: mutationGroup1}

	mutationGroup2 := []*spanner.Mutation{
		spanner.InsertOrUpdate("Singers", singerColumns, []interface{}{17, "Marc", ""}),
		spanner.InsertOrUpdate("Singers", singerColumns, []interface{}{18, "Catalina", "Smith"}),
		spanner.InsertOrUpdate("Albums", albumColumns, []interface{}{17, 1, "Total Junk"}),
		spanner.InsertOrUpdate("Albums", albumColumns, []interface{}{18, 2, "Go, Go, Go"}),
	}
	mutationGroups[1] = &spanner.MutationGroup{Mutations: mutationGroup2}
	iter := client.BatchWrite(ctx, mutationGroups)
	// See https://pkg.go.dev/cloud.google.com/go/spanner#BatchWriteResponseIterator.Do
	doFunc := func(response *sppb.BatchWriteResponse) error {
		if err = status.ErrorProto(response.GetStatus()); err == nil {
			fmt.Fprintf(w, "Mutation group indexes %v have been applied with commit timestamp %v",
				response.GetIndexes(), response.GetCommitTimestamp())
		} else {
			fmt.Fprintf(w, "Mutation group indexes %v could not be applied with error %v",
				response.GetIndexes(), err)
		}
		// Return an actual error as needed.
		return nil
	}
	return iter.Do(doFunc)
}

Java

import com.google.api.gax.rpc.ServerStream;
import com.google.cloud.spanner.DatabaseClient;
import com.google.cloud.spanner.DatabaseId;
import com.google.cloud.spanner.Mutation;
import com.google.cloud.spanner.MutationGroup;
import com.google.cloud.spanner.Options;
import com.google.cloud.spanner.Spanner;
import com.google.cloud.spanner.SpannerOptions;
import com.google.common.collect.ImmutableList;
import com.google.rpc.Code;
import com.google.spanner.v1.BatchWriteResponse;

public class BatchWriteAtLeastOnceSample {

  /***
   * Assume DDL for the underlying database:
   * <pre>{@code
   *   CREATE TABLE Singers (
   *     SingerId   INT64 NOT NULL,
   *     FirstName  STRING(1024),
   *     LastName   STRING(1024),
   *   ) PRIMARY KEY (SingerId)
   *
   *   CREATE TABLE Albums (
   *     SingerId     INT64 NOT NULL,
   *     AlbumId      INT64 NOT NULL,
   *     AlbumTitle   STRING(1024),
   *   ) PRIMARY KEY (SingerId, AlbumId),
   *   INTERLEAVE IN PARENT Singers ON DELETE CASCADE
   * }</pre>
   */

  private static final MutationGroup MUTATION_GROUP1 =
      MutationGroup.of(
          Mutation.newInsertOrUpdateBuilder("Singers")
              .set("SingerId")
              .to(16)
              .set("FirstName")
              .to("Scarlet")
              .set("LastName")
              .to("Terry")
              .build());
  private static final MutationGroup MUTATION_GROUP2 =
      MutationGroup.of(
          Mutation.newInsertOrUpdateBuilder("Singers")
              .set("SingerId")
              .to(17)
              .set("FirstName")
              .to("Marc")
              .build(),
          Mutation.newInsertOrUpdateBuilder("Singers")
              .set("SingerId")
              .to(18)
              .set("FirstName")
              .to("Catalina")
              .set("LastName")
              .to("Smith")
              .build(),
          Mutation.newInsertOrUpdateBuilder("Albums")
              .set("SingerId")
              .to(17)
              .set("AlbumId")
              .to(1)
              .set("AlbumTitle")
              .to("Total Junk")
              .build(),
          Mutation.newInsertOrUpdateBuilder("Albums")
              .set("SingerId")
              .to(18)
              .set("AlbumId")
              .to(2)
              .set("AlbumTitle")
              .to("Go, Go, Go")
              .build());

  static void batchWriteAtLeastOnce() {
    // TODO(developer): Replace these variables before running the sample.
    final String projectId = "my-project";
    final String instanceId = "my-instance";
    final String databaseId = "my-database";
    batchWriteAtLeastOnce(projectId, instanceId, databaseId);
  }

  static void batchWriteAtLeastOnce(String projectId, String instanceId, String databaseId) {
    try (Spanner spanner =
        SpannerOptions.newBuilder().setProjectId(projectId).build().getService()) {
      DatabaseId dbId = DatabaseId.of(projectId, instanceId, databaseId);
      final DatabaseClient dbClient = spanner.getDatabaseClient(dbId);

      // Creates and issues a BatchWrite RPC request that will apply the mutation groups
      // non-atomically and respond back with a stream of BatchWriteResponse.
      ServerStream<BatchWriteResponse> responses =
          dbClient.batchWriteAtLeastOnce(
              ImmutableList.of(MUTATION_GROUP1, MUTATION_GROUP2),
              Options.tag("batch-write-tag"));

      // Iterates through the results in the stream response and prints the MutationGroup indexes,
      // commit timestamp and status.
      for (BatchWriteResponse response : responses) {
        if (response.getStatus().getCode() == Code.OK_VALUE) {
          System.out.printf(
              "Mutation group indexes %s have been applied with commit timestamp %s",
              response.getIndexesList(), response.getCommitTimestamp());
        } else {
          System.out.printf(
              "Mutation group indexes %s could not be applied with error code %s and "
                  + "error message %s", response.getIndexesList(),
              Code.forNumber(response.getStatus().getCode()), response.getStatus().getMessage());
        }
      }
    }
  }
}

Node

// Imports the Google Cloud client library
const {Spanner, MutationGroup} = require('@google-cloud/spanner');

/**
 * TODO(developer): Uncomment the following lines before running the sample.
 */
// const instanceId = 'my-instance';
// const databaseId = 'my-database';
// const projectId = 'my-project-id';

// Creates a client
const spanner = new Spanner({
  projectId: projectId,
});

// Gets a reference to a Cloud Spanner instance and database
const instance = spanner.instance(instanceId);
const database = instance.database(databaseId);

// Create Mutation Groups
/**
 * Related mutations should be placed in a group, such as insert mutations for both a parent and a child row.
 * A group must contain related mutations.
 * Please see {@link https://cloud.google.com/spanner/docs/reference/rpc/google.spanner.v1#google.spanner.v1.BatchWriteRequest.MutationGroup}
 * for more details and examples.
 */
const mutationGroup1 = new MutationGroup();
mutationGroup1.insert('Singers', {
  SingerId: 1,
  FirstName: 'Scarlet',
  LastName: 'Terry',
});

const mutationGroup2 = new MutationGroup();
mutationGroup2.insert('Singers', {
  SingerId: 2,
  FirstName: 'Marc',
});
mutationGroup2.insert('Singers', {
  SingerId: 3,
  FirstName: 'Catalina',
  LastName: 'Smith',
});
mutationGroup2.insert('Albums', {
  AlbumId: 1,
  SingerId: 2,
  AlbumTitle: 'Total Junk',
});
mutationGroup2.insert('Albums', {
  AlbumId: 2,
  SingerId: 3,
  AlbumTitle: 'Go, Go, Go',
});

const options = {
  transactionTag: 'batch-write-tag',
};

try {
  database
    .batchWriteAtLeastOnce([mutationGroup1, mutationGroup2], options)
    .on('error', console.error)
    .on('data', response => {
      // Check the response code of each response to determine whether the mutation group(s) were applied successfully.
      if (response.status.code === 0) {
        console.log(
          `Mutation group indexes ${
            response.indexes
          }, have been applied with commit timestamp ${Spanner.timestamp(
            response.commitTimestamp,
          ).toJSON()}`,
        );
      }
      // Mutation groups that fail to commit trigger a response with a non-zero status code.
      else {
        console.log(
          `Mutation group indexes ${response.indexes}, could not be applied with error code ${response.status.code}, and error message ${response.status.message}`,
        );
      }
    })
    .on('end', () => {
      console.log('Request completed successfully');
    });
} catch (err) {
  console.log(err);
}

PHP

<?php
/**
 * Copyright 2026 Google Inc.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

/**
 * For instructions on how to run the full sample:
 *
 * @see https://github.com/GoogleCloudPlatform/php-docs-samples/tree/main/spanner/README.md
 */

namespace Google\Cloud\Samples\Spanner;

use Google\Cloud\Spanner\SpannerClient;

/**
 * Inserts sample data into the given database via BatchWrite API.
 * The database and table must already exist and can be created using `create_database`.
 *
 * Example:
 * ```
 * batch_write($projectId, $instanceId, $databaseId);
 * ```
 *
 * @param string $projectId The Google Cloud project ID.
 * @param string $instanceId The Spanner instance ID.
 * @param string $databaseId The Spanner database ID.
 */
function batch_write(string $projectId, string $instanceId, string $databaseId): void
{
    $spanner = new SpannerClient(['projectId' => $projectId]);
    $database = $spanner->instance($instanceId)->database($databaseId);

    // Create Mutation Groups
    // All mutations within a single group are applied atomically.
    // Mutations across groups are applied non-atomically.

    // Group 1: Single mutation
    $mutationGroup1 = $database->mutationGroup();
    $mutationGroup1->insertOrUpdate('Singers', [
        'SingerId' => 16,
        'FirstName' => 'Scarlet',
        'LastName' => 'Terry'
    ]);

    // Group 2: Multiple mutations
    $mutationGroup2 = $database->mutationGroup();
    $mutationGroup2->insertOrUpdateBatch('Singers', [
        ['SingerId' => 17, 'FirstName' => 'Marc'],
        ['SingerId' => 18, 'FirstName' => 'Catalina', 'LastName' => 'Smith']
    ]);
    $mutationGroup2->insertOrUpdateBatch('Albums', [
        ['SingerId' => 17, 'AlbumId' => 1, 'AlbumTitle' => 'Total Junk'],
        ['SingerId' => 18, 'AlbumId' => 2, 'AlbumTitle' => 'Go, Go, Go']
    ]);

    // Call batchWrite on the high-level Database client.
    // Equivalent to batchWriteAtLeastOnce in other languages.
    $responses = $database->batchWrite([$mutationGroup1, $mutationGroup2], [
        'requestOptions' => ['transactionTag' => 'batch-write-tag']
    ]);

    // Check the response code of each response to determine whether the mutation group(s) were applied successfully.
    // $responses is a Generator yielding V1\BatchWriteResponse items.
    // Check the response code of each response to determine whether the mutation group(s) were applied successfully.
    // $responses is a Generator yielding response arrays.
    foreach ($responses as $response) {
        $status = $response['status'];
        $indexes = implode(', ', $response['indexes']);
        if ($status['code'] === 0) {
            $timestamp = $response['commitTimestamp'] ?? 'Unknown';
            printf('Mutation group indexes [%s] have been applied with commit timestamp %s' . PHP_EOL,
                $indexes,
                $timestamp
            );
        } else {
            printf('Mutation group indexes [%s] could not be applied with error code %s and error message %s' . PHP_EOL,
                $indexes,
                $status['code'],
                $status['message']
            );
        }
    }
}

// The following 2 lines are only needed to run the samples
require_once __DIR__ . '/../../testing/sample_helpers.php';
\Google\Cloud\Samples\execute_sample(__FILE__, __NAMESPACE__, $argv);

Python

def batch_write(instance_id, database_id):
    """Inserts sample data into the given database via BatchWrite API.

    The database and table must already exist and can be created using
    `create_database`.
    """
    from google.rpc.code_pb2 import OK

    spanner_client = spanner.Client()
    instance = spanner_client.instance(instance_id)
    database = instance.database(database_id)

    with database.mutation_groups() as groups:
        group1 = groups.group()
        group1.insert_or_update(
            table="Singers",
            columns=("SingerId", "FirstName", "LastName"),
            values=[
                (16, "Scarlet", "Terry"),
            ],
        )

        group2 = groups.group()
        group2.insert_or_update(
            table="Singers",
            columns=("SingerId", "FirstName", "LastName"),
            values=[
                (17, "Marc", ""),
                (18, "Catalina", "Smith"),
            ],
        )
        group2.insert_or_update(
            table="Albums",
            columns=("SingerId", "AlbumId", "AlbumTitle"),
            values=[
                (17, 1, "Total Junk"),
                (18, 2, "Go, Go, Go"),
            ],
        )

        for response in groups.batch_write():
            if response.status.code == OK:
                print(
                    "Mutation group indexes {} have been applied with commit timestamp {}".format(
                        response.indexes, response.commit_timestamp
                    )
                )
            else:
                print(
                    "Mutation group indexes {} could not be applied with error {}".format(
                        response.indexes, response.status
                    )
                )

Ruby

require "google/cloud/spanner"

##
# This is a snippet for showcasing how to apply a batch of mutations groups.
# All mutations in a group are applied atomically.
#
# @param project_id  [String] The ID of the Google Cloud project.
# @param instance_id [String] The ID of the spanner instance.
# @param database_id [String] The ID of the database.
#
def spanner_batch_write project_id:, instance_id:, database_id:
  spanner = Google::Cloud::Spanner.new project: project_id
  client  = spanner.client instance_id, database_id

  results = client.batch_write do |b|
    # First mutation group
    b.mutation_group do |mg|
      mg.upsert "Singers", [{ SingerId: 16, FirstName: "Scarlet", LastName: "Terry" }]
    end

    # Second mutation group
    b.mutation_group do |mg|
      mg.upsert "Singers", [
        { SingerId: 17, FirstName: "Marc" },
        { SingerId: 18, FirstName: "Catalina", LastName: "Smith" }
      ]
      mg.upsert "Albums", [
        { SingerId: 17, AlbumId: 1, AlbumTitle: "Total Junk" },
        { SingerId: 18, AlbumId: 2, AlbumTitle: "Go, Go, Go" }
      ]
    end
  end

  results.each do |response|
    if response.ok?
      puts "Mutation group indexes applied: #{response.indexes}"
    else
      puts "Mutation group failed to apply: #{response.indexes}"
      puts "Error: #{response.status.message}"
    end
  end
end

Langkah berikutnya

• Pelajari lebih lanjut transaksi Spanner.