Modifica datos con la escritura por lotes

En esta página, se describen las solicitudes de escritura por lotes de Spanner y cómo puedes usarlas para modificar tus datos de Spanner.

Puedes usar la escritura por lotes de Spanner para insertar, actualizar o borrar varias filas en tus tablas de Spanner. La escritura por lotes de Spanner admite escrituras de baja latencia sin una operación de lectura y devuelve respuestas a medida que se aplican las mutaciones en lotes. Para usar la escritura por lotes, debes agrupar las mutaciones relacionadas y todas las mutaciones de un grupo se confirman de forma atómica. Las mutaciones en los grupos se aplican en un orden no especificado y son independientes entre sí (no atómicas). Spanner no necesita esperar a que se apliquen todas las mutaciones antes de enviar una respuesta, lo que significa que la escritura por lotes permite fallas parciales. También puedes ejecutar varias escrituras por lotes a la vez. Para obtener más información, consulta Cómo usar la escritura por lotes.

Casos de uso

La escritura por lotes de Spanner es especialmente útil si deseas confirmar una gran cantidad de escrituras sin una operación de lectura, pero no necesitas una transacción atómica para todas tus mutaciones.

Si deseas procesar por lotes tus solicitudes de DML, usa DML por lotes para modificar tus datos de Spanner. Para obtener más información sobre las diferencias entre DML y mutaciones, consulta Comparación entre DML y mutaciones.

Para las solicitudes de mutación única, te recomendamos que uses una transacción de lectura y escritura de bloqueo.

Limitaciones

La escritura por lotes de Spanner tiene las siguientes limitaciones:

  • La escritura por lotes de Spanner no está disponible con la Google Cloud consola ni Google Cloud CLI. Solo está disponible con las APIs de REST y RPC, y las bibliotecas cliente de Spanner.

  • La protección de reproducción no es compatible con la escritura por lotes. Es posible que las mutaciones se apliquen más de una vez, y una mutación que se aplica más de una vez podría provocar un error. Por ejemplo, si se reproduce una mutación de inserción, es posible que se produzca un error de ya existe o, si usas claves generadas o basadas en marcas de tiempo de confirmación en la mutación, es posible que se agreguen filas adicionales a la tabla. Te recomendamos que estructures tus escrituras para que sean idempotentes y evites este problema.

  • No puedes revertir una solicitud de escritura por lotes completada. Puedes cancelar una solicitud de escritura por lotes en curso. Si cancelas una escritura por lotes en curso, se revierten las mutaciones en grupos incompletos. Las mutaciones en grupos completados se confirman en la base de datos.

  • El tamaño máximo para una solicitud de escritura por lotes es el mismo que el límite para una solicitud de confirmación. Para obtener más información, consulta Límites para crear, leer, actualizar y borrar datos.

Cómo usar la escritura por lotes

Para usar la escritura por lotes, debes tener el permiso spanner.databases.write en la base de datos que deseas modificar. Puedes escribir mutaciones por lotes de forma no atómica en una sola llamada con una llamada de solicitud de API de REST o RPC.

Debes agrupar los siguientes tipos de mutación cuando uses la escritura por lotes:

  • Insertar filas con el mismo prefijo de clave primaria en las tablas superiores y secundarias.
  • Insertar filas en tablas con una relación de clave externa entre las tablas.
  • Otros tipos de mutaciones relacionadas según el esquema de tu base de datos y la lógica de la aplicación.

También puedes escribir por lotes con las bibliotecas cliente de Spanner. En el siguiente ejemplo de código, se actualiza la tabla Singers con filas nuevas.

Bibliotecas cliente

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());
        }
      }
    }
  }
}

Nodo


// 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

¿Qué sigue?