Gửi sự kiện

{
  "operatingAccount": {
    "accountType": "GOOGLE_ADS",
    "accountId": "OPERATING_ACCOUNT_ID"
  },
  "loginAccount": {
    "accountType": "GOOGLE_ADS",
    "accountId": "LOGIN_ACCOUNT_ID"
  },
  "productDestinationId": "CONVERSION_ACTION_ID"
}

{
  "operatingAccount": {
    "accountType": "GOOGLE_ADS",
    "accountId": "OPERATING_ACCOUNT_ID"
  },
  "loginAccount": {
    "accountType": "DATA_PARTNER",
    "accountId": "DATA_PARTNER_ACCOUNT_ID"
  },
  "linkedAccount": {
    "accountType": "GOOGLE_ADS",
    "accountId": "LINKED_ACCOUNT_ID"
  },
  "productDestinationId": "CONVERSION_ACTION_ID"
}

// Copyright 2025 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 System.Text.Json;
using CommandLine;
using Google.Ads.DataManager.Util;
using Google.Ads.DataManager.V1;
using Google.Protobuf.WellKnownTypes;
using static Google.Ads.DataManager.V1.ProductAccount.Types;

namespace Google.Ads.DataManager.Samples
{
    // <summary>
    // Sends an <see cref="IngestEventsRequest" /> without using encryption.
    //
    // Event data is read from a data file. See the <c>events_1.json</c> file in the
    // <c>sampledata</c> directory for an example.
    // </summary>
    public class IngestEvents
    {
        private static readonly int MaxEventsPerRequest = 2_000;

        [Verb("ingest-events", HelpText = "Sends an IngestEventsRequest without using encryption.")]
        public class Options
        {
            [Option(
                "operatingAccountType",
                Required = true,
                HelpText = "Account type of the operating account"
            )]
            public AccountType OperatingAccountType { get; set; }

            [Option(
                "operatingAccountId",
                Required = true,
                HelpText = "ID of the operating account"
            )]
            public string OperatingAccountId { get; set; } = null!;

            [Option(
                "loginAccountType",
                Required = false,
                HelpText = "Account type of the login account"
            )]
            public AccountType? LoginAccountType { get; set; }

            [Option("loginAccountId", Required = false, HelpText = "ID of the login account")]
            public string? LoginAccountId { get; set; }

            [Option(
                "linkedAccountProduct",
                Required = false,
                HelpText = "Account type of the linked account"
            )]
            public AccountType? LinkedAccountType { get; set; }

            [Option("linkedAccountId", Required = false, HelpText = "ID of the linked account")]
            public string? LinkedAccountId { get; set; }

            [Option(
                "conversionActionId",
                Required = true,
                HelpText = "ID of the conversion action"
            )]
            public string ConversionActionId { get; set; } = null!;

            [Option(
                "jsonFile",
                Required = true,
                HelpText = "JSON file containing user data to ingest"
            )]
            public string JsonFile { get; set; } = null!;

            [Option(
                "validateOnly",
                Default = true,
                HelpText = "Whether to enable validateOnly on the request"
            )]
            public bool ValidateOnly { get; set; }
        }

        public void Run(Options options)
        {
            RunExample(
                options.OperatingAccountType,
                options.OperatingAccountId,
                options.LoginAccountType,
                options.LoginAccountId,
                options.LinkedAccountType,
                options.LinkedAccountId,
                options.ConversionActionId,
                options.JsonFile,
                options.ValidateOnly
            );
        }

        private void RunExample(
            AccountType operatingAccountType,
            string operatingAccountId,
            AccountType? loginAccountType,
            string? loginAccountId,
            AccountType? linkedAccountType,
            string? linkedAccountId,
            string conversionActionId,
            string jsonFile,
            bool validateOnly
        )
        {
            if (loginAccountId == null ^ loginAccountType == null)
            {
                throw new ArgumentException(
                    "Must specify either both or neither of login account ID and login account "
                        + "type"
                );
            }
            if (linkedAccountId == null ^ linkedAccountType == null)
            {
                throw new ArgumentException(
                    "Must specify either both or neither of linked account ID and linked account "
                        + "type"
                );
            }

            // Reads member data from the data file.
            List<EventRecord> eventRecords = ReadEventData(jsonFile);
            // Gets an instance of the UserDataFormatter for normalizing and formatting the data.
            UserDataFormatter userDataFormatter = new UserDataFormatter();

            // Builds the events collection for the request.
            var events = new List<Event>();
            foreach (var eventRecord in eventRecords)
            {
                var eventBuilder = new Event();

                try
                {
                    eventBuilder.EventTimestamp = Timestamp.FromDateTime(
                        DateTime.Parse(eventRecord.Timestamp ?? "").ToUniversalTime()
                    );
                }
                catch (FormatException)
                {
                    Console.WriteLine(
                        $"Skipping event with invalid timestamp: {eventRecord.Timestamp}"
                    );
                    continue;
                }

                if (string.IsNullOrEmpty(eventRecord.TransactionId))
                {
                    Console.WriteLine("Skipping event with no transaction ID");
                    continue;
                }
                eventBuilder.TransactionId = eventRecord.TransactionId;

                if (!string.IsNullOrEmpty(eventRecord.EventSource))
                {
                    if (
                        System.Enum.TryParse(
                            eventRecord.EventSource,
                            true,
                            out EventSource eventSource
                        )
                    )
                    {
                        eventBuilder.EventSource = eventSource;
                    }
                    else
                    {
                        Console.WriteLine(
                            $"Skipping event with invalid event source: {eventRecord.EventSource}"
                        );
                        continue;
                    }
                }

                if (!string.IsNullOrEmpty(eventRecord.Gclid))
                {
                    eventBuilder.AdIdentifiers = new AdIdentifiers { Gclid = eventRecord.Gclid };
                }

                if (!string.IsNullOrEmpty(eventRecord.Currency))
                {
                    eventBuilder.Currency = eventRecord.Currency;
                }

                if (eventRecord.Value.HasValue)
                {
                    eventBuilder.ConversionValue = eventRecord.Value.Value;
                }

                var userDataBuilder = new UserData();

                // Adds a UserIdentifier for each valid email address for the eventRecord.
                if (eventRecord.Emails != null)
                {
                    foreach (var email in eventRecord.Emails)
                    {
                        try
                        {
                            string preparedEmail = userDataFormatter.ProcessEmailAddress(
                                email,
                                UserDataFormatter.Encoding.Hex
                            );
                            // Adds an email address identifier with the encoded email hash.
                            userDataBuilder.UserIdentifiers.Add(
                                new UserIdentifier { EmailAddress = preparedEmail }
                            );
                        }
                        catch (ArgumentException)
                        {
                            // Skips invalid input.
                            continue;
                        }
                    }
                }

                // Adds a UserIdentifier for each valid phone number for the eventRecord.
                if (eventRecord.PhoneNumbers != null)
                {
                    foreach (var phoneNumber in eventRecord.PhoneNumbers)
                    {
                        try
                        {
                            string preparedPhoneNumber = userDataFormatter.ProcessPhoneNumber(
                                phoneNumber,
                                UserDataFormatter.Encoding.Hex
                            );
                            // Adds a phone number identifier with the encoded phone hash.
                            userDataBuilder.UserIdentifiers.Add(
                                new UserIdentifier { PhoneNumber = preparedPhoneNumber }
                            );
                        }
                        catch (ArgumentException)
                        {
                            // Skips invalid input.
                            continue;
                        }
                    }
                }

                if (userDataBuilder.UserIdentifiers.Any())
                {
                    eventBuilder.UserData = userDataBuilder;
                }
                events.Add(eventBuilder);
            }

            // Builds the Destination for the request.
            var destinationBuilder = new Destination
            {
                OperatingAccount = new ProductAccount
                {
                    AccountType = operatingAccountType,
                    AccountId = operatingAccountId,
                },
                ProductDestinationId = conversionActionId,
            };

            if (loginAccountType.HasValue && loginAccountId != null)
            {
                destinationBuilder.LoginAccount = new ProductAccount
                {
                    AccountType = loginAccountType.Value,
                    AccountId = loginAccountId,
                };
            }

            if (linkedAccountType.HasValue && linkedAccountId != null)
            {
                destinationBuilder.LinkedAccount = new ProductAccount
                {
                    AccountType = linkedAccountType.Value,
                    AccountId = linkedAccountId,
                };
            }

            IngestionServiceClient ingestionServiceClient = IngestionServiceClient.Create();

            int requestCount = 0;

            // Batches requests to send up to the maximum number of events per request.
            for (var i = 0; i < events.Count; i += MaxEventsPerRequest)
            {
                IEnumerable<Event> batch = events.Skip(i).Take(MaxEventsPerRequest);
                requestCount++;
                var request = new IngestEventsRequest
                {
                    Destinations = { destinationBuilder },
                    // Adds events from the current batch.
                    Events = { batch },
                    Consent = new Consent
                    {
                        AdPersonalization = ConsentStatus.ConsentGranted,
                        AdUserData = ConsentStatus.ConsentGranted,
                    },
                    // Sets validate_only. If true, then the Data Manager API only validates the
                    // request but doesn't apply changes.
                    ValidateOnly = validateOnly,
                    Encoding = V1.Encoding.Hex,
                };

                // Sends the data to the Data Manager API.
                IngestEventsResponse response = ingestionServiceClient.IngestEvents(request);
                Console.WriteLine($"Response for request #{requestCount}:\n{response}");

                if (response.FieldWarnings.Any())
                {
                    Console.WriteLine(
                        "Request ingested successfully, but field warnings were returned. "
                            + "Review warning details and update your implementation as needed."
                    );
                }
            }
            Console.WriteLine($"# of requests sent: {requestCount}");
        }

        private class EventRecord
        {
            public List<string>? Emails { get; set; }
            public List<string>? PhoneNumbers { get; set; }
            public string? Timestamp { get; set; }
            public string? TransactionId { get; set; }
            public string? EventSource { get; set; }
            public double? Value { get; set; }
            public string? Currency { get; set; }
            public string? Gclid { get; set; }
        }

        private List<EventRecord> ReadEventData(string jsonFile)
        {
            string jsonString = File.ReadAllText(jsonFile);
            var options = new JsonSerializerOptions { PropertyNameCaseInsensitive = true };
            return JsonSerializer.Deserialize<List<EventRecord>>(jsonString, options)
                ?? new List<EventRecord>();
        }
    }
}
IngestEvents.cs

// Copyright 2025 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.

package com.google.ads.datamanager.samples;

import com.beust.jcommander.Parameter;
import com.google.ads.datamanager.samples.common.BaseParamsConfig;
import com.google.ads.datamanager.util.UserDataFormatter;
import com.google.ads.datamanager.util.UserDataFormatter.Encoding;
import com.google.ads.datamanager.v1.AdIdentifiers;
import com.google.ads.datamanager.v1.Consent;
import com.google.ads.datamanager.v1.ConsentStatus;
import com.google.ads.datamanager.v1.Destination;
import com.google.ads.datamanager.v1.Event;
import com.google.ads.datamanager.v1.EventSource;
import com.google.ads.datamanager.v1.IngestEventsRequest;
import com.google.ads.datamanager.v1.IngestEventsResponse;
import com.google.ads.datamanager.v1.IngestionServiceClient;
import com.google.ads.datamanager.v1.ProductAccount;
import com.google.ads.datamanager.v1.ProductAccount.AccountType;
import com.google.ads.datamanager.v1.UserData;
import com.google.ads.datamanager.v1.UserIdentifier;
import com.google.common.base.Strings;
import com.google.common.collect.Lists;
import com.google.common.reflect.TypeToken;
import com.google.gson.GsonBuilder;
import com.google.protobuf.util.Timestamps;
import java.io.BufferedReader;
import java.io.IOException;
import java.lang.reflect.Type;
import java.nio.charset.StandardCharsets;
import java.nio.file.Files;
import java.nio.file.Paths;
import java.text.ParseException;
import java.util.ArrayList;
import java.util.List;
import java.util.logging.Logger;

/**
 * Sends an {@link IngestEventsRequest} without using encryption.
 *
 * <p>Event data is read from a data file. See the {@code events_1.json} file in the {@code
 * resources/sampledata} directory for a sample file.
 */
public class IngestEvents {
  private static final Logger LOGGER = Logger.getLogger(IngestEvents.class.getName());

  /** The maximum number of events allowed per request. */
  private static final int MAX_EVENTS_PER_REQUEST = 2_000;

  private static final class ParamsConfig extends BaseParamsConfig<ParamsConfig> {

    @Parameter(
        names = "--operatingAccountType",
        required = true,
        description = "Account type of the operating account")
    AccountType operatingAccountType;

    @Parameter(
        names = "--operatingAccountId",
        required = true,
        description = "ID of the operating account")
    String operatingAccountId;

    @Parameter(
        names = "--loginAccountType",
        required = false,
        description = "Account type of the login account")
    AccountType loginAccountType;

    @Parameter(
        names = "--loginAccountId",
        required = false,
        description = "ID of the login account")
    String loginAccountId;

    @Parameter(
        names = "--linkedAccountType",
        required = false,
        description = "Account type of the linked account")
    AccountType linkedAccountType;

    @Parameter(
        names = "--linkedAccountId",
        required = false,
        description = "ID of the linked account")
    String linkedAccountId;

    @Parameter(
        names = "--conversionActionId",
        required = true,
        description = "ID of the conversion action")
    String conversionActionId;

    @Parameter(
        names = "--jsonFile",
        required = true,
        description = "JSON file containing user data to ingest")
    String jsonFile;

    @Parameter(
        names = "--validateOnly",
        required = false,
        arity = 1,
        description = "Whether to enable validateOnly on the request")
    boolean validateOnly = true;
  }

  public static void main(String[] args) throws IOException {
    ParamsConfig paramsConfig = new ParamsConfig().parseOrExit(args);
    if ((paramsConfig.loginAccountId == null) != (paramsConfig.loginAccountType == null)) {
      throw new IllegalArgumentException(
          "Must specify either both or neither of login account ID and login account type");
    }
    if ((paramsConfig.linkedAccountId == null) != (paramsConfig.linkedAccountType == null)) {
      throw new IllegalArgumentException(
          "Must specify either both or neither of linked account ID and linked account type");
    }
    new IngestEvents().runExample(paramsConfig);
  }

  /**
   * Runs the example. This sample assumes that the login and operating account are the same.
   *
   * @param params the parameters for the example
   */
  private void runExample(ParamsConfig params) throws IOException {
    // Reads event data from the JSON file.
    List<EventRecord> eventRecords = readEventData(params.jsonFile);

    // Gets an instance of the UserDataFormatter for normalizing and formatting the data.
    UserDataFormatter userDataFormatter = UserDataFormatter.create();

    // Builds the events collection for the request.
    List<Event> events = new ArrayList<>();
    for (EventRecord eventRecord : eventRecords) {
      Event.Builder eventBuilder = Event.newBuilder();
      try {
        eventBuilder.setEventTimestamp(Timestamps.parse(eventRecord.timestamp));
      } catch (ParseException pe) {
        LOGGER.warning(
            () ->
                String.format("Skipping event with invalid timestamp: %s", eventRecord.timestamp));
        continue;
      }

      if (Strings.isNullOrEmpty(eventRecord.transactionId)) {
        LOGGER.warning("Skipping event with no transaction ID");
        continue;
      }
      eventBuilder.setTransactionId(eventRecord.transactionId);
      if (!Strings.isNullOrEmpty(eventRecord.eventSource)) {
        try {
          eventBuilder.setEventSource(EventSource.valueOf(eventRecord.eventSource));
        } catch (IllegalArgumentException iae) {
          LOGGER.warning("Skipping event with invalid event source: " + eventRecord.eventSource);
          continue;
        }
      }

      if (!Strings.isNullOrEmpty(eventRecord.gclid)) {
        eventBuilder.setAdIdentifiers(AdIdentifiers.newBuilder().setGclid(eventRecord.gclid));
      }

      if (!Strings.isNullOrEmpty(eventRecord.currency)) {
        eventBuilder.setCurrency(eventRecord.currency);
      }

      if (eventRecord.value != null) {
        eventBuilder.setConversionValue(eventRecord.value);
      }

      UserData.Builder userDataBuilder = UserData.newBuilder();

      // Adds a UserIdentifier for each valid email address for the eventRecord.
      if (eventRecord.emails != null) {
        for (String email : eventRecord.emails) {
          String preparedEmail;
          try {
            preparedEmail = userDataFormatter.processEmailAddress(email, Encoding.HEX);
          } catch (IllegalArgumentException iae) {
            // Skips invalid input.
            continue;
          }
          // Sets the email address identifier to the encoded email hash.
          userDataBuilder.addUserIdentifiers(
              UserIdentifier.newBuilder().setEmailAddress(preparedEmail));
        }
      }

      // Adds a UserIdentifier for each valid phone number for the eventRecord.
      if (eventRecord.phoneNumbers != null) {
        for (String phoneNumber : eventRecord.phoneNumbers) {
          String preparedPhoneNumber;
          try {
            preparedPhoneNumber = userDataFormatter.processPhoneNumber(phoneNumber, Encoding.HEX);
          } catch (IllegalArgumentException iae) {
            // Skips invalid input.
            continue;
          }
          // Sets the phone number identifier to the encoded phone number hash.
          userDataBuilder.addUserIdentifiers(
              UserIdentifier.newBuilder().setPhoneNumber(preparedPhoneNumber));
        }
      }

      if (userDataBuilder.getUserIdentifiersCount() > 0) {
        eventBuilder.setUserData(userDataBuilder);
      }
      events.add(eventBuilder.build());
    }

    // Builds the Destination for the request.
    Destination.Builder destinationBuilder =
        Destination.newBuilder()
            .setOperatingAccount(
                ProductAccount.newBuilder()
                    .setAccountType(params.operatingAccountType)
                    .setAccountId(params.operatingAccountId))
            .setProductDestinationId(params.conversionActionId);
    if (params.loginAccountType != null && params.loginAccountId != null) {
      destinationBuilder.setLoginAccount(
          ProductAccount.newBuilder()
              .setAccountType(params.loginAccountType)
              .setAccountId(params.loginAccountId));
    }
    if (params.linkedAccountType != null && params.linkedAccountId != null) {
      destinationBuilder.setLinkedAccount(
          ProductAccount.newBuilder()
              .setAccountType(params.linkedAccountType)
              .setAccountId(params.linkedAccountId));
    }

    try (IngestionServiceClient ingestionServiceClient = IngestionServiceClient.create()) {
      int requestCount = 0;
      // Batches requests to send up to the maximum number of events per request.
      for (List<Event> eventsBatch : Lists.partition(events, MAX_EVENTS_PER_REQUEST)) {
        requestCount++;
        // Builds the request.
        IngestEventsRequest request =
            IngestEventsRequest.newBuilder()
                .addDestinations(destinationBuilder)
                // Adds events from the current batch.
                .addAllEvents(eventsBatch)
                .setConsent(
                    Consent.newBuilder()
                        .setAdPersonalization(ConsentStatus.CONSENT_GRANTED)
                        .setAdUserData(ConsentStatus.CONSENT_GRANTED))
                // Sets validate_only. If true, then the Data Manager API only validates the request
                // but doesn't apply changes.
                .setValidateOnly(params.validateOnly)
                // Sets encoding to match the encoding used.
                .setEncoding(com.google.ads.datamanager.v1.Encoding.HEX)
                .build();

        LOGGER.info(() -> String.format("Request:%n%s", request));
        IngestEventsResponse response = ingestionServiceClient.ingestEvents(request);
        LOGGER.info(String.format("Response for request #:%n%s", requestCount, response));
      }

      LOGGER.info("# of requests sent: " + requestCount);
    }
  }

  /** Data object for a single row of input data. */
  @SuppressWarnings("unused")
  private static class EventRecord {
    private List<String> emails;
    private List<String> phoneNumbers;
    private String timestamp;
    private String transactionId;
    private String eventSource;
    private Double value;
    private String currency;
    private String gclid;
  }

  /** Reads the data file and parses each line into a {@link EventRecord} object. */
  private List<EventRecord> readEventData(String jsonFile) throws IOException {
    try (BufferedReader jsonReader =
        Files.newBufferedReader(Paths.get(jsonFile), StandardCharsets.UTF_8)) {
      // Define the type for Gson to deserialize into (List of EventRecord objects)
      Type recordListType = new TypeToken<ArrayList<EventRecord>>() {}.getType();

      // Parse the JSON string from the file into a List of EventRecord objects
      return new GsonBuilder().create().fromJson(jsonReader, recordListType);
    }
  }
}
IngestEvents.java

#!/usr/bin/env node
// Copyright 2025 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
//
//     https://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.

'use strict';

import {IngestionServiceClient} from '@google-ads/datamanager';
import {protos} from '@google-ads/datamanager';
const {
  Event: DataManagerEvent,
  Destination,
  Encoding: DataManagerEncoding,
  EventSource,
  Consent,
  ConsentStatus,
  IngestEventsRequest,
  ProductAccount,
  UserData,
  UserIdentifier,
} = protos.google.ads.datamanager.v1;
import {UserDataFormatter, Encoding} from '@google-ads/datamanager-util';
import * as fs from 'fs';
import * as yargs from 'yargs';

const MAX_EVENTS_PER_REQUEST = 10000;

interface Arguments {
  operating_account_type: string;
  operating_account_id: string;
  conversion_action_id: string;
  json_file: string;
  validate_only: boolean;
  login_account_type?: string;
  login_account_id?: string;
  linked_account_type?: string;
  linked_account_id?: string;
  [x: string]: unknown;
}

interface EventRow {
  timestamp: string;
  transactionId: string;
  eventSource?: string;
  gclid?: string;
  currency?: string;
  value?: number;
  emails?: string[];
  phoneNumbers?: string[];
}

/**
 * The main function for the IngestEvents sample.
 */
async function main() {
  const argv: Arguments = yargs
    .option('operating_account_type', {
      describe: 'The account type of the operating account.',
      type: 'string',
      required: true,
    })
    .option('operating_account_id', {
      describe: 'The ID of the operating account.',
      type: 'string',
      required: true,
    })
    .option('conversion_action_id', {
      describe: 'The ID of the conversion action.',
      type: 'string',
      required: true,
    })
    .option('json_file', {
      describe: 'JSON file containing user data to ingest.',
      type: 'string',
      required: true,
    })
    .option('validate_only', {
      describe: 'Whether to enable validate_only on the request.',
      type: 'boolean',
      default: true,
    })
    .option('login_account_type', {
      describe: 'The account type of the login account.',
      type: 'string',
    })
    .option('login_account_id', {
      describe: 'The ID of the login account.',
      type: 'string',
    })
    .option('linked_account_type', {
      describe: 'The account type of the linked account.',
      type: 'string',
    })
    .option('linked_account_id', {
      describe: 'The ID of the linked account.',
      type: 'string',
    })
    .option('config', {
      describe: 'Path to a JSON file with arguments.',
      type: 'string',
    })
    .config('config')
    .check((args: Arguments) => {
      if (
        (args.login_account_type && !args.login_account_id) ||
        (!args.login_account_type && args.login_account_id)
      ) {
        throw new Error(
          'Must specify either both or neither of login account type ' +
            'and login account ID',
        );
      }
      if (
        (args.linked_account_type && !args.linked_account_id) ||
        (!args.linked_account_type && args.linked_account_id)
      ) {
        throw new Error(
          'Must specify either both or neither of linked account type ' +
            'and linked account ID',
        );
      }
      return true;
    })
    .parseSync();

  // Reads event data from the JSON file.
  const eventRows: EventRow[] = readEventDataFile(argv.json_file);

  // Builds the events collection for the request.
  const events = [];
  const formatter = new UserDataFormatter();
  for (const eventRow of eventRows) {
    const event = DataManagerEvent.create();
    try {
      const date = new Date(eventRow.timestamp);
      event.eventTimestamp = {
        seconds: Math.floor(date.getTime() / 1000),
        nanos: (date.getTime() % 1000) * 1e6,
      };
    } catch (e) {
      console.warn(
        `Invalid timestamp format: ${eventRow.timestamp}. Skipping row.`,
      );
      continue;
    }

    if (!eventRow.transactionId) {
      console.warn('Skipping event with no transaction ID');
      continue;
    }
    event.transactionId = eventRow.transactionId;

    if (eventRow.eventSource) {
      const eventSourceEnumValue: number | undefined =
        EventSource[eventRow.eventSource as keyof typeof EventSource];
      if (eventSourceEnumValue === undefined) {
        console.warn(
          `Skipping event with invalid event_source: ${eventRow.eventSource}`,
        );
        continue;
      }
      event.eventSource = eventSourceEnumValue;
    }

    if (eventRow.gclid) {
      event.adIdentifiers = {gclid: eventRow.gclid};
    }

    if (eventRow.currency) {
      event.currency = eventRow.currency;
    }

    if (eventRow.value) {
      event.conversionValue = eventRow.value;
    }

    const userData = UserData.create();
    // Adds a UserIdentifier for each valid email address for the eventRecord.
    if (eventRow.emails) {
      for (const email of eventRow.emails) {
        try {
          const processedEmail = formatter.processEmailAddress(
            email,
            Encoding.HEX,
          );
          userData.userIdentifiers.push(
            UserIdentifier.create({emailAddress: processedEmail}),
          );
        } catch (e) {
          console.warn(`Invalid email address: ${email}. Skipping.`);
        }
      }
    }

    // Adds a UserIdentifier for each valid phone number for the eventRecord.
    if (eventRow.phoneNumbers) {
      for (const phoneNumber of eventRow.phoneNumbers) {
        try {
          const processedPhone = formatter.processPhoneNumber(
            phoneNumber,
            Encoding.HEX,
          );
          userData.userIdentifiers.push(
            UserIdentifier.create({phoneNumber: processedPhone}),
          );
        } catch (e) {
          console.warn(`Invalid phone: ${phoneNumber}. Skipping.`);
        }
      }
    }

    if (userData.userIdentifiers.length > 0) {
      event.userData = userData;
    }

    events.push(event);
  }

  // Sets up the Destination.
  const operatingAccountType = convertToAccountType(
    argv.operating_account_type,
    'operating_account_type',
  );

  const destination = Destination.create({
    operatingAccount: ProductAccount.create({
      accountType: operatingAccountType,
      accountId: argv.operating_account_id,
    }),
    productDestinationId: argv.conversion_action_id,
  });

  // The login account is optional.
  if (argv.login_account_type) {
    const loginAccountType = convertToAccountType(
      argv.login_account_type,
      'login_account_type',
    );
    destination.loginAccount = ProductAccount.create({
      accountType: loginAccountType,
      accountId: argv.login_account_id,
    });
  }

  // The linked account is optional.
  if (argv.linked_account_type) {
    const linkedAccountType = convertToAccountType(
      argv.linked_account_type,
      'linked_account_type',
    );
    destination.linkedAccount = ProductAccount.create({
      accountType: linkedAccountType,
      accountId: argv.linked_account_id,
    });
  }

  const client = new IngestionServiceClient();

  let requestCount = 0;
  // Batches requests to send up to the maximum number of events per request.
  for (let i = 0; i < events.length; i += MAX_EVENTS_PER_REQUEST) {
    requestCount++;
    const eventsBatch = events.slice(i, i + MAX_EVENTS_PER_REQUEST);

    // Builds the request.
    const request = IngestEventsRequest.create({
      destinations: [destination],
      // Adds events from the current batch.
      events: eventsBatch,
      consent: Consent.create({
        adUserData: ConsentStatus.CONSENT_GRANTED,
        adPersonalization: ConsentStatus.CONSENT_GRANTED,
      }),
      // Sets encoding to match the encoding used.
      encoding: DataManagerEncoding.HEX,
      // Sets validate_only. If true, then the Data Manager API only validates the request
      validateOnly: argv.validate_only,
    });

    const [response] = await client.ingestEvents(request);
    console.log(`Response for request #${requestCount}:\n`, response);

    if (response.fieldWarnings && response.fieldWarnings.length > 0) {
      console.warn(
        'Request ingested successfully, but field warnings were returned. ' +
          'Review warning details and update your implementation as needed.',
      );
    }
  }
  console.log(`# of requests sent: ${requestCount}`);
}

/**
 * Reads the event data from the given JSON file.
 * @param {string} jsonFile The path to the JSON file.
 * @return {EventRow[]} An array of event data.
 */
function readEventDataFile(jsonFile: string): EventRow[] {
  const fileContent = fs.readFileSync(jsonFile, 'utf8');
  return JSON.parse(fileContent);
}

/**
 * Validates that a given string is an enum value for the AccountType enum, and
 * if validation passes, returns the AccountType enum value.
 * @param proposedValue the name of an AccountType enum value
 * @param paramName the name of the parameter to use in the error message if validation fails
 * @returns {protos.google.ads.datamanager.v1.ProductAccount.AccountType} The corresponding enum value.
 * @throws {Error} If the string is not an AccountType enum value.
 */
function convertToAccountType(
  proposedValue: string,
  paramName: string,
): protos.google.ads.datamanager.v1.ProductAccount.AccountType {
  const AccountType = ProductAccount.AccountType;
  const accountTypeEnumNames = Object.keys(AccountType).filter(key =>
    isNaN(Number(key)),
  );
  if (!accountTypeEnumNames.includes(proposedValue)) {
    throw new Error(`Invalid ${paramName}: ${proposedValue}`);
  }
  return AccountType[proposedValue as keyof typeof AccountType];
}

if (require.main === module) {
  main().catch(console.error);
}
ingest_events.ts

<?php
// Copyright 2025 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
//
//     https://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.

/**
 * Sample of sending an IngestEventsRequest without encryption.
 */

require_once dirname(__DIR__, 1) . '/vendor/autoload.php';

use Google\Ads\DataManager\V1\AdIdentifiers;
use Google\Ads\DataManager\V1\Client\IngestionServiceClient;
use Google\Ads\DataManager\V1\Consent;
use Google\Ads\DataManager\V1\ConsentStatus;
use Google\Ads\DataManager\V1\Destination;
use Google\Ads\DataManager\V1\Encoding as DataManagerEncoding;
use Google\Ads\DataManager\V1\Event;
use Google\Ads\DataManager\V1\EventSource;
use Google\Ads\DataManager\V1\IngestEventsRequest;
use Google\Ads\DataManager\V1\ProductAccount;
use Google\Ads\DataManager\V1\ProductAccount\AccountType;
use Google\Ads\DataManager\V1\UserData;
use Google\Ads\DataManager\V1\UserIdentifier;
use Google\Ads\DataManagerUtil\Encoding;
use Google\Ads\DataManagerUtil\Formatter;
use Google\ApiCore\ApiException;
use Google\Protobuf\Timestamp;

// The maximum number of events allowed per request.
const MAX_EVENTS_PER_REQUEST = 2000;

/**
 * Reads the JSON-formatted event data file.
 *
 * @param string $jsonFile The event data file.
 * @return array A list of associative arrays, each representing an event.
 */
function readEventDataFile(string $jsonFile): array
{
    $jsonContent = file_get_contents($jsonFile);
    if ($jsonContent === false) {
        throw new \RuntimeException(sprintf('Could not read JSON file: %s', $jsonFile));
    }
    $events = json_decode($jsonContent, true);
    if (json_last_error() !== JSON_ERROR_NONE) {
        throw new \RuntimeException(sprintf('Invalid JSON in file: %s', $jsonFile));
    }
    return $events;
}

/**
 * Runs the sample.
 *
 * @param int $operatingAccountType The account type of the operating account.
 * @param string $operatingAccountId The ID of the operating account.
 * @param string $conversionActionId The ID of the conversion action.
 * @param string $jsonFile The JSON file containing event data.
 * @param bool $validateOnly Whether to enable validateOnly on the request.
 * @param int|null $loginAccountType The account type of the login account.
 * @param string|null $loginAccountId The ID of the login account.
 * @param int|null $linkedAccountType The account type of the linked account.
 * @param string|null $linkedAccountId The ID of the linked account.
 */
function main(
    int $operatingAccountType,
    string $operatingAccountId,
    string $conversionActionId,
    string $jsonFile,
    bool $validateOnly,
    ?int $loginAccountType = null,
    ?string $loginAccountId = null,
    ?int $linkedAccountType = null,
    ?string $linkedAccountId = null
): void {
    // Reads event data from the data file.
    $eventRecords = readEventDataFile($jsonFile);

    // Gets an instance of the UserDataFormatter for normalizing and formatting the data.
    $formatter = new Formatter();

    // Builds the events collection for the request.
    $events = [];
    foreach ($eventRecords as $eventRecord) {
        $event = new Event();

        if (empty($eventRecord['timestamp'])) {
            error_log('Skipping event with no timestamp.');
            continue;
        }
        try {
            $dateTime = new DateTime($eventRecord['timestamp']);
            $timestamp = new Timestamp();
            $timestamp->fromDateTime($dateTime);
            $event->setEventTimestamp($timestamp);
        } catch (\Exception $e) {
            error_log(sprintf('Skipping event with invalid timestamp: %s', $eventRecord['timestamp']));
            continue;
        }

        if (empty($eventRecord['transactionId'])) {
            error_log('Skipping event with no transaction ID');
            continue;
        }
        $event->setTransactionId($eventRecord['transactionId']);

        if (!empty($eventRecord['eventSource'])) {
            try {
                $event->setEventSource(EventSource::value($eventRecord['eventSource']));
            } catch (\UnexpectedValueException $e) {
                error_log('Skipping event with invalid event source: ' . $eventRecord['eventSource']);
                continue;
            }
        }

        if (!empty($eventRecord['gclid'])) {
            $event->setAdIdentifiers((new AdIdentifiers())->setGclid($eventRecord['gclid']));
        }

        if (!empty($eventRecord['currency'])) {
            $event->setCurrency($eventRecord['currency']);
        }

        if (isset($eventRecord['value'])) {
            $event->setConversionValue($eventRecord['value']);
        }

        $userData = new UserData();
        $identifiers = [];

        if (!empty($eventRecord['emails'])) {
            foreach ($eventRecord['emails'] as $email) {
                try {
                    $preparedEmail = $formatter->processEmailAddress($email, Encoding::Hex);
                    $identifiers[] = (new UserIdentifier())->setEmailAddress($preparedEmail);
                } catch (\InvalidArgumentException $e) {
                    // Skips invalid input.
                    error_log(sprintf('Skipping invalid email: %s', $e->getMessage()));
                    continue;
                }
            }
        }

        if (!empty($eventRecord['phoneNumbers'])) {
            foreach ($eventRecord['phoneNumbers'] as $phoneNumber) {
                try {
                    $preparedPhoneNumber = $formatter->processPhoneNumber($phoneNumber, Encoding::Hex);
                    $identifiers[] = (new UserIdentifier())->setPhoneNumber($preparedPhoneNumber);
                } catch (\InvalidArgumentException $e) {
                    // Skips invalid input.
                    error_log(sprintf('Skipping invalid phone number: %s', $e->getMessage()));
                    continue;
                }
            }
        }

        if (!empty($identifiers)) {
            $userData->setUserIdentifiers($identifiers);
            $event->setUserData($userData);
        }
        $events[] = $event;
    }

    // Builds the destination for the request.
    $destination = (new Destination())
        ->setOperatingAccount((new ProductAccount())
            ->setAccountType($operatingAccountType)
            ->setAccountId($operatingAccountId))
        ->setProductDestinationId($conversionActionId);

    if ($loginAccountType !== null && $loginAccountId !== null) {
        $destination->setLoginAccount((new ProductAccount())
            ->setAccountType($loginAccountType)
            ->setAccountId($loginAccountId));
    }

    if ($linkedAccountType !== null && $linkedAccountId !== null) {
        $destination->setLinkedAccount((new ProductAccount())
            ->setAccountType($linkedAccountType)
            ->setAccountId($linkedAccountId));
    }

    $client = new IngestionServiceClient();
    try {
        $requestCount = 0;
        // Batches requests to send up to the maximum number of events per request.
        foreach (array_chunk($events, MAX_EVENTS_PER_REQUEST) as $eventsBatch) {
            $requestCount++;
            // Builds the request.
            $request = (new IngestEventsRequest())
                ->setDestinations([$destination])
                ->setEvents($eventsBatch)
                ->setConsent((new Consent())
                    ->setAdUserData(ConsentStatus::CONSENT_GRANTED)
                    ->setAdPersonalization(ConsentStatus::CONSENT_GRANTED)
                )
                ->setValidateOnly($validateOnly)
                ->setEncoding(DataManagerEncoding::HEX);

            echo "Request:\n" . json_encode(json_decode($request->serializeToJsonString()), JSON_PRETTY_PRINT) . "\n";
            $response = $client->ingestEvents($request);
            echo "Response for request #{$requestCount}:\n" . json_encode(json_decode($response->serializeToJsonString()), JSON_PRETTY_PRINT) . "\n";

            if (count($response->getFieldWarnings()) > 0) {
                echo 'Request ingested successfully, but field warnings were returned. '
                    . "Review warning details and update your implementation as needed.\n";
            }
        }
        echo "# of requests sent: {$requestCount}\n";
    } catch (ApiException $e) {
        echo 'Error sending request: ' . $e->getMessage() . "\n";
    } finally {
        $client->close();
    }
}

// Command-line argument parsing
$options = getopt(
    '',
    [
        'operating_account_type:',
        'operating_account_id:',
        'login_account_type::',
        'login_account_id::',
        'linked_account_type::',
        'linked_account_id::',
        'conversion_action_id:',
        'json_file:',
        'validate_only::'
    ]
);

$operatingAccountType = $options['operating_account_type'] ?? null;
$operatingAccountId = $options['operating_account_id'] ?? null;
$conversionActionId = $options['conversion_action_id'] ?? null;
$jsonFile = $options['json_file'] ?? null;

// Only validates requests by default.
$validateOnly = true;
if (array_key_exists('validate_only', $options)) {
    $value = $options['validate_only'];
    // `getopt` with `::` returns boolean `false` if the option is passed without a value.
    if ($value === false || !in_array($value, ['true', 'false'], true)) {
        echo "Error: --validate_only requires a value of 'true' or 'false'.\n";
        exit(1);
    }
    $validateOnly = ($value === 'true');
}

if (empty($operatingAccountType) || empty($operatingAccountId) || empty($conversionActionId) || empty($jsonFile)) {
    echo 'Usage: php ingest_events.php ' .
        '--operating_account_type=<account_type> ' .
        '--operating_account_id=<account_id> ' .
        '--conversion_action_id=<conversion_action_id> ' .
        "--json_file=<path_to_json>\n" .
        'Optional: --login_account_type=<account_type> --login_account_id=<account_id> ' .
        '--linked_account_type=<account_type> --linked_account_id=<account_id> ' .
        "--validate_only=<true|false>\n";
    exit(1);
}

// Converts the operating account type string to an AccountType enum.
$parsedOperatingAccountType = AccountType::value($operatingAccountType);

if (isset($options['login_account_type']) != isset($options['login_account_id'])) {
    throw new \InvalidArgumentException(
        'Must specify either both or neither of login account type and login account ID'
    );
}

$parsedLoginAccountType = null;
if (isset($options['login_account_type'])) {
    // Converts the login account type string to an AccountType enum.
    $parsedLoginAccountType = AccountType::value($options['login_account_type']);
}

if (isset($options['linked_account_type']) != isset($options['linked_account_id'])) {
    throw new \InvalidArgumentException(
        'Must specify either both or neither of linked account type and linked account ID'
    );
}

$parsedLinkedAccountType = null;
if (isset($options['linked_account_type'])) {
    // Converts the linked account type string to an AccountType enum.
    $parsedLinkedAccountType = AccountType::value($options['linked_account_type']);
}

main(
    $parsedOperatingAccountType,
    $operatingAccountId,
    $conversionActionId,
    $jsonFile,
    $validateOnly,
    $parsedLoginAccountType,
    $options['login_account_id'] ?? null,
    $parsedLinkedAccountType,
    $options['linked_account_id'] ?? null
);
ingest_events.php

#!/usr/bin/env python
# Copyright 2025 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
#
#     https://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.
"""Sample of sending an IngestEventsRequest without encryption."""

import argparse
import json
import logging
from typing import Any, Dict, List, Optional

from google.ads import datamanager_v1
from google.ads.datamanager_util import Formatter
from google.ads.datamanager_util.format import Encoding
from google.protobuf.timestamp_pb2 import Timestamp

_logger = logging.getLogger(__name__)

# The maximum number of events allowed per request.
_MAX_EVENTS_PER_REQUEST = 10_000


def main(
    operating_account_type: datamanager_v1.ProductAccount.AccountType,
    operating_account_id: str,
    conversion_action_id: str,
    json_file: str,
    validate_only: bool,
    login_account_type: Optional[
        datamanager_v1.ProductAccount.AccountType
    ] = None,
    login_account_id: Optional[str] = None,
    linked_account_type: Optional[
        datamanager_v1.ProductAccount.AccountType
    ] = None,
    linked_account_id: Optional[str] = None,
) -> None:
    """Runs the sample.
    Args:
     operating_account_type: the account type of the operating account.
     operating_account_id: the ID of the operating account.
     json_file: the JSON file containing event data.
     validate_only: whether to enable validate_only on the request.
     login_account_type: the account type of the login account.
     login_account_id: the ID of the login account.
     linked_account_type: the account type of the linked account.
     linked_account_id: the ID of the linked account.
    """

    # Gets an instance of the formatter.
    formatter: Formatter = Formatter()

    # Reads the input file.
    event_rows: List[Dict[str, Any]] = read_event_data_file(json_file)
    events: List[datamanager_v1.Event] = []
    for event_row in event_rows:
        event = datamanager_v1.Event()
        try:
            event_timestamp = Timestamp()
            event_timestamp.FromJsonString(str(event_row["timestamp"]))
            event.event_timestamp = event_timestamp
        except ValueError:
            _logger.warning(
                "Invalid timestamp format: %s. Skipping row.",
                event_row["timestamp"],
            )
            continue

        if "transactionId" not in event_row:
            _logger.warning("Skipping event with no transaction ID")
            continue
        event.transaction_id = event_row["transactionId"]

        if "eventSource" in event_row:
            event.event_source = event_row["eventSource"]

        if "gclid" in event_row:
            event.ad_identifiers = datamanager_v1.AdIdentifiers(
                gclid=event_row["gclid"]
            )

        if "currency" in event_row:
            event.currency = event_row["currency"]

        if "value" in event_row:
            event.conversion_value = event_row["value"]

        user_data = datamanager_v1.UserData()
        # Adds a UserIdentifier for each valid email address for the event row.
        if "emails" in event_row:
            for email in event_row["emails"]:
                try:
                    processed_email: str = formatter.process_email_address(
                        email, Encoding.HEX
                    )
                    user_data.user_identifiers.append(
                        datamanager_v1.UserIdentifier(
                            email_address=processed_email
                        )
                    )
                except ValueError:
                    # Skips invalid input.
                    _logger.warning(
                        "Invalid email address: %s. Skipping.",
                        event_row["email_address"],
                    )

        # Adds a UserIdentifier for each valid phone number for the event row.
        if "phoneNumbers" in event_row:
            for phone_number in event_row["phoneNumbers"]:
                try:
                    processed_phone: str = formatter.process_phone_number(
                        phone_number, Encoding.HEX
                    )
                    user_data.user_identifiers.append(
                        datamanager_v1.UserIdentifier(
                            phone_number=processed_phone
                        )
                    )
                except ValueError:
                    # Skips invalid input.
                    _logger.warning(
                        "Invalid phone: %s. Skipping.",
                        event_row["phone_number"],
                    )

        if user_data.user_identifiers:
            event.user_data = user_data

        # Adds the event to the list of events to send in the request.
        events.append(event)

    # Configures the destination.
    destination: datamanager_v1.Destination = datamanager_v1.Destination()
    destination.operating_account.account_type = operating_account_type
    destination.operating_account.account_id = operating_account_id
    destination.product_destination_id = str(conversion_action_id)
    if login_account_type or login_account_id:
        if bool(login_account_type) != bool(login_account_id):
            raise ValueError(
                "Must specify either both or neither of login "
                + "account type and login account ID"
            )
        destination.login_account.account_type = login_account_type
        destination.login_account.account_id = login_account_id
    if linked_account_type or linked_account_id:
        if bool(linked_account_type) != bool(linked_account_id):
            raise ValueError(
                "Must specify either both or neither of linked account "
                + "type and linked account ID"
            )
        destination.linked_account.account_type = linked_account_type
        destination.linked_account.account_id = linked_account_id

    # Creates a client for the ingestion service.
    client: datamanager_v1.IngestionServiceClient = (
        datamanager_v1.IngestionServiceClient()
    )

    # Batches requests to send up to the maximum number of events per
    # request.
    request_count = 0
    for i in range(0, len(events), _MAX_EVENTS_PER_REQUEST):
        request_count += 1
        events_batch = events[i : i + _MAX_EVENTS_PER_REQUEST]
        # Sends the request.
        request: datamanager_v1.IngestEventsRequest = (
            datamanager_v1.IngestEventsRequest(
                destinations=[destination],
                # Adds events from the current batch.
                events=events_batch,
                consent=datamanager_v1.Consent(
                    ad_user_data=datamanager_v1.ConsentStatus.CONSENT_GRANTED,
                    ad_personalization=datamanager_v1.ConsentStatus.CONSENT_GRANTED,
                ),
                # Sets encoding to match the encoding used.
                encoding=datamanager_v1.Encoding.HEX,
                # Sets validate_only. If true, then the Data Manager API only
                # validates the request but doesn't apply changes.
                validate_only=validate_only,
            )
        )

        # Sends the request.
        response: datamanager_v1.IngestEventsResponse = client.ingest_events(
            request=request
        )

        # Logs the response.
        _logger.info("Response for request #%d:\n%s", request_count, response)

        if response.field_warnings:
            _logger.warning(
                "Request ingested successfully, but field warnings were returned. "
                "Review warning details and update your implementation as needed."
            )

    _logger.info("# of requests sent: %d", request_count)


def read_event_data_file(json_file: str) -> List[Dict[str, Any]]:
    """Reads the JSON-formatted event data file.
    Args:
      json_file: the event data file.
    """
    with open(json_file, "r") as f:
        return json.load(f)


if __name__ == "__main__":
    # Configures logging.
    logging.basicConfig(level=logging.INFO)

    parser = argparse.ArgumentParser(
        description=("Sends events from a JSON file to a destination."),
        fromfile_prefix_chars="@",
    )
    # The following argument(s) should be provided to run the example.
    parser.add_argument(
        "--operating_account_type",
        type=str,
        required=True,
        help="The account type of the operating account.",
    )
    parser.add_argument(
        "--operating_account_id",
        type=str,
        required=True,
        help="The ID of the operating account.",
    )
    parser.add_argument(
        "--conversion_action_id",
        type=int,
        required=True,
        help="The ID of the conversion action",
    )
    parser.add_argument(
        "--login_account_type",
        type=str,
        required=False,
        help="The account type of the login account.",
    )
    parser.add_argument(
        "--login_account_id",
        type=str,
        required=False,
        help="The ID of the login account.",
    )
    parser.add_argument(
        "--linked_account_type",
        type=str,
        required=False,
        help="The account type of the linked account.",
    )
    parser.add_argument(
        "--linked_account_id",
        type=str,
        required=False,
        help="The ID of the linked account.",
    )
    parser.add_argument(
        "--json_file",
        type=str,
        required=True,
        help="JSON file containing user data to ingest.",
    )
    parser.add_argument(
        "--validate_only",
        choices=["true", "false"],
        default="true",
        help="""Whether to enable validate_only on the request. Must be
        'true' or 'false'. Defaults to 'true'.""",
    )
    args = parser.parse_args()

    main(
        args.operating_account_type,
        args.operating_account_id,
        args.conversion_action_id,
        args.json_file,
        args.validate_only == "true",
        args.login_account_type,
        args.login_account_id,
        args.linked_account_type,
        args.linked_account_id,
    )
ingest_events.py