# Google Cloud Translation (`seemuapps/google-cloud-translation`) Actor

Translate a list of texts into any target language using the Google Cloud Translation API. Bulk-translate scraped content, product descriptions, reviews, or support tickets at scale.

- **URL**: https://apify.com/seemuapps/google-cloud-translation.md
- **Developed by:** [Andrew](https://apify.com/seemuapps) (community)
- **Categories:** Developer tools, AI, Automation
- **Stats:** 2 total users, 1 monthly users, 0.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 characters translated (per 100)s

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Google Cloud Translation

Bulk-translate any list of text into 130+ languages using Google's Cloud Translation API — no glue code, no auth headaches, just paste, run, and export.

### What you get

- **One translation per input string** — order preserved, indexed for easy joins
- **Auto-detect source language** by default, or lock it in with an ISO 639-1 code
- **HTML-safe mode** that preserves tags and entities during translation
- **Smart batching** — up to 100 strings and 25,000 characters per API request, so 10,000 short rows go through in seconds
- **Per-row error tolerance** — a failed batch logs an error on each row in that batch and the run keeps going
- **Character-level metering** so you can see exactly what each row cost

### Use cases

- **Localise scraped product descriptions** for multi-region ecommerce stores
- **Translate support tickets and reviews** before piping them into sentiment analysis or LLM summarisation
- **Multilingual content pipelines** — push blog posts, FAQs, or marketing copy through one actor, get N language variants back
- **Ecommerce product translation** — bulk-localise titles, descriptions, and attribute values across catalogues
- **Translate scraped reviews/comments** from any platform (Trustpilot, Amazon, Google Maps, TikTok) into one working language for analysis

### How to use

1. Paste your strings into the **Texts** field — one per entry
2. Set **Target Language** (ISO 639-1 code, e.g. `es`, `fr`, `de`, `ja`, `zh-CN`)
3. Optionally set **Source Language** — leave empty to auto-detect per row
4. Choose **Format**: `text` (default) or `html` if your strings contain markup
5. Run the actor — results land in the **Dataset** tab, one row per input string

Full list of supported language codes: <https://cloud.google.com/translate/docs/languages>

### Output format

Each dataset record:

```json
{
  "index": 1,
  "originalText": "Hello, world",
  "translatedText": "Hola, mundo",
  "detectedSourceLanguage": "en",
  "targetLanguage": "es",
  "characterCount": 12,
  "status": "success",
  "error": null
}
````

- `index` is 1-based and matches the order of your input
- `detectedSourceLanguage` is populated when source was auto-detected; `null` if you passed an explicit `source`
- `characterCount` is the length of the original input string — used for pricing visibility
- On failure, `status` is `"error"`, `translatedText` is `null`, and `error` contains the reason — the run continues with the remaining rows

### Pricing & credits

This actor is **pay-per-event** — you only pay for what you translate.

- **Actor start** — a small flat fee per run
- **Characters translated** — billed in **100-character units, rounded up** per successfully translated row. A 12-character string costs 1 unit; a 250-character string costs 3 units.
- Failed rows are **not** charged.

See the actor's pricing tab in the Apify Console for current rates.

# Actor input Schema

## `texts` (type: `array`):

List of text strings to translate. Each entry is translated independently.

## `target` (type: `string`):

ISO 639-1 language code to translate into (e.g. 'es', 'fr', 'de', 'ja', 'zh-CN'). See https://cloud.google.com/translate/docs/languages.

## `source` (type: `string`):

ISO 639-1 source language code. Leave empty to let Google auto-detect the source language for each text.

## `format` (type: `string`):

How the input texts should be interpreted. Use 'html' to preserve HTML markup during translation.

## Actor input object example

```json
{
  "texts": [
    "Hello, world",
    "How are you today?",
    "The quick brown fox jumps over the lazy dog"
  ],
  "target": "es",
  "format": "text"
}
```

# Actor output Schema

## `results` (type: `string`):

One record per input text: index, originalText, translatedText, detectedSourceLanguage, targetLanguage, characterCount, status, error.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "texts": [
        "Hello, world",
        "How are you today?",
        "The quick brown fox jumps over the lazy dog"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("seemuapps/google-cloud-translation").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "texts": [
        "Hello, world",
        "How are you today?",
        "The quick brown fox jumps over the lazy dog",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("seemuapps/google-cloud-translation").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "texts": [
    "Hello, world",
    "How are you today?",
    "The quick brown fox jumps over the lazy dog"
  ]
}' |
apify call seemuapps/google-cloud-translation --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=seemuapps/google-cloud-translation",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Google Cloud Translation",
        "description": "Translate a list of texts into any target language using the Google Cloud Translation API. Bulk-translate scraped content, product descriptions, reviews, or support tickets at scale.",
        "version": "1.0",
        "x-build-id": "sHNd7jOZGBZcixTy0"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/seemuapps~google-cloud-translation/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-seemuapps-google-cloud-translation",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/seemuapps~google-cloud-translation/runs": {
            "post": {
                "operationId": "runs-sync-seemuapps-google-cloud-translation",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/seemuapps~google-cloud-translation/run-sync": {
            "post": {
                "operationId": "run-sync-seemuapps-google-cloud-translation",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "texts",
                    "target"
                ],
                "properties": {
                    "texts": {
                        "title": "Texts",
                        "type": "array",
                        "description": "List of text strings to translate. Each entry is translated independently.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "target": {
                        "title": "Target Language",
                        "type": "string",
                        "description": "ISO 639-1 language code to translate into (e.g. 'es', 'fr', 'de', 'ja', 'zh-CN'). See https://cloud.google.com/translate/docs/languages.",
                        "default": "es"
                    },
                    "source": {
                        "title": "Source Language (optional)",
                        "type": "string",
                        "description": "ISO 639-1 source language code. Leave empty to let Google auto-detect the source language for each text."
                    },
                    "format": {
                        "title": "Format",
                        "enum": [
                            "text",
                            "html"
                        ],
                        "type": "string",
                        "description": "How the input texts should be interpreted. Use 'html' to preserve HTML markup during translation.",
                        "default": "text"
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
