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🌍 Multilingual Data Transformer

Transform any JSON data into any language instantly with AI-powered translation - fast, reliable, and built for scale.

This powerful Apify actor provides professional-grade translation of structured data. Perfect for developers, businesses, content creators, and organizations who need accurate, multilingual content for global audiences, market expansion, and international operations.

👁 Multilingual Transformer

✨ Key Features

🎯 Complete Data Translation

• Full JSON Support - Translate any JSON structure while preserving data organization
• Recursive Translation - Automatically handles nested objects and arrays
• Text-Only Processing - Intelligently extracts and translates only text values
• Multiple Languages - Support for 20+ languages with automatic provider fallback
• Format Preservation - Original structure and data types remain intact

⚡ Performance & Reliability

• Lightning Fast - Optimized processing for instant results
• Dual-Provider Fallback - Seamless switching between Lingo.dev and Anthropic APIs
• Batch Processing - Handle multiple translation requests simultaneously
• Smart Caching - Avoid re-processing identical content
• API & Batch Modes - Choose standby mode for real-time API access or batch processing

🛠️ Developer-Friendly

• Clean JSON Output - Ready for any data pipeline or application
• Multiple Tiers - FREE, BRONZE, SILVER, and GOLD pricing for different needs
• Real-time API - Standby mode provides instant translation via HTTP endpoints
• Comprehensive Logging - Debug information available for troubleshooting
• Well-Documented - Clear examples and API documentation included

📖 How It Works

1. Input JSON Data - Provide one or more JSON objects or arrays
2. Select Language - Choose target language from 20+ supported options
3. Configure Tier - Select your pricing tier (FREE, BRONZE, SILVER, GOLD)
4. Run Translation - Fast, automated translation begins
5. Get Results - Receive translated JSON with identical structure

Processing Flow

Input JSON Data
 ↓
Text Extraction(words only)
 ↓
Provider Selection(Lingo.dev or Anthropic)
 ↓
Translation Processing
 ↓
Word Count Calculation
 ↓
PPE Billing & Charging
 ↓
Output Translated JSON

📥 Input Configuration

Simple Example

{
"data":[
{
"title":"Hello World",
"description":"This is a test"
}
],
"targetLanguage":"es"
}

Advanced Example

{
"data":[
{
"title":"Hello World",
"description":"This is a test",
"content":{
"main":"Welcome to our service",
"subtitle":"Professional translation made easy"
}
},
{
"title":"Good Morning",
"description":"Have a nice day"
}
],
"targetLanguage":"fr"
}

Input Parameters

Supported Languages

📤 Output Structure

Each translation produces a comprehensive JSON result:

[{
"original":{
"title":"Hello World",
"description":"This is a test"
},
"translated":{
"title":"Bonjour le monde",
"description":"Ceci est un test"
},
"language":"fr"
},
{
"original":{
" YouTube Transcript":"Hey, it’s Theo. Today, I’ll show you how to scrape Instagram ..."
},
"translated":{
" YouTube Transcript":"Salut, c'est Theo. Aujourd'hui, je vais vous montrer comment scraper Instagram ..."
},
"language":"fr"
}]

Output Fields Explained

Translation Results

• original - Your original JSON data structure
• translated - Translated JSON with identical structure
• language - Target language code used

💰 Pricing Model

Pay-Per-Word Pricing

Charges are based on exact word counts with no minimum charge. You pay only for what you translate.

Tier Pricing

Example Costs

Small Translation (FREE tier)

Input:8 words × $0.00035= $0.0028
Output:7 words × $0.00035= $0.0025
Total: $0.0053

Medium Translation (BRONZE tier)

Input:250 words × $0.00020= $0.0500
Output:280 words × $0.00020= $0.0560
Total: $0.1060

Large Translation (GOLD tier)

Input:5,000 words × $0.00010= $0.5000
Output:5,500 words × $0.00010= $0.5500
Total: $1.0000

Word Counting

• Words are counted from text values only (not JSON structure)
• Spaces and punctuation are handled intelligently
• Minimum charge: None - Pay only for actual words translated
• Overage: No additional fees, just standard per-word rate

🚀 Two Operation Modes

Batch Mode

• Submit multiple translations in one request
• Ideal for bulk content processing
• Results saved to Apify dataset
• Flexible scheduling and monitoring

Use when:

• Processing large volumes of content
• Batch workflows or scheduled tasks
• Data pipeline integration
• Cost optimization for bulk operations

Standby Mode (Real-time API)

• Always-running HTTP API endpoint
• Instant translation responses
• No startup delays
• Perfect for real-time applications

Use when:

• Building real-time translation features
• Integrating into web applications
• Creating translation APIs for end users
• Need instant responses (<2 seconds)

API Endpoint:

POST /?token=YOUR_APIFY_TOKEN
Host:https://your-actor-url.apify.actor

📚 Professional Use Cases

Content Localization

• Global Expansion - Prepare content for international markets
• Product Launches - Translate product information for multiple regions
• Marketing Materials - Convert marketing copy for different languages
• Documentation - Translate technical docs, guides, and manuals

Data Processing & Integration

• API Integration - Translate API responses before serving to users
• Database Updates - Bulk translate content in databases
• Multi-language Support - Power multi-language applications
• Data Migration - Localize data during system migrations

Business & Operations

• Customer Support - Translate support tickets and responses
• Email Campaigns - Localize email content for subscribers
• Mobile Apps - Translate app content and strings
• Web Applications - Provide multi-language user experiences

Content Creation

• Blog Posts - Translate articles for international audiences
• Social Media - Adapt content for different language communities
• E-learning - Translate course materials and educational content
• News & Publishing - Quick translation of breaking content

⚙️ Technical Advantages

Built for Performance

• Optimized Translation - Uses professional translation APIs (Lingo.dev & Anthropic)
• Automatic Fallback - Seamlessly switches providers if one fails
• Concurrent Processing - Handle multiple translations simultaneously
• Efficient Data Handling - Preserves original JSON structure perfectly

Reliable & Robust

• Error Handling - Graceful handling of translation failures
• Retry Logic - Automatic retry on temporary failures
• Provider Redundancy - Dual API support ensures reliability
• Detailed Logging - Debug information for troubleshooting

Universal Compatibility

• Any JSON Structure - Works with any valid JSON format
• Nested Objects - Handles arrays and deeply nested structures
• All Languages - 20+ language support with consistent quality
• Platform Integration - Seamless Apify ecosystem integration

📊 Performance Metrics

• Speed: 1-5 seconds per translation in standby mode; scalable in batch mode
• Accuracy: Professional-grade translation with provider redundancy
• Reliability: 99.5%+ successful translation rate with fallback support
• Scalability: Handle from single items to thousands of translations
• Cost: Lowest per-word pricing starting at $0.00010/word with GOLD tier

🔄 Data Processing Features

Intelligent Text Extraction

• Automatically identifies text values in JSON
• Skips non-text data types (numbers, booleans, dates)
• Preserves original data types in output
• Handles null and undefined values gracefully

Structure Preservation

• Input and output JSON structures are identical
• Array and object relationships maintained
• Nested hierarchies fully supported
• Data integrity guaranteed

Cleaning & Formatting

• Consistent text handling
• Proper spacing and punctuation
• Language-specific formatting preserved
• HTML/special characters handled correctly

🛡️ Legal & Compliance

This actor provides translation of your own data using professional translation APIs.

Important: Please ensure your use complies with:

• Your data ownership and rights
• Applicable copyright laws
• Data protection regulations (GDPR, CCPA, etc.)
• Your specific jurisdiction's laws
• Terms of service of underlying translation providers

Why Choose This Translator?

✅ Accurate Translation - Professional-grade quality with provider redundancy ✅ Flexible Pricing - Pay only for what you use, no hidden minimums ✅ Easy Integration - Clean JSON in/out, REST API available ✅ Global Support - 20+ languages ready to use ✅ Reliable - 99.5%+ uptime with automatic fallback ✅ Well-Maintained - Regular updates and responsive support ✅ Apify Platform - Leverage enterprise infrastructure

🚀 Getting Started

Step 1: Prepare Your Data

{
"data":[{"text":"Hello World"}],
"targetLanguage":"es"
}

Step 2: Run the Actor

• Visit Apify Console
• Find this actor
• Click "Run" and configure input
• Select your pricing tier

Step 3: Get Results

• Wait for completion (seconds to minutes)
• Download JSON dataset
• Integrate translated data into your system

No complex setup, no hidden fees, just reliable translation.

💬 Support & Contact

Need help or have questions? We're here for you:

Contact Information

• 🌐 Website: flowextractapi.com
• 📧 Email: flowextractapi@outlook.com
• 👤 Apify Profile: FlowExtract API
• 🐙 GitHub: FlowExtractAPI
• 💼 LinkedIn: flowextract-api
• 𝕏 Twitter: @FlowExtractAPI
• 👍 Facebook: flowextractapi

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Ready to translate your data? Start using Multilingual Data Transformer now!