Ai Synthetic Data Generator

Pricing

from $0.01 / 1,000 results

Ai Synthetic Data Generator

Generate unlimited, high-quality synthetic data for training AI models, testing systems, and building robust agentic applications

Pricing

from $0.01 / 1,000 results

Rating

0.0

(0)

Developer

Reuven Cohen

Maintained by Community

Actor stats

Bookmarked

Total users

Monthly active users

2 days ago

Last modified

Mode

modeEnumOptional

Operation mode: generate synthetic data or integrate with other Apify actors

Value options:

"generate": string"integrate": string"template": string

Default value of this property is "generate"

Website/API Type

dataTypeEnumOptional

What type of website or API do you want to simulate?

Value options:

"ecommerce": string"social": string"api_response": string"search_results": string"real_estate": string"jobs": string"news": string"stock_trading": string"medical": string"company": string"supply_chain": string"financial": string"bloomberg": string"zoominfo": string"factset": string"lseg": string"crunchbase": string"eeg": string"cgm": string"siem": string"threat_intel": string"netflow": string"scada": string"lidar": string"canbus": string"genomic_vcf": string"satellite": string"fmri": string"protein_pdb": string"power_grid": string"ais": string"radar": string"structured": string"timeseries": string"events": string"embeddings": string"demo": string

Default value of this property is "ecommerce"

Number of Records

countintegerRequired

How many records to generate (1-10,000). Start small to test, then scale up.

Default value of this property is 100

Custom Data Schema

schemaobjectOptional

Define your own data structure for 'structured' type. Example: {"url": "string (url)", "title": "string", "price": "number (10-500)"}

API Endpoint (for API Response)

apiEndpointstringOptional

Base endpoint path for API simulation. Example: /api/products

Default value of this property is "/api/products"

Event Types (for Web Events)

eventTypesarrayOptional

Types of web events to generate

Time-Series Configuration

timeSeriesConfigobjectOptional

Settings for time-series data (prices, metrics, etc.)

Apify Actor to Integrate

integrateActorIdEnumOptional

Actor ID to pull data from. 21 actors supported. Used in 'integrate' mode.

Value options:

"apify/google-maps-scraper": string"apify/google-search-scraper": string"apify/instagram-scraper": string"apify/tiktok-scraper": string"apify/youtube-scraper": string"apify/twitter-scraper": string"apify/amazon-scraper": string"apify/shopify-scraper": string"apify/web-scraper": string"apify/website-content-crawler": string"apify/cheerio-scraper": string"apify/news-scraper": string"apify/linkedin-scraper": string"trudax/tripadvisor-scraper": string"maxcopell/yelp-scraper": string"trudax/booking-scraper": string"petr_cermak/zillow-scraper": string"epctex/craigslist-scraper": string"apify/reddit-scraper": string"apify/facebook-posts-scraper": string"compass/google-places-api": string

Run ID

integrateRunIdstringOptional

Specific run ID to pull data from, or 'latest' for most recent run

Default value of this property is "latest"

Dataset ID (Alternative)

integrateDatasetIdstringOptional

Direct dataset ID to pull data from (alternative to Run ID)

Fields to Memorize

memorizeFieldsarrayOptional

Which fields to extract for RAG/memory. Leave empty for defaults.

Use Case Template

useTemplateEnumOptional

Pre-built template for common use cases. 12 templates available. Used in 'template' mode.

Value options:

"lead-intelligence": string"competitor-monitor": string"support-knowledge": string"research-assistant": string"content-library": string"product-catalog": string"review-aggregator": string"price-tracker": string"social-listening": string"talent-sourcing": string"real-estate-intel": string"travel-planner": string

Generate Embeddings

generateEmbeddingsbooleanOptional

Generate vector embeddings for all output records (useful for RAG systems)

Default value of this property is false

Use ONNX Semantic Embeddings

useOnnxEmbeddingsbooleanOptional

Use real semantic embeddings via ONNX (slower but more accurate) vs random vectors (fast for testing)

Default value of this property is true

ONNX Embedding Model

embeddingModelEnumOptional

Choose embedding model. Smaller models are faster, larger models are more accurate.

Value options:

"all-MiniLM-L6-v2": string"bge-small-en-v1.5": string"all-mpnet-base-v2": string"e5-small-v2": string"gte-small": string

Default value of this property is "all-MiniLM-L6-v2"

Embedding Dimensions

embeddingDimensionsintegerOptional

Vector size for embeddings. 384 (fast), 768 (accurate), 1536 (OpenAI compatible)

Default value of this property is 384

AI Provider

providerEnumOptional

AI provider for enhanced generation. DeepSeek via OpenRouter is default (low cost). Works great without AI too!

Value options:

"none": string"openrouter": string"gemini": string"anthropic": string

Default value of this property is "none"

Model

modelEnumOptional

AI model to use. DeepSeek is extremely low cost ($0.14/1M input, $0.28/1M output).

Value options:

"deepseek/deepseek-chat": string"deepseek/deepseek-reasoner": string"meta-llama/llama-3.3-70b-instruct": string"mistralai/mistral-large-2411": string"openai/gpt-4o-mini": string"openai/gpt-4o": string"anthropic/claude-sonnet-4": string"anthropic/claude-opus-4": string"anthropic/claude-3.5-sonnet-20241022": string"anthropic/claude-3.5-haiku-20241022": string"gemini-2.0-flash": string"gemini-2.0-flash-exp": string"gemini-1.5-pro": string"gemini-1.5-flash": string

Default value of this property is "deepseek/deepseek-chat"

OpenRouter API Key

openrouterApiKeystringOptional

Get your key at https://openrouter.ai/keys - Access DeepSeek, GPT-4, Claude, Llama via single API

Gemini API Key

geminiApiKeystringOptional

Get your key at https://aistudio.google.com/apikey - Free tier available

Anthropic API Key

anthropicApiKeystringOptional

Get your key at https://console.anthropic.com - Direct Claude API access

Data Quality

qualitynumberOptional

Quality level (0.1-1.0). Higher = more realistic but uses more AI tokens.

Default value of this property is 0.8

Enable SONA Learning

sonaEnabledbooleanOptional

Enable TRM/SONA self-learning for intelligent pattern recognition in data generation. Learns from generation patterns to improve data quality.

Default value of this property is true

EWC Lambda

ewcLambdanumberOptional

Elastic Weight Consolidation strength for pattern preservation. Higher values maintain more learned patterns across generations.

Default value of this property is 2000

Pattern Threshold

patternThresholdnumberOptional

Minimum confidence threshold for pattern recognition in data generation (0-1)

Default value of this property is 0.7

Learning Tiers

sonaLearningTiersarrayOptional

SONA learning tiers: instant (real-time), background (async optimization), deep (comprehensive analysis)

Default value of this property is ["instant","background"]

Long-Running Simulation

simulationModebooleanOptional

Enable simulation mode for testing scrapers that poll for updates. Data is pushed in batches with delays.

Default value of this property is false

Batch Size (Simulation)

batchSizeintegerOptional

Number of records per batch in simulation mode

Default value of this property is 100

Delay Between Batches (ms)

delayBetweenBatchesintegerOptional

Milliseconds to wait between batches in simulation mode. Use 1000 for 1 second delays.

Default value of this property is 0

Random Seed

seedstringOptional

Set a seed for reproducible results. Same seed = same data every time.

Output Format

outputFormatEnumOptional

Format for output data

Value options:

"json": string"jsonl": string"csv": string

Default value of this property is "json"

Webhook URL

webhookUrlstringOptional

URL to POST results to when generation completes (for async workflows)

Company Names (Crunchbase)

crunchbaseCompaniesarrayOptional

Specific company names to research. Leave empty to auto-generate based on industry.

Industry Filter (Crunchbase)

crunchbaseIndustrystringOptional

Filter companies by industry (e.g., 'fintech', 'healthcare', 'AI/ML'). Leave empty for all industries.

Enable Memory Session

memorySessionEnabledbooleanOptional

Save generated data to a persistent memory session. Data persists across runs and can be shared with AI Memory Engine.

Default value of this property is false

Memory Session ID

memorySessionIdstringOptional

Unique session identifier. Use the same ID across runs to accumulate data. Can be accessed by AI Memory Engine.

Append to Existing Session

appendToSessionbooleanOptional

If enabled, new data is added to existing session. If disabled, session is replaced.

Default value of this property is true

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Professional-grade Text-to-Speech (TTS) actor powered by advanced AI models. Convert any text into natural, human-like speech with 50+ premium voices across 9 languages. Perfect for content creation, accessibility, voiceovers, audiobooks, podcasts, and multilingual applications.

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parseforge/arxiv-scraper

Comprehensive arXiv scraper for extracting scholarly article data across physics, math, CS, biology, finance, statistics, engineering, and economics. Automates access to arXiv’s large preprint archive, providing structured metadata for researchers, academics, and data scientists.

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visita/amazon-ai-product-intelligence

Amazon AI Product Intelligence Stream is an advanced, AI-driven Actor designed to provide deep, structured intelligence from the global Amazon marketplace. It is built for targeted competitive and market analysis on e-commerce products.

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Real Estate Intel

fiery_dream/real-estate-intel

AI-powered real estate market intelligence using free public data sources. Analyze markets, find investment opportunities, and track development trends.

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fiery_dream/funding-intel

AI-powered agent that discovers grants, monitors regulatory compliance, and tracks legal/supply chain risks across 14+ free government data sources.

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Supply Chain Intel

fiery_dream/supply-chain-intel

AI-powered supply chain risk monitoring and intelligence. Track disruptions, tariffs, port congestion, and geopolitical events affecting global supply chains.

Cody Churchwell

Ai Synthetic Data Generator

Ai Synthetic Data Generator

Mode

Value options:

Website/API Type

Value options:

Number of Records

Custom Data Schema

API Endpoint (for API Response)

Event Types (for Web Events)

Time-Series Configuration

Apify Actor to Integrate

Value options:

Run ID

Dataset ID (Alternative)

Fields to Memorize

Use Case Template

Value options:

Generate Embeddings

Use ONNX Semantic Embeddings

ONNX Embedding Model

Value options:

Embedding Dimensions

AI Provider

Value options:

Model

Value options:

OpenRouter API Key

Gemini API Key

Anthropic API Key

Data Quality

Enable SONA Learning

EWC Lambda

Pattern Threshold

Learning Tiers

Long-Running Simulation

Batch Size (Simulation)

Delay Between Batches (ms)

Random Seed

Output Format

Value options:

Webhook URL

Company Names (Crunchbase)

Industry Filter (Crunchbase)

Enable Memory Session

Memory Session ID

Append to Existing Session

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Mode

Value options:

Website/API Type

Value options:

Number of Records

Custom Data Schema

API Endpoint (for API Response)

Event Types (for Web Events)

Time-Series Configuration

Apify Actor to Integrate

Value options:

Run ID

Dataset ID (Alternative)

Fields to Memorize

Use Case Template

Value options:

Generate Embeddings

Use ONNX Semantic Embeddings

ONNX Embedding Model

Value options:

Embedding Dimensions

AI Provider