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Pre-built AI-ready datasets for LLM training and ML models
Skip the 6-month data pipeline build. Get clean, structured, deduplicated product data across 500+ marketplaces — pre-formatted for LLM fine-tuning, RAG systems and ML model training. JSONL, Parquet or direct S3/GCS delivery.
LLM Training
RAG Systems
ML Models
ResearchAI teams spend 80% of their time on data — not on the model.
Every AI company building on e-commerce data hits the same wall: cleaning, deduplicating, normalizing and licensing training data takes 6-9 months before the first model even starts training.
Data pipelines cost 6 months
Building production data pipelines from scratch takes 6-9 months of engineering work. Pre-built datasets ship in hours.
Quality is the real bottleneck
80% of ML project time goes to data cleaning, deduplication and PII scrubbing. Pre-cleaned datasets recover that time entirely.
Licensing is a legal minefield
Commercial LLM training requires clear licensing. Our datasets ship with commercial-use permissions and ethical sourcing warranty.
Everything AI teams need, none of the data cleaning.
Pre-built datasets structured for LLM training, RAG systems, embeddings pipelines and product classification models — delivered in ML-ready formats.
LLM training ready
Datasets pre-formatted for LLM fine-tuning — instruction pairs, product Q&A, description generation and category classification tasks.
RAG-optimized corpora
Chunked product data with metadata for retrieval-augmented generation. Includes embeddings-ready format with optional pre-computed vectors.
Deduplicated + PII scrubbed
Every dataset fully deduplicated, PII-scrubbed and HTML-cleaned. Quality-scored per record. Ready for training on day one.
Multiple formats + delivery
JSONL, Parquet, CSV, TFRecord. Direct S3/GCS delivery. Compatible with HuggingFace, LangChain, LlamaIndex, PyTorch and TensorFlow.
From request to first dataset in 24 hours.
Define your scope
Share your target categories, geos, format preference, refresh cadence and license requirements.
Free 1K-row sample
Sample dataset (1,000 rows scoped to your specs) delivered within 24 hours for evaluation.
Production delivery
Full dataset delivered via S3/GCS or direct download. Multi-GB datasets supported with resumable transfer.
Continuous refresh
Delta updates at your chosen cadence — you don't reprocess the entire dataset every cycle.
Where AI-ready datasets pay off.
LLM fine-tuning
Instruction pairs and product Q&A for domain-specific LLMs — skip the six months of data prep and go straight to model training.
RAG system training
Chunked product corpora with metadata for retrieval-augmented generation systems. Semantic search out of the box.
Product classification ML
Category classification models trained on our 2,400-node normalized taxonomy — production accuracy from day one.
Sentiment ML models
Fine-grained sentiment models trained on 220M labeled reviews across 18 languages and multiple review platforms.
Pricing forecasting
Time-series ML models for price prediction and elasticity — 18 months of daily pricing history across 8.4M SKUs.
Research corpora
Reproducible academic datasets for e-commerce research. Cite-friendly licensing for peer-reviewed publication.
Datasets tuned to every AI/ML use case.
LLM Training
Instruction pairs, product descriptions, and Q&A pairs pre-formatted for fine-tuning open-source and commercial LLMs.
RAG Systems
Chunked product corpora with metadata and optional pre-computed embeddings — ready for LangChain and LlamaIndex.
ML Models
Structured Parquet and TFRecord datasets for classification, recommendation and forecasting models with clean labels.
Research
Academic-friendly reproducible corpora with citation metadata, versioning and licensing for peer-reviewed use.
AI training data you can trust — ethically sourced and licensed.
Commercial-use licensed
Every dataset ships with commercial-use permissions and ethical sourcing warranty — no legal minefield for your AI product.
Scale + structure
48M+ products, 220M+ reviews, 8.4M pricing series — all deduplicated, normalized and quality-scored per record.
Format flexibility
JSONL, Parquet, CSV, TFRecord — plus HuggingFace, LangChain, LlamaIndex compatibility out of the box.
AI-Ready Datasets FAQs
Yes. All AI-ready datasets ship with commercial-use licensing. We warrant that data has been ethically sourced from publicly accessible pages and complies with applicable data protection regulations. Enterprise customers get indemnification terms.
JSONL, Parquet, CSV and TFRecord. Direct S3/GCS delivery for datasets over 5GB. Compatible with HuggingFace Datasets, LangChain, LlamaIndex, PyTorch and TensorFlow pipelines out of the box.
Yes. Custom AI-ready datasets scoped to your target categories, countries, brands or price ranges are delivered in 7-10 business days. Enterprise customers get 3-5 day SLA.
Yes, as an optional add-on. Embeddings via OpenAI text-embedding-3-large, Cohere embed-v3 or open-source alternatives (BGE, E5). Custom embedding models supported for enterprise accounts.
Small datasets via direct download links. Multi-GB datasets via S3 / GCS with resumable transfer. Enterprise customers get HuggingFace Hub delivery and dedicated update webhooks for continuous refresh.