Define your domain sources and filtering rules. We crawl, clean, and deliver formatted text data at scale.
Instead of the whole web, focus your spend on high-quality domains that matter to your model's niche (e.g. newspapers, legal repositories).
Get fresh code data from specific repositories, languages, or timeframes, filtered by license type (MIT, Apache 2.0).
Data delivered in JSONL, Parquet, or loose Markdown text, ready for direct ingestion into HuggingFace or custom loaders.
Deep dives into Finance (reports), Healthcare (PubMed), or Law (case texts) with domain-specific metadata extraction.
PII (Personally Identifiable Information) automatically removed.
Fixed pricing by token count or data processing volume.
We can pre-tokenize data using your model's tokenizer (e.g. Llama 3, GPT-4) to save you
compute time.
Consistent data quality updates & 24/7 support.
Eliminate engineering time spent on scraper maintenance.
Enterprise-grade web data capabilities.
| Category | Specification |
|---|---|
| Source Types | Specific Domains, Common Crawl Filtered, GitHub, StackOverflow, Reddit |
| Output Formats | JSONL, Parquet, Markdown, Plain Text |
| Technology | Headless Browsers (Full JS Rendering), Anti-bot Bypass |
| Cleaning & Processing | HTML-to-Text, PII Redaction, MinHash Deduplication, Language ID |
| Throughput | 1B+ Pages/Week |
| Delivery | Direct S3/GCS Push, Delta Updates |
Yes. You provide the seed list or domain pattern (e.g., *.gov, specific blogs). We configure our crawler to stay strictly within those boundaries or explore linked pages up to a specified depth.
Our crawling infrastructure includes a headless browser fleet that fully renders JavaScript, ensuring we capture content from Single Page Applications (SPAs) and complex sites just as a user sees them.
We offer modular cleaning steps: HTML-to-Text conversion (Trafilatura/Readability), PII redaction (Presidio), fuzzy deduplication (MinHash LSH), and toxic content filtering. You choose which modules to enable.
Yes. We use fasttext-based language identification to separate content into language-specific buckets. We can target over 100 languages and filter out mixed-language documents.
We can set up recurring jobs to revisit your target domains daily or weekly, extracting only new or modified content and delivering it as delta files to your S3 bucket.