Olostep vs. Parallel
Olostep is a scraping and extraction pipeline that returns structured data from any web page. Parallel is an enterprise deep research API that answers complex questions with cited, structured intelligence — it does not scrape pages or extract custom data schemas.
Trusted by fast-growing startups
Which one is right for you?
Choose Olostep
Choose Olostep when you need to scrape specific URLs, extract structured data with custom JSON schemas, bypass anti-bot protections, or run large batch jobs. Olostep gives developers direct access to page data — raw HTML, markdown, or precise structured fields.
Choose Parallel
Choose Parallel when your enterprise team needs deep research automation with structured, citation-backed outputs and confidence scores. Its Task API handles complex multi-step research, and its Monitor API provides continuous web surveillance for competitive intelligence.
Why Olostep
Clean web data,
at any scale.
Structured Data Extraction
Define any JSON schema and extract exact fields from any URL. Parallel's Extract API converts URLs to markdown but does not support schema-driven field extraction.
Learn moreAnti-Bot Bypass
Olostep uses residential proxies and browser fingerprinting to access Cloudflare and Datadome-protected pages. Parallel has no proxy infrastructure.
Learn moreBatch Processing at Scale
Process up to 10,000 URLs concurrently with predictable pricing. Parallel has no batch scraping endpoint for processing large URL lists with custom parsing.
Learn moreKey differences
Olostep vs. Parallel
| Feature | Olostep | Parallel |
|---|---|---|
| Core Function | Web scraping and structured data extraction | Enterprise deep research with cited, structured intelligence outputs |
| Structured Extraction | Any custom JSON schema on any URL | Not available — Extract API returns markdown only |
| Anti-Bot Bypass | Residential proxies, fingerprinting, CAPTCHA solving | None — no proxy infrastructure |
| Pricing Model | Per successful request; from $9/mo | Per request; Task API ranges from $5 to $2,400 per 1k requests depending on research depth |
Use cases & benchmarks
Extract data from pages secured by Cloudflare or Datadome using built-in residential stealth. Parallel cannot access bot-protected pages.
Get clean, LLM-ready markdown or structured JSON from any URL instantly — purpose-built for retrieval-augmented generation pipelines.
Output rigid JSON schemas from any page without custom scripting. Parallel's Extract API only returns unstructured markdown.
Process thousands of URLs simultaneously with predictable per-request billing. Parallel has no batch scraping capability.
Full comparison
Every feature, side by side.
A complete overview of Olostep vs. Parallel.
| Feature | Olostep | Parallel | Why it matters |
|---|---|---|---|
| Platform Purpose | Scraping and extraction — get structured data from specific pages | Deep research — answer complex questions with citations and confidence scores | Olostep is for 'give me the data from this URL.' Parallel is for 'research this topic and give me a structured report.' The use cases rarely overlap. |
| Structured Extraction | Any JSON schema, self-healing on layout changes | Extract API returns plain markdown only — no schema-driven field extraction | If you need specific fields (price, SKU, author, date), Olostep extracts them precisely. Parallel gives you the full page text and you extract fields yourself. |
| Anti-Bot Infrastructure | Residential proxies, browser fingerprinting, CAPTCHA bypass — built in | None — no proxy layer, no CAPTCHA solving | A large share of commercially valuable web data sits behind anti-bot systems. Olostep handles this automatically; Parallel cannot access these pages. |
| Pricing | Per successful request — predictable costs at any volume | Task API Ultra8x tier: $2,400 per 1k requests — costly for high-volume research jobs | Parallel's deep research is powerful but expensive at scale. Olostep's flat per-request model scales linearly with no tier jump surprises. |
Trusted by world-class teams
Discover why the best teams in the world choose Olostep.
Read more customer stories →
Co-founder & CEO, Aurium
Olostep is the best!!! We automated entire data pipelines with just a prompt.
Co-founder & CEO, Openmart
Olostep has become the default Web Layer infrastructure for our company.
Co-founder & CEO, Gumloop
Olostep works like a charm! And your customer service is exceptional.
Co-founder, Merchkit
Olostep lets us turn any website into an API. Great product, great people.
Co-founder & CTO, CivilGrid
I highly recommend Olostep, great product!
Co-founder & CEO, Aurium
Olostep is the best!!! We automated entire data pipelines with just a prompt.
Co-founder & CEO, Openmart
Olostep has become the default Web Layer infrastructure for our company.
Co-founder & CEO, Gumloop
Olostep works like a charm! And your customer service is exceptional.
Co-founder, Merchkit
Olostep lets us turn any website into an API. Great product, great people.
Co-founder & CTO, CivilGrid
I highly recommend Olostep, great product!
Co-founder & CEO, Aurium
Olostep is the best!!! We automated entire data pipelines with just a prompt.
Co-founder & CEO, Openmart
Olostep has become the default Web Layer infrastructure for our company.
Co-founder & CEO, Gumloop
Olostep works like a charm! And your customer service is exceptional.
Co-founder, Merchkit
Olostep lets us turn any website into an API. Great product, great people.
Co-founder & CTO, CivilGrid
I highly recommend Olostep, great product!
Co-founder & CEO, Aurium
Olostep is the best!!! We automated entire data pipelines with just a prompt.
Co-founder & CEO, Openmart
Olostep has become the default Web Layer infrastructure for our company.
Co-founder & CEO, Gumloop
Olostep works like a charm! And your customer service is exceptional.
Co-founder, Merchkit
Olostep lets us turn any website into an API. Great product, great people.
Co-founder & CTO, CivilGrid
I highly recommend Olostep, great product!
Co-founder & CEO, Gedd.it
We verify coupon codes at scale. Love Olostep. It works on any e-commerce.
Co-founder & CEO, Podqi
Olostep is the best API to search, extract, and structure data from the Web. Happy to be customers.
Co-founder, Zecento
We use /batches combined with parsers and it's magical how we can get structured data deterministically at large scale.
Growth, PlotsEvents
Olostep allowed us to search and structure events data across the Web.
Founder, Foundbase
Reliable and cost-effective API for working with data. Congrats on the cool product.
Co-founder & CEO, Gedd.it
We verify coupon codes at scale. Love Olostep. It works on any e-commerce.
Co-founder & CEO, Podqi
Olostep is the best API to search, extract, and structure data from the Web. Happy to be customers.
Co-founder, Zecento
We use /batches combined with parsers and it's magical how we can get structured data deterministically at large scale.
Growth, PlotsEvents
Olostep allowed us to search and structure events data across the Web.
Founder, Foundbase
Reliable and cost-effective API for working with data. Congrats on the cool product.
Co-founder & CEO, Gedd.it
We verify coupon codes at scale. Love Olostep. It works on any e-commerce.
Co-founder & CEO, Podqi
Olostep is the best API to search, extract, and structure data from the Web. Happy to be customers.
Co-founder, Zecento
We use /batches combined with parsers and it's magical how we can get structured data deterministically at large scale.
Growth, PlotsEvents
Olostep allowed us to search and structure events data across the Web.
Founder, Foundbase
Reliable and cost-effective API for working with data. Congrats on the cool product.
Co-founder & CEO, Gedd.it
We verify coupon codes at scale. Love Olostep. It works on any e-commerce.
Co-founder & CEO, Podqi
Olostep is the best API to search, extract, and structure data from the Web. Happy to be customers.
Co-founder, Zecento
We use /batches combined with parsers and it's magical how we can get structured data deterministically at large scale.
Growth, PlotsEvents
Olostep allowed us to search and structure events data across the Web.
Founder, Foundbase
Reliable and cost-effective API for working with data. Congrats on the cool product.
Frequently Asked Questions
Everything you need to know about Olostep. If you have any other questions, please don't hesitate to contact us.
Pricing that scales with your data needs
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