LLM-Ready Markdown
Clean Markdown and schema-stable JSON formatted to save tokens in context windows—ready for RAG, tools, and prompt templates.
Gluedly
Gluedly — Structured Web Data for RAG & LLMs
Zero-maintenance scraping with CAPTCHA bypass and live web feeds built for LLM context windows, RAG indexes, and agent tools.
api/v1 · live feed
Request
import requests
r = requests.get(
"https://gluedly.com/api/v1/pages/123/data",
headers={"Authorization": "Bearer YOUR_KEY"},
)
rows = r.json()["rows"]
curl -s "https://gluedly.com/api/v1/pages/123/data" \
-H "Authorization: Bearer YOUR_KEY" \
-H "Accept: application/json"
Response ·
{
"ok": true,
"rows": [{
"title": "Widget Pro",
"markdown": "## Specs\n- 12oz\n- In stock",
"url": "https://shop.example/item"
}]
}
Core features
Whether you feed RAG pipelines, agent tools, or classic scrape jobs—three primitives that deliver clean, live web context.
Clean Markdown and schema-stable JSON formatted to save tokens in context windows—ready for RAG, tools, and prompt templates.
Stealth proxies and headless browser rendering are built in—so JS-heavy pages and common bot walls don’t stall your ingestion runs.
Push fresh rows into agents, Flowise, and vector DBs the moment a scrape lands—no polling loops.
From page to prompt
Four workflows that take you from mapping a page to scheduled feeds your LLMs can trust.
Ingestion runs
Three primitives power every Gluedly workspace—built for AI teams that need real-time, schema-stable web data without babysitting selectors.
Dedicated parallel runs for ingestion—so your AI pipeline keeps moving without shared-cloud bottlenecks.
RAG-friendly scheduling. From monthly reports to 60-second updates—you set the frequency; we handle the queue.
A simple HTML scrape costs 2 credits; more complex JS sites cost 3; a scrape with anti-bot protection or a premium proxy costs 5 credits. Clear, predictable pricing—you only pay for successful scrapes.
Zero-waste billing
Most platforms charge you for 403 blocks and CAPTCHAs. Gluedly only deducts credits for successful extractions. If the site blocks us or the request fails, your credits stay in your wallet.
Success-only billing
Before vs. After
Stop fighting selector drift and token bloat. Gluedly turns real-time pages into compact JSON/Markdown that your RAG and agent tools can trust.
Gluedly
Others
From the blog
Product updates, guides, and how we build Gluedly.
We are excited to announce a major milestone in Gluedly’s evolution as an LLM-ready web data extraction platform: official package releases across PyPI and npm!
Easily pull prompt-ready Markdown directly from your scrape rows, plus enjoy explicit snapshot IDs on the public API for effortless list → detail routing in RAG and agent pipelines.
We rebuilt Gluedly’s homepage specifically for modern AI teams—featuring a dark neural hero, RAG-focused extraction capabilities, direct framework integration guides, and a complete Lithuanian localization pass.
Stop burning credits re-scraping static detail pages. On re-runs, Gluedly now automatically reuses details from your last successful scrape for known URLs, only opening sub-pages for brand-new products.
Stop throttling your scraping tasks in slow sequential loops. Learn how to implement parallel webscraping in Python by offloading execution to Gluedly's managed lanes.
Using Decodo for high-quality residential IPs? Learn how adding Gluedly to your stack automates the parsing, scheduling, and webhook delivery without messy local script maintenance.
Product features
Visual mapping that produces schema-stable output, unblockable fetching, and instant delivery—so your RAG stays fresh and agents stay useful – from €29.00 / month on the Starter plan.
Clean JSON / Markdown
Convert messy pages into compact, structured fields so retrieval and tool-calling stay deterministic.
JS + bot resilience
Fetch dynamic content and reduce pipeline stalls from blocks—so AI ingestion doesn’t depend on luck.
Stream updates to RAG
Push updates to your backend and refresh indexes as soon as clean data lands. Stop polling.
Map once, ship always
Point, click, and define fields once—then consume the same schema through a simple API.
Integrations & stacks
Stable JSON/Markdown means fewer adapters, faster indexing, and predictable tool arguments for RAG and agent workflows.
Ingest web data into chains and retrieval steps without HTML noise.
Turn pages into structured documents for indexing and querying.
Wire live web ingestion into workflows with consistent output schemas.
Feed agent tool context with clean, deterministic JSON.
Provide prompt-ready web context with a stable data contract.
Stream fresh web content into apps and retrieval layers.
Pricing
Credits are deducted only when Gluedly successfully delivers clean JSON/Markdown. All features—webhooks, API, and scheduling—are available on every plan, including Starter at €29.00 / month.
Starter includes 2 parallel runs and 15,000 credits (about 7,500 standard, 5,000 JS-heavy, or 3,000 premium scrapes).
Your credits map to extraction volume; parallel runs map to ingestion speed.
List prices are shown without VAT.
€29.00 / month
No VAT
15,000 credits per month
For users who wants to try out what we can offer
€89.00 / month
No VAT
75,000 credits per month
€249.00 / month
No VAT
250,000 credits per month
For businesses who needs reliable data solution.
Interactive demo
Use Gluedly like an ingestion API: map a page once, then fetch clean JSON/Markdown that you can feed straight into your RAG pipeline or agent tool.
Parallel runs and a reliable queue
Process multiple runs at once so fresh web data reaches your AI systems without unnecessary delay.
Reliable dynamic page scraping
Fetch data from dynamic sites and reduce disruptions caused by blocks.
Consistent schema across all results
Validated results keep the same structure in the dashboard, API, and webhooks, so parsers and prompt templates always receive predictable data.
Example: pull LLM-ready JSON in one call
View API referenceFetch the latest structured scrape snapshot for a mapped page. Use the row ID from the paginated list endpoint when you need history.
Request
curl -sS "https://gluedly.com/api/v1/pages/1/data/100" \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Accept: application/json"
Response · 200
{
"ok": true,
"rows": [
{
"title": "Example listing",
"price": "19.99",
"summary": "Clean text ready for your RAG chunker or agent tool.",
"markdown": "# Example listing\n\nClean text ready for your RAG chunker or agent tool.\n\n**price:** 19.99"
}
],
"match_counts": {
"title": 1,
"price": 1,
"summary": 1
},
"warnings": []
}
The rows array uses the field names you mapped in Gluedly—stable keys for parsers, vector stores, and prompt templates.
FAQ for AI engineers
Short answers to the bottlenecks that break AI pipelines.
Contact
Questions about plans, partnerships, or how this works for your team? Send us a note and we will reply by email.
The Gluedly promise
1 credit = 1 successful page. No charges for blocks, no charges for failures, and no expiration on top-up credits. We scale when you scale.
Map a page once, schedule ingestion, and deliver schema-stable JSON/Markdown into your RAG and agent toolchain.