Jan Curn
How to scrape modern websites to feed AI agents
#1about 1 minute
Why web data is essential for training large language models
LLMs are trained on massive web datasets like Common Crawl, but this leads to knowledge cutoffs and hallucinations.
#2about 2 minutes
How RAG provides LLMs with up-to-date context
Retrieval-Augmented Generation (RAG), or context engineering, feeds external, live data to LLMs to produce more accurate and timely answers.
#3about 3 minutes
Navigating the complexities of modern web scraping
Modern websites use dynamic JavaScript rendering and anti-bot measures, requiring headless browsers, proxies, and CAPTCHA solvers to access data.
#4about 2 minutes
Cleaning messy HTML and scaling data extraction
To avoid the 'garbage in, garbage out' problem, you must clean HTML by removing cookie banners and ads, and manage complexities like sitemaps and robots.txt.
#5about 3 minutes
Demo of scraping a website with Apify Actors
A demonstration shows how to use the Apify Website Content Crawler to perform a deep crawl of a website and extract its content into markdown.
#6about 2 minutes
Building a RAG chatbot with scraped data and Pinecone
The scraped website data is uploaded to a Pinecone vector database, enabling a chatbot to answer questions using the site's specific content.
#7about 1 minute
Using the Model Context Protocol for AI agent integration
The Model Context Protocol (MCP) provides a fluid, dynamic interface for AI agents to communicate with and discover tools, unlike static traditional APIs.
#8about 3 minutes
Demo of dynamic tool discovery using MCP
An AI agent uses MCP to dynamically search the Apify store for a Twitter scraper, add it to its context, and then use it to fetch live data.
Related jobs
Jobs that call for the skills explored in this talk.
Wilken GmbH
Ulm, Germany
Senior
Amazon Web Services (AWS)
Kubernetes
+1
ROSEN Technology and Research Center GmbH
Osnabrück, Germany
Senior
TypeScript
React
+3
Matching moments
01:35 MIN
The challenge of AI agents on the human-centric web
WebMCP - Making Agents a First-Class Citizen of the Web - Andre Cipriani Bandarra & François Beaufort
02:42 MIN
Powering real-time AI with retrieval augmented generation
Scrape, Train, Predict: The Lifecycle of Data for AI Applications
09:56 MIN
The evolution of web scraping for modern applications
WeAreDevelopers LIVE – Web Scraping, Agents, Actors and more
00:41 MIN
The symbiotic relationship between AI and web scraping
Scrape, Train, Predict: The Lifecycle of Data for AI Applications
05:33 MIN
Navigating a fragmenting web and AI content scraping
Fireside Chat: Can Regulation Improve Accessibility? - Léonie Watson
01:57 MIN
Presenting live web scraping demos at a developer conference
Tech with Tim at WeAreDevelopers World Congress 2024
02:42 MIN
Demonstration of an AI copilot for automated scraping
Scrape, Train, Predict: The Lifecycle of Data for AI Applications
04:04 MIN
Training AI models with custom scraped data
Scrape, Train, Predict: The Lifecycle of Data for AI Applications
Featured Partners
Related Videos
Scrape, Train, Predict: The Lifecycle of Data for AI Applications
Vidas Bacevičius
WeAreDevelopers LIVE – Web Scraping, Agents, Actors and more
Chris Heilmann, Daniel Cranney, Ondra Urban & COO & GTM at Apify
MCP Mashups: How AI Agents are Reviving the Programmable Web
Angie Jones
Beyond Prompting: Building Scalable AI with Multi-Agent Systems and MCP
Viktoria Semaan
Carl Lapierre - Exploring Advanced Patterns in Retrieval-Augmented Generation
Carl Lapierre
Build RAG from Scratch
Phil Nash
From A2A to MCP: How AI’s “Brains” are Connecting to “Arms and Legs”
Brad Axen
Building Real-Time AI/ML Agents with Distributed Data using Apache Cassandra and Astra DB
Dieter Flick
Related Articles
View all articles



From learning to earning
Jobs that call for the skills explored in this talk.

The Rolewe
Charing Cross, United Kingdom
API
Python
Machine Learning





autonomous-teaming
München, Germany
Remote
API
React
Python
TypeScript


Abi Global Health
Barcelona, Spain
Remote
€45-55K
Azure
Keras
PyTorch
+2

Barmer
Remote
API
MySQL
NoSQL
React
+9