PINGDOM_CHECK

Field notes from the world of data extraction.

Articles, interviews and analysis on how data is gathered, used and fought over — written by the people closest to it.

Extract Summit - Zyte staff

Five reasons to attend this year’s Extract Summit

In its eighth year, Extract Summit is again shaping up to be the web data industry's premier gathering.

Robert Andrews
scrapy-playwright
Scraping practice

The missing middle ground in scrapy-playwright just got filled

You can now choose which Python browser library you want to use with scrapy-playwright. I go through why this is a huge deal for the right scraping demographic.

John Rooney8 min read
harness-engineering-3
AI

Harness Engineering #3- Headless mode: the minimal agent harness

What's the smallest harness that still works? Turns out it's already sitting inside almost every coding agent you have installed — headless mode: same loop, tools, and reasoning as the interactive agent, minus the human in the chair. We point it at a web page and pull clean, structured data out the other end in about ten lines.

Ayan Pahwa12 min read
An automatic Claude writer device, writing code.
AI-assisted data extraction

Claude Fable 5 is the new best model for writing scrapers

We ran nine models, including the new GPT-5.6, through our Zyte Scraping Code Benchmark. Claude Fable 5 puts Sol and others in the shade - but it’s pricey, and the best extraction code still depends on the best infrastructure.

Konstantin Lopukhin8 min read
gpt5-6-cover
AI

GPT-5.6, Fable 5, and GLM-5.2 entered a bar “crawl” and got hit by The Rate Limit

When OpenAI shipped GPT-5.6 and Anthropic's Fable 5 was sitting at the top of the price list, my question was not "which one wins a leaderboard." It was the one I actually pay for: for the scraping I do, how much model do I need to buy?

Ayan Pahwa16 min read
skills-are-software
Open-source

Treat your AI skills like software, starting with evals

Most AI skills are never tested — and it shows. Here's how Zyte evaluates scraping skills like real software, catching failures demos miss.

Neha Setia Nagpal14 min read
scrapy-ai-skills
Scraping practice

AI generated these Scrapy projects - why I won't ship them

What happens if you let AI create a Scrapy project from just a simple prompt? Here's what I got and what I had to fix.

John Rooney1 min read
Harness Engineering, part 2: harnessing a data extraction agent
Large Language Models (LLMs)

Harness Engineering, part 2: harnessing a data extraction agent

Point it at a website, tell it which fields you want, get back clean structured records. That's the agent we're designing in this post — and the interesting part isn't the model, it's the harness decisions that make it actually reliable at scale.

Ayan Pahwa8 min read
Harness Engineering, part 1: what is an agent harness and why it matters
Large Language Models (LLMs)

Harness Engineering, part 1: what is an agent harness and why it matters

Same model, same weights, zero retraining — LangChain changed nothing but the scaffolding around a coding model and jumped it from 30th place to the top five on a benchmark. That scaffolding has a name: the harness. And it's the part you actually control.

Ayan Pahwa8 min read
The harness matters more than the model - Podcast EP07
AI-assisted data extraction

The harness matters more than the model - Podcast EP07

"The model is the engine — but the harness is everything else." In Episode 7, we dig into why the infrastructure layer around your AI model matters more than the model itself, rank the best models available right now, and ask whether the open-weighted revolution is about to make frontier subscriptions obsolete.

John Rooney11 min read
Zyte's first Developer Community Meetup: the recap, slides, and recording
Announcement

Zyte's first Developer Community Meetup: the recap, slides, and recording

AI agents can now write, run, and self-heal your web scrapers, and in Zyte's first-ever Web Scraping Community Meetup we show you exactly how. Live demos, a Claude Code plugin that turns a prompt into production-ready data, and a fireside chat on where AI is really heading.

Ayan Pahwa3 min read
1 C N T 1225

How to run any model inside Claude Code

I run GLM 5.2 inside Claude Code with the same tools, the same skills, and the same agent loop. Three environment variables is all it takes.

Ayan Pahwa11 min read