Theresia Tanzil

Author

Theresia Tanzil

Content Writer

Theresia is a web scraping strategist who writes at the intersection of web scraping strategy and business decision-making, with a strong recent focus on how AI is reshaping data extraction economics — from "AI is the new engine for web scraping" to "The new economics of web data: Smaller scraping just got cheaper" and "Beyond Hello World: The Operational Gaps in LLM-Powered Scraping Tools." She also covers data quality frameworks ("The DQ playbook""Teaching AI to scrape like a pro"), role-specific guidance for BI, engineering, and scraping teams in her "Web data for X in 2026" series, and recurring use-case pieces on e-commerce price intelligence, compliance, and multimedia data. Beyond the blog, she authored Zyte’s flagship Web Scraping Industry Report series across both 2025 (four /learn/ installments — intro, developers, industry players, business leaders) and 2026 (whitepaper edition), plus a proxy-shopping primer. Across 43 published pieces, she is one of the site’s most prolific contributors on scraping strategy and web data application.

Building robust agentic AI workflows with rapid web data
Use case

Building robust agentic AI workflows with rapid web data

AI agents need access to public web data, right now. Tools connected to web scraping APIs empower agents to return live data quickly.

Theresia Tanzil10 min read
Enhancing AI model performance with fresh web data
Use case

Enhancing AI model performance with fresh web data

No-one likes an out-of-touch AI assistant. Fortunately, rapid refreshing can keep AI models aware of the very latest public information.

Theresia Tanzil10 min read
Building superior AI models with quality web data

Building superior AI models with quality web data

Training data quality can make or break AI model effectiveness. So how are engineers sourcing the web’s best input?

Theresia Tanzil10 min read
The great wall of data: The complexities of web scraping in the Asian market
Scraping strategy

The great wall of data: The complexities of web scraping in the Asian market

While the technological arms race of web data access is universal, the battleground in Asia has its own unique rules of engagement.

Theresia Tanzil10 min read
Actually, web scraping APIs are cheaper
Web scraping APIs

Actually, web scraping APIs are cheaper

Many data teams still think running a proxy-based scraping stack is most cost-effective. Industry pressures and our research disprove that idea.

Theresia Tanzil10 min read
The science of compliance: Tech tips for a legal data pipeline
Use case

The science of compliance: Tech tips for a legal data pipeline

New legal and regulatory compulsions for web data have significant business consequences. So, how can technologists engineer their company’s risk profile lower?

Theresia Tanzil10 min read
Web scraping APIs vs proxies: A head-to-head comparison
Web scraping APIs

Web scraping APIs vs proxies: A head-to-head comparison

Proxies are essential to scraping at scale. So, how do full-stack web scraping APIs compare?

Theresia Tanzil10 min read
Legal clarity comes with compliance demands
Web scraping APIs

Legal clarity comes with compliance demands

Explore how new regulations like the EU AI Act and California AB 2013 are reshaping AI data compliance in 2026. Learn why provenance, transparency, and lawful sourcing are now critical.

Theresia Tanzil, Robert Andrews5 min read
Brand visibility in the digital era: How web data help brands see the full picture
Web data collection

Brand visibility in the digital era: How web data help brands see the full picture

Discover how web data helps brands improve visibility, track competitors, monitor availability, and analyze reviews to win on the digital shelf.

Theresia Tanzil5 min read
How online retailers use web data to compete on price, promotion, and availability
Web data collection

How online retailers use web data to compete on price, promotion, and availability

Discover how retailers leverage web data to optimize pricing, track competitor stock, detect trends, and improve sales performance.

Theresia Tanzil5 min read
How web data turns e-commerce listings into retail intelligence
Web data collection

How web data turns e-commerce listings into retail intelligence

Discover how web data enables digital shelf analytics vendors to track prices, availability, and product trends at scale—fueling real-time retail intelligence and competitive advantage.

Theresia Tanzil5 min read
Dawn of the autonomous data pipeline
Use case

Dawn of the autonomous data pipeline

Discover how autonomous, agent-driven data pipelines are transforming web scraping in 2026, enabling self-healing systems, API discovery, and end-to-end automation.

Theresia Tanzil5 min read
AI is the new engine for web scraping
Web scraping APIs

AI is the new engine for web scraping

From LLM-powered extraction to agentic pipelines, here's how AI is reshaping every stage of the web scraping workflow in 2026 -- and what it means for your stack.

Theresia Tanzil, Robert Andrews5 min read
Is your AI coding assistant stuck in the past?
Developer interest

Is your AI coding assistant stuck in the past?

AI coding tools like Copilot can suggest outdated code and practices. Learn why this happens and how developers can ensure they use the latest standards.

Theresia Tanzil5 min read
Data outcomes are top of the scraping stack
Web scraping APIs

Data outcomes are top of the scraping stack

By 2026, scraping shifts from proxy management to API-first data outcomes. Learn why unified scraping APIs are replacing traditional stacks.

Theresia Tanzil, Robert Andrews7 min read
Beyond text: Unlocking value on the multimedia web
Web data collection

Beyond text: Unlocking value on the multimedia web

The web is about more than the written word. Why companies are racing to harness the power of video, audio and pictures.

Theresia Tanzil10 min read
Teaching AI to scrape like a pro: how we measure LLMs’ data quality
Scraping practice

Teaching AI to scrape like a pro: how we measure LLMs’ data quality

AI-enabled code editors can now conjure scraping code on command. But is it any good? Here’s how Zyte re-engineered LLMs with Web Scraping Copilot to drive best-in-class output.

Theresia Tanzil10 min read
Web data for engineering leaders in 2026: Scale scraping without scaling headcount
Use case

Web data for business insights in 2026: Elevate your BI function with quality data

Discover how BI teams in 2026 use AI-powered web data to cut data wrangling, improve quality, and stay compliant. Insights from Zyte’s Web Scraping Industry Report.

Theresia Tanzil5 min read
Web data for engineering leaders in 2026: Scale scraping without scaling headcount
Use case

Web data for scraping developers in 2026: AI fuels the agentic future

AI is reshaping web scraping in 2026. Learn how agentic systems, scraping APIs, and automated access management help developers build faster, more resilient data pipelines.

Theresia Tanzil5 min read
Web data for engineering leaders in 2026: Scale scraping without scaling headcount
Use case

Web data for engineering leaders in 2026: Scale scraping without scaling headcount

Explore how agentic AI is transforming web scraping in 2026, and why engineering leaders should rethink DIY infrastructure.

Theresia Tanzil5 min read
2026 Web Scraping Industry Report.

2026 Web Scraping Industry Report.

View the free 2026 Web Scraping Industry Report and learn how modern teams use AI and automation to collect reliable, compliant web data.

Theresia Tanzil10 min read
The new economics of web data: Smaller scraping just got cheaper
Scraping strategy

The new economics of web data: Smaller scraping just got cheaper

Discover how AI and new scraping tech are lowering costs, removing the “scale tax,” and making web data access affordable for smaller teams.

Theresia Tanzil2 min read
How to Plan Your Web Scraping Project Like a Product Manager
Web data collection

How to Plan Your Web Scraping Project Like a Product Manager

Most web scraping projects that collapse don't fail because of technical incompetence. They fail because teams treat data extraction like a coding sprint rather than a product launch.

Theresia Tanzil2 min read
The DQ playbook: How ‘data quality’ fuels business’ pursuit of precision
Scraping strategy

The DQ playbook: How ‘data quality’ fuels business’ pursuit of precision

The practice of data quality (DQ) is emerging as a key discipline businesses can use to understand and improve the provenance of the content they collect.

Theresia Tanzil2 min read
How price extraction is fuelling insights for modern retailers
Web data application

How price extraction is fuelling insights for modern retailers

Retail pricing has long combined data, experience, and instinct – but today’s market volatility demands a faster, smarter approach.

Theresia Tanzil7 min read
Four sweet spots for AI in web scraping
Large Language Models (LLMs)

Four sweet spots for AI in web scraping

Discover how AI and LLMs are enhancing web scraping with smarter crawling, fuzzy data extraction, automated spider generation, and intelligent QA.

Theresia Tanzil7 min read
From script to system: 10 building blocks to scale web scraping
Web data collection

From script to system: 10 building blocks to scale web scraping

Scaling your business’ web data gathering – acquiring, monitoring and storing a growing amount of data from a growing number of sources over time – requires holistic planning.

Theresia Tanzil10 min read
Quality, focus and scale: Three ways data outsourcing benefits businesses
Web data collection

Quality, focus and scale: Three ways data outsourcing benefits businesses

The Strategic Case for Buying Web Data: Quality, Focus, and Scale

Theresia Tanzil8 min read
What’s your data type? Solving the procurement problem
Web data collection

What’s your data type? Solving the procurement problem

Engagements with data suppliers break down when buyers don’t have a clear project concept. Understanding and articulating your needs is paramount. Meet the three types of data buyers. Which one are you?

Theresia Tanzil10 min read
The rise of Scrapy: How an open-source scraping framework conquered the web
Developer interest

The rise of Scrapy: How an open-source scraping framework conquered the web

The story of Scrapy reflects the broader evolution of the web itself and the ongoing quest to harness its ever-expanding ocean of information.

Theresia Tanzil10 min read
Browser bother: Three painkillers for headless scraping headaches
Scraping practice

Browser bother: Three painkillers for headless scraping headaches

This article shares three strategies to operationalize large-scale browser automation yourself,and what alternatives exist.

Theresia Tanzil10 min read
Buy or Build? The Four Roads to Acquiring Web Data
Web data collection

Buy or Build? The Four Roads to Acquiring Web Data

Weighing your options from full control to full service.

Theresia Tanzil10 min read
New in Zyte: Scroll Control, Lower Costs, and More
AI-assisted data extraction

Beyond Hello World: The Operational Gaps in LLM-Powered Scraping Tools

The difference between writing a scraper and running a scraping operation

Theresia Tanzil10 min read
Has Your Google Scraper Stopped Working? Here’s What You Need to Know
Web data collection

Has Your Google Scraper Stopped Working? Here’s What You Need to Know

Discover how to adapt to Google’s January 2025 SERP changes requiring JavaScript rendering.

Theresia Tanzil4 min read
Web Data Extract Summit 2024: What Did You Miss?
Developer interest

Web Data Extract Summit 2024: What Did You Miss?

What did you miss from the sixth Web Data Extract Summit in Austin, TX? Find out business and technical insights from experts in web data extraction.

Theresia Tanzil11 min read
Zyte Blog — field notes from the world of data extraction
Leadership

The 2025 Web Scraping Industry Report

This report examines how data engineers, developers, and industry leaders can navigate shifting challenges by embracing adaptability and staying aligned with constant change.

Theresia Tanzil20 min read
Zyte Blog — field notes from the world of data extraction
Leadership

The 2025 Web Scraping Industry Report - Developers

Learn strategies for industry players to balance innovation, ethics, and operational excellence in a rapidly evolving data landscape.

Theresia Tanzil20 min read
Zyte Blog — field notes from the world of data extraction
Leadership

The 2025 Web Scraping Industry Report - Industry Players

This report helps business leaders and data buyers validate ROI from purchased data by aligning decisions with their stage in the data journey—exploration, discovery, or definition.

Theresia Tanzil20 min read
Designing a fair and predictable pricing model for Web Scraping APIs
Web scraping APIs

Designing a fair and predictable pricing model for Web Scraping APIs

Discover how Zyte practices performance-based pricing and a customer-first approach to reshape web data extraction services.

Theresia Tanzil5 min read
Zyte Blog — field notes from the world of data extraction
Traffic

Proxy-Shopping Primer: Datacenter Proxies and Beyond

Datacenter proxy is a proxy management system built on top of a pool of datacenter IPs used for web scraping.

Theresia Tanzil20 min read