Gulbahar Karatas
Gülbahar is an AIMultiple industry analyst focused on web data collection, applications of web data and application security.
Professional experience
She previously worked as a marketer in U.S. Commercial Service.
Research interests
She is a frequent user of the products that she researches. For example, she is part of AIMultiple's web data benchmark team that has been annually measuring the performance of top web data infrastructure providers.
Education
Gülbahar has a Bachelor's degree in Business Administration and Management in 9 Eylul University.
Latest Articles from Gulbahar
Top 10 Email Scraping Tools of 2026
Email scrapers are increasingly packaging email discovery with AI-assisted prospecting, verification, enrichment, and buying signals, while some platforms are introducing native alternatives that reduce reliance on third-party scraping tools. Many modern products combine email extraction with validation, CRM sync, enrichment, and AI-assisted prospect research rather than offering data extraction alone.
Scraping Google Trends for Real-Time Insights
Google Trends is a useful tool for businesses, marketers, and content creators who want to monitor search demand, spot emerging topics, and make faster data-driven decisions. As of 2026, the product also includes Gemini-powered exploration features on the desktop Explore page, expanding how users discover related terms and compare trends.
Oxylabs vs Decodo: Performance Benchmarks & Pricing
Based on our benchmarks, Oxylabs may be better suited for large-scale search engine scraping, while Decodo offers comparable performance across residential and mobile proxy use cases. Both providers deliver high-performance proxy infrastructure, with Oxylabs performing better for search engine scraping while Decodo remains competitive across proxy-based workloads.
Best Amazon Proxies for 2026: Benchmarks & Pricing
We tested proxy performance by connecting different services to scraper APIs and making more than 150,000 requests on seven Amazon domains (.com, .ca, .co.uk, .de, .fr, .it, and .es). Our benchmark compared the success rate and median latency for residential, datacenter, ISP, and unblocker proxies to give a data-based comparison.
How to Design an AI Infrastructure & Key Components
AI infrastructure is the foundation of current AI applications, combining specialized hardware, software, and operating methods to meet AI needs. Businesses across various industries utilize it to integrate AI into products and processes, such as chatbots (e.g., ChatGPT), facial/speech recognition, and computer vision.
Bright Data Proxies: Features and Pricing
Bright Data expanded its platform beyond traditional proxy infrastructure. The company introduced Web MCP (Model Context Protocol) tools designed for AI agents and automated systems, enabling programmatic web browsing, scraping, and search capabilities optimized for LLM-based workflows.
ChatGPT Web Scraping: Tutorial & Applications
ChatGPT is an easy way to bring AI to web scraping, saving developers from manual parsing work that requires constant updates. Using LLMs is becoming one of the best web scraping practices.
Speech Recognition: 12 Use Cases & Examples
Businesses generate large volumes of voice data from calls, meetings, and voice interfaces, but manually processing this data is slow and difficult to scale. Speech recognition (also called automatic speech recognition or speech-to-text) converts spoken language into text, enabling systems to analyze and automate voice-based workflows such as call transcription, voice assistants, and meeting summaries.
Top 5 Web Scraping Use Cases in the Food Industry
A food product’s descriptive qualities and components.
The Best Managed Data Services in 2026
Managed data collection services provide a fast alternative to building and maintaining a data infrastructure, and allow businesses to focus on their core activities. Which functions would you like to outsource? Top managed web data collection providers All services claim to be compatible with GDPR and CCPA and offer self-service options.
AIMultiple Newsletter
1 free email per week with the latest B2B tech news & expert insights to accelerate your enterprise.