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
Oxylabs vs Decodo: Features, Performance & Pricing ['26]
Oxylabs and Decodo are two major players in the proxy service industry. Both vendors offer an extensive array of proxy types, and various plans to suit different budgets and requirements. Oxylabs and Decodo invest in advanced technology to ensure high uptime and speed of proxy solutions.
Bright Data Proxies: Features and Pricing in 2026
Bright Data is a platform specializing in web data collection and proxy services, offering various web scraping solutions such as a web scraper API, web unblocker, scraping browser, datasets, and proxies. Their proxy network includes datacenter, ISP, residential, and mobile proxies, catering to both businesses and individual users.
How to Scrape Travel Data & Best Tools in 2026
There are several approaches to obtaining travel data: using pre-existing datasets, gathering your own data, or sourcing data externally. Whichever method you choose, effective travel data scraping requires a reliable tool to address potential data collection challenges.
Unblocker& Proxy Benchmark: 7 Vendors vs ~5k URLs ['26]
AIMultiple web data collection benchmark analyzes leading web unblocker and proxy service providers including residential proxy networks.
7 Web Scraping Best Practices You Must Be Aware of
Many websites actively try to prevent or limit web scraping to protect their data. When planning a web scraping project, it’s important to balance technical, financial, and legal factors. See the top web scraping best practices for an ethical and successful web scraping: 1.
Speech Recognition: Everything You Need to Know in 2026
Speech recognition, also known as automatic speech recognition (ASR), enables seamless communication between humans and machines. This technology empowers organizations to transform human speech into written text. Speech recognition technology can revolutionize many business applications, including customer service, healthcare, finance and sales.
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.
Scraping Google Trends for Real-Time Insights
Google Trends is an excellent tool for businesses and content creators who want to stay ahead of customer behavior, spot emerging trends, and make data-driven decisions. This guide explains what Google Trends data is, the legality of scraping Google Trends, and use cases for leveraging Google Trends data.
Playwright vs Selenium: Pros, Cons, and Use Cases Compared
Playwright and Selenium are both powerful frameworks for web test automation. Playwright is a newer, open-source tool developed by Microsoft, designed to support modern web applications with speed and reliability. Selenium, a long-standing open-source project, supports a broad range of browsers, languages, and testing needs.
Top 8 Website Change Monitoring Tools in 2026
Monitoring website changes enables businesses and individuals to stay informed about their updates on e-commerce websites, and address any website problems. This article explains website change monitoring, its use cases, and a range of tools that can help streamline the process of tracking changes across web pages.
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