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 5 Indeed Web Scrapers
Indeed offers APIs primarily for job posting and applicant tracking; however, obtaining large-scale job data often requires a robust Indeed web scraping service. Many companies use Indeed job scrapers to collect job titles, salary data, company information, and job descriptions from public listings.
How to Scrape Reviews for Free Using Python (No APIs)
We scraped reviews from Google Play, Yelp, and Trustpilot using Python. Each platform required a different method: How to Scrape Google Play Reviews with Python & Selenium Step 1: Setting up anti-detection Google continues to expand anti-spam protections on Google Play.
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.
Best UK Proxies in 2026: England & British IP Servers Ranked
We benchmarked the top 6 UK proxy services against high-security British domains, including social media and e-commerce sites, to identify the best UK-based residential proxies.
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.
Benchmarked the Top 5 Web Walmart Scrapers
We benchmarked the top Walmart scraper APIs to understand how they perform under real scraping workloads. Our test included 200 Walmart URLs from both product and search pages, with two request batches per URL, totaling 2,000 requests across all providers.
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.
Oxylabs vs Bright Data: Pricing & Benchmark Comparison
Oxylabs and Bright Data are two of the largest proxy providers used for large-scale web scraping and automation.
Web Scraping Craigslist: Best Craigslist Scrapers
Craigslist organizes listings by city and category, with posts expiring frequently. The site restricts automated scraping, so an effective scraper must manage pagination, eliminate duplicates, and address anti-bot measures. Several scraping vendors began shipping MCP (Model Context Protocol) connectors, making it easier to run scraping tasks from AI agents.
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