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
How to Use SOCKS5 Proxy: Setup for Mac, Windows, & Mobile
If you have tried entering your SOCKS5 details into your iPhone or Android settings and found that your internet stopped working, you are not alone. In 2026, mobile OS security and the shift to Manifest V3 browser standards have changed how we manage proxies.
Best Indeed Dataset Providers: Official APIs vs Third-Party Vendors
For getting Indeed data, the market breaks down into three options: do-it-yourself scraping infrastructure, more flexible infrastructure, or managed third-party datasets. Each option comes with different tradeoffs around speed, coverage, reliability, maintenance, and control.
Top 7 Video Scrapers in 2026: Tested & Ranked
Major video-sharing networks are highly dynamic environments that present significant challenges for automated data extraction. Technical hurdles, such as the prevalence of infinite-scrolling layouts in short-form video feeds, often cause standard scrapers to fail to consistently retrieve data.
Top 10 E-Commerce Scrapers in 2026: Benchmarked & Tested
Many e-commerce sites today are JavaScript-rendered, have anti-bot protections, and use regional versions (different domains, currencies). We benchmarked the leading scrapers across 1,700 URLs (including Amazon & Walmart) to measure speed, data accuracy, and cost.
Top 6 LLM Scrapers in 2026
We ran a benchmark to compare how top LLM scraper providers like Bright Data, Oxylabs, and Apify perform with models such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider with each prompt repeated 10 times for consistency. The top-performing provider is detailed below.
6 Best Lead Scraping Tools: Pricing & Performance Review
When choosing a lead scraper, think about how much data you need and whether the tool fits your budget and technical skills. You can find specialized social media bots, cloud platforms, and affordable desktop apps for local data extraction.
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, for a total of 2,000 requests across all providers.
Best Glassdoor Datasets in 2026
Glassdoor datasets offer useful insights into job listings, employer reviews, and salaries, but they are not the exclusive source of labor-market or employer-brand data. We review the four top providers of Glassdoor datasets: Bright Data, Coresignal, Oxylabs, and Actowiz. Our evaluation covers each provider’s dataset structure, extraction techniques, update schedules, delivery options, and pricing models.
Best LinkedIn Scrapers: Bright Data, Apify & PhantomBuster
We benchmarked the best LinkedIn scraper tools using 9,000 requests across posts, profiles, and job listings. This guide covers two main areas: Apify vs.
Decodo Review: How It Performed in Our Tests
We examined Decodo in our benchmark suite across proxy servers and scraping categories. Our data suggest that Decodo is strongest in residential proxies, where it stands out for pricing efficiency, and it remains highly competitive in mobile proxies.
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