Nazlı Şipi
She is also part of the benchmark team, focusing on web data scraping, large language models (LLMs), AI agents, and agentic frameworks.
Nazlı holds a Master’s degree in Business Analytics from the University of Denver.
Latest Articles from Nazlı
Top 4 Google Play Scraping Providers Compared
We benchmarked four web scraping providers across Google Play product page URLs, sending 4,000 requests in total. For each request, we measured how reliably the provider returned data, how long it took from submission to final response, and how many metadata fields the response contained. Vendors are ranked by the number of structured metadata fields…
Best Glassdoor Scrapers: Bright Data, Oxylabs & Decodo
To compare how well different tools handle Glassdoor‘s CAPTCHAs, login overlays, and frequent layout changes, we tested 5 leading web data scrapers across 2,500 requests and tracked each provider’s success rate, completion time, and metadata coverage. You can read our benchmark methodology for more details on our testing process. Bright Data was the only provider…
5 Best Google Maps Scraper APIs: Tested & Ranked
To find the best Google Maps scraper, we benchmarked the top web scraping providers, Apify, Oxylabs, Octoparse, and SerpApi by running 100 searches for each. We tested 10 categories and analyzed 4,000 business listings. Google Maps listing data was more accessible than Google Maps reviews in our reviews scraping benchmark. Top providers reached 100% success…
Top 7 Video Scrapers: Tested & Ranked
We tested the top 7 video scraping providers to see how they handle video metadata on the top video platform, totaling 6,000 requests, and measured their success rate, response time, and metadata fields. To see how we calculated these metrics, read video scraping benchmark methodology. Different providers return different amounts of metadata for the same…
Web Crawler Benchmark to Feed Websites to AI
We benchmarked four crawl APIs across three domains of varying difficulty at three max depth levels (5, 10, 20) with a 1,000-page limit, measuring crawl coverage, execution time, link discovery, markdown link quality, and title extraction accuracy. If you aim to: You can read our benchmark methodology. Firecrawl consistently crawled around 100 pages on theregister.com…
Top LLMOps Tools & Compare them to MLOPs
LLMOps platforms handle the operational side of running large language models: deployment, monitoring, evaluation, and cost management. We examined top LLMOps tools, their core features, pricing models, and how they differ from each other to help identify the best fit for various use cases. A breakdown of each metric is provided below: LLMOps platforms support…
Review Scraping Benchmark: Bright Data, Oxylabs & Decodo
We tested 5 web scraping providers across 5 major review platforms for a total of 12,500 requests, and measured success rate, completion time, and metadata fields. You can read benchmark methodology section for more details on the testing process. Bright Data achieved the highest average success rate at 78% across all five review platforms and…
Top 6 LLM Scrapers: ChatGPT, Perplexity & Gemini
We benchmarked how the top LLM scraper providers, including Bright Data, Oxylabs, and Apify, perform at extracting outputs from LLM platforms such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider, repeating each prompt 10 times for consistency. The top-performing provider is detailed below. Providers missing…
Best Twitter (X) Scrapers: Benchmarked
We benchmarked the top Twitter (X) scrapers across 1000 URLs, for a total of 5000 requests. To help you choose the right tool for your Twitter scraping projects, we have categorized the top performers below. Since all providers reached 100% success rate, we compared their completion time. See our benchmark methodology for more details. When…
Top 5 Open-Source Agentic AI Frameworks
We benchmarked 4 popular open-source agentic frameworks across 2,000 runs (5 tasks, 100 runs each per framework), measuring end-to-end latency, token consumption, and architectural differences. We examined how the frameworks themselves influence agent behavior and the resulting impact on latency and token consumption. LangGraph is the fastest framework with the lowest latency values across all…
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