KERNEL vs. Agent Compute Engine

Gaffa is an API for web scraping and browser automation that gives developers control over real, full browsers with a single request, no headless-browser setup, proxy management, or infrastructure scaling required. Pages render with full JavaScript support by default, matching exactly what a real user would see. The platform covers the full range of automation needs: scraping, AI-powered data extraction into structured JSON using custom schemas, full-page screenshots, PDF export, infinite-scroll scraping, automated form filling, and converting webpages into clean Markdown for AI and LLM workflows. Reliability is built in through a rotating residential proxy network and automatic CAPTCHA and anti-bot handling, so requests succeed even against protected sites. Pricing follows a transparent, credit-based model tied to browser execution time and bandwidth, making costs predictable as usage scales. Gaffa is aimed at AI engineers, data-driven teams, and developers who need dependable, large-scale web data without the overhead of running their own scraping infrastructure.

Oxylabs is a web intelligence and data collection platform that provides enterprise-grade proxy networks, web scraping infrastructure, browser automation tools, and ready-made datasets. The platform enables organizations to collect publicly available web information for market research, competitive intelligence, pricing analysis, and other data-driven business activities. Its proxy network includes more than 177 million IP addresses across 195 countries, supporting geographically distributed data access requirements. Available proxy types include residential, ISP, mobile, datacenter, and dedicated datacenter proxies for different browsing and extraction workflows. Web Unblocker uses AI-driven technology to handle access challenges presented by websites with sophisticated anti-bot protections. The Web Scraper API manages large-scale data extraction workflows, helping organizations retrieve website information without maintaining extensive custom scraping infrastructure. Agent Browser supports automated browsing and data collection from dynamic websites that require browser interaction and advanced access handling. Oxylabs AI Studio provides no-code data extraction capabilities for users who want to collect website information without developing custom scraping scripts. The platform also offers ready-made datasets containing structured information from industries such as ecommerce and real estate. Oxylabs emphasizes ethical data collection practices, compliance-focused infrastructure, and enterprise support for organizations managing web intelligence operations. The company serves more than 4,000 customers worldwide, including Fortune 500 organizations, and provides 24/7 customer assistance for its proxy and data collection services.

Apify offers a comprehensive platform for web scraping, browser automation, and data extraction at scale. The platform combines managed cloud infrastructure with a marketplace of over 10,000 ready-to-use automation tools called Actors, making it suitable for both developers building custom solutions and business users seeking turnkey data collection. Actors are serverless cloud programs that handle the technical complexities of modern web scraping: proxy rotation, CAPTCHA solving, JavaScript rendering, and headless browser management. Users can deploy pre-built Actors for popular use cases like scraping Amazon product data, extracting Google Maps listings, collecting social media content, or monitoring competitor pricing. For specialized needs, developers can build custom Actors using JavaScript, Python, or Crawlee, Apify's open-source web crawling library. The platform operates a developer marketplace where programmers publish and monetize their automation tools. Apify manages infrastructure, usage tracking, and monthly payouts, creating a revenue stream for thousands of active contributors. Enterprise features include 99.95% uptime SLA, SOC2 Type II certification, and full GDPR and CCPA compliance. The platform integrates with workflow automation tools like Zapier, Make, and n8n, supports LangChain for AI applications, and provides an MCP server that allows AI assistants to dynamically discover and execute Actors.

BAND develops comprehensive interaction frameworks tailored for large-scale applications of distributed AI agents. This platform enables real-time, collaborative communication between agents and humans while integrating a runtime control plane that maintains policy adherence, establishes authority boundaries, and guarantees transparency across varied systems. Moreover, BAND supports developers, engineering teams, and leaders overseeing enterprise platforms that manage multi-agent ecosystems across internal frameworks, SaaS offerings, and collaborative environments with partners. This robust support not only improves operational efficiency but also stimulates innovation within intricate organizational frameworks, ultimately driving progress and adaptability in a rapidly evolving technological landscape.

Effectively tracking third-party scripts removes ambiguity, guaranteeing that you remain informed about what is sent to your users' browsers. The uncontrolled existence of these scripts within users' browsers can lead to major complications when issues arise, resulting in negative publicity, possible legal repercussions, and claims for damages due to security violations. Organizations that manage cardholder information must adhere to PCI DSS 4.0 requirements, specifically sections 6.4.3 and 11.6.1, which mandate the implementation of tamper-detection mechanisms by March 31, 2025, to avert attacks by alerting relevant parties of unauthorized changes to HTTP headers and payment details. c/side is distinguished as the only fully autonomous detection system focused on assessing third-party scripts, moving past a mere reliance on threat intelligence feeds or easily circumvented detection methods. Utilizing historical data and advanced artificial intelligence, c/side thoroughly evaluates the payloads and behaviors of scripts, taking a proactive approach to counter new threats. Our ongoing surveillance of numerous websites enables us to remain ahead of emerging attack methods, as we analyze all scripts to improve and strengthen our detection systems continually. This all-encompassing strategy not only protects your digital landscape but also cultivates increased assurance in the security of third-party integrations, fostering a safer online experience for users. Ultimately, embracing such robust monitoring practices can significantly enhance both the performance and security of web applications.

Google Cloud serves as an online platform where users can develop anything from basic websites to intricate business applications, catering to organizations of all sizes. New users are welcomed with a generous offer of $300 in credits, enabling them to experiment, deploy, and manage their workloads effectively, while also gaining access to over 25 products at no cost. Leveraging Google's foundational data analytics and machine learning capabilities, this service is accessible to all types of enterprises and emphasizes security and comprehensive features. By harnessing big data, businesses can enhance their products and accelerate their decision-making processes. The platform supports a seamless transition from initial prototypes to fully operational products, even scaling to accommodate global demands without concerns about reliability, capacity, or performance issues. With virtual machines that boast a strong performance-to-cost ratio and a fully-managed application development environment, users can also take advantage of high-performance, scalable, and resilient storage and database solutions. Furthermore, Google's private fiber network provides cutting-edge software-defined networking options, along with fully managed data warehousing, data exploration tools, and support for Hadoop/Spark as well as messaging services, making it an all-encompassing solution for modern digital needs.

Wave Browser is an efficient browser that makes everyday online life cleaner, more organized, and more meaningful. Built on the trusted Chromium foundation, it brings essential tools directly into the browser so you can get more done without installing extra extensions or juggling multiple apps. The sidebar keeps your favorite tools and lists within instant reach, while split view lets you work across two pages at once, ideal for research, comparison, studying, or multitasking. Wave keeps your browsing protected with features that put you in control. Ad and tracker blocking give you a more secure, private experience, and incognito mode allows you to browse without storing activity on your device. With AppEsteem Certification, Wave Browser meets strict standards for clean installation, transparent behavior, and responsible software practices that help keep your experience safe. Productivity is built into Wave’s core. Tab grouping, bookmarks, and a reading list help keep your ideas organized, while picture-in-picture, Memory Saver, and Energy Saver modes keep your device running smoothly during heavy tab sessions. The built-in AI Assistant, messaging integrations, and fast-action buttons to your favorite sites turn the browser into a true productivity partner that supports your day. Most importantly, Wave Browser is the only browser with real ocean impact built in. Through a certified partnership with 4ocean, Wave helps fund the removal of 100,000 pounds of trash from our ocean, rivers, and coastlines each year. A live impact tracker shows how much waste the Wave community has helped remove, with verified updates from cleanup crews around the world. With Wave Browser, your everyday browsing supports cleaner waters and the people working to protect them.

Enhance your website's capabilities with RAD PDF, an installation-free solution for PDF editing, form filling, redaction, signing, viewing, and much more! Designed as a user-friendly library/WebControl that works seamlessly with .NET 3.5+, .NET Core, and .NET 5+, RAD PDF is compatible with various ASP.NET frameworks such as MVC, Razor, Blazor, and WebForms. This powerful tool supports 99% of internet browsers across platforms including Linux, Mac OS X, Microsoft Windows, and mobile devices, eliminating the need for plugins or Adobe Reader. More than just a PDF to HTML converter, RAD PDF fully supports essential PDF features such as annotations, bookmarks, form fields, and page labels. With sophisticated PDF options, users can selectively enable or disable features not accessible through Adobe Acrobat Reader, such as restricting PDF download while still permitting online viewing. Moreover, RAD PDF allows users to fill out and save PDF form fields directly through their web browsers, streamlining the process without requiring any software installation. By integrating directly with ASP.NET, RAD PDF empowers your web application to collect input data, create tailored workflows, and offer an intuitive graphical user interface for virtually any online PDF interaction you can envision! Experience the convenience of RAD PDF and elevate your website's PDF handling capabilities today!

Epicor Kinetic is a cloud-first, AI-powered manufacturing ERP platform for companies that need better coordination across finance, supply chain, production, inventory, quality, service, and reporting. It is generally suited to discrete, make-to-order, engineer-to-order, and mixed-mode manufacturers that want one system for planning and scheduling, materials management, shop floor activity, order fulfillment, financial visibility, and multi-site operations. Kinetic also includes browser-based access, role-based workflows, integration and extensibility tools, and support for cloud, on-premises, and hybrid deployment. For buyers comparing manufacturing ERP options, it offers broad operational coverage along with analytics, CRM, project management, governance and compliance, workforce mobility, collaboration, and AI-supported capabilities through Epicor Prism. With support across multiple regions and languages, Kinetic can fit manufacturers operating across plants, countries, and supplier networks.

Jscrambler is the leader in Client-Side Security, protecting the code, data, and digital interactions that power modern web applications. As organizations increasingly adopt AI-generated code, third-party software components, and AI-powered agents, more critical application logic and sensitive data are exposed within the browser. Jscrambler provides the security and governance layer for this environment, giving enterprises visibility and control over what happens at runtime. The Jscrambler Client-Side Security Platform is powered by a Behavioral Enforcement Core that continuously monitors and enforces how application code, including AI-generated code, third-party scripts, AI agents, and sensitive data behave in the browser. By enforcing software integrity and data governance at runtime, Jscrambler helps organizations prevent client-side attacks, protect sensitive data, and maintain control over digital experiences. Trusted by organizations across financial services, retail, travel, healthcare, and other industries, Jscrambler helps enterprises address client-side security and compliance requirements including PCI DSS, GDPR, HIPAA, CIPA, CCPA, and the EU AI Act.