DataMarket vs. Human Native Comparison Chart

dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow. Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.

DataHub Cloud is an event-driven AI & Data Context Platform that uses active metadata for real-time visibility across your entire data ecosystem. Unlike traditional data catalogs that provide outdated snapshots, DataHub Cloud instantly propagates changes, automatically enforces policies, and connects every data source across platforms with 100+ pre-built connectors. Built on an open source foundation with a thriving community of 13,000+ members, DataHub gives you unmatched flexibility to customize and extend without vendor lock-in. DataHub Cloud is a modern metadata platform with REST and GraphQL APIs that optimize performance for complex queries, essential for AI-ready data management and ML lifecycle support.

Verkada brings the ease of use that consumer security solutions provide, to the levels of scale and protection that businesses and organizations require. By building high-end hardware on an intuitive, cloud-based software platform, modern enterprises are able to run safer, smarter buildings across all of their locations. PoE cameras are online and fully operational in minutes. No NVRs or DVRs. Store up to 365 days of footage locally. Stay ahead of emerging threats with ongoing feature and security updates. Cameras send encrypted thumbnails to the cloud and stream only when actively viewed. Store clips in the cloud indefinitely and easily share archived events with key stakeholders. Bring footage across sites into one dashboard and grant secure access to your entire team. Cameras act as sensors, leveraging the latest in AI and edge computing to uncover actionable insights in real-time. Overcome common challenges associated with physical security management.

LeanData’s GTM Orchestration Platform helps B2B teams simplify complex processes, connect siloed tools, and take faster action across the entire buyer journey. With no-code automation and node-level integrations, LeanData makes it easy to match, route, assign, and schedule leads — while adapting to changes in your strategy, tech stack, or territory design. Trusted by companies like Nvidia, Cisco, and Palo Alto Networks, LeanData empowers GTM teams to operate with speed and precision — capturing more revenue, improving conversions, and delivering better customer experiences from first touch through closed-won and beyond.

Nimbler is the ultimate B2B contact data and enrichment platform. We make it easy for salespeople and marketers to access verified lead data and enrich their existing CRM data in real time. Nimbler offers the best coverage, real-time validation, no charge for bad data, unlimited users at no extra cost, and no annual contracts. Easily Find Prospects based on numerous filters like job title, company, seniority level, department, industry, location, interests, skills, education, and more. Our data is validated in real-time so your outbound emails can reach the inbox of your ideal customers. You can easily enrich your contact data and 50+ additional data points including social profiles, phone numbers, emails, and work and personal information. Try Nimbler for free and get access to high-quality lead data and unlimited user seats.

Semrush is an online visibility management and content marketing SaaS platform that ensures businesses get measurable results from online marketing. Our software helps companies of all sizes and industries to optimize their visibility across key channels and create engaging content for their users. Our data enables discovery of great growth opportunities, while workflow and tracking solutions help users run experiments continuously and more accurately measure results. Unveil your competitors’ marketing strategy and tactics. Analyze traffic of any website. Unveil competitor promotion strategies. Get ideas for growing your market share. Discover keyword & backlink gap. Discover how to reach more prospects while spending less. Find the best keywords for every PPC campaign. Monitor your competitor’s ad copies and landing pages. Optimize your Advertising spend (at a local level). Analyze Google Shopping ad campaigns.

Resolver gathers all risk data and analyzes it in context — revealing the true business impact within every risk. Our Risk Intelligence Platform traces the extended implications of all types of risks — whether compliance or audit, incidents or threats — and translates those effects into quantifiable business metrics. Finally, risk becomes a key driver of opportunity instead of being disconnected from the business. Choose the risk intelligence software used by over 1000 of the world’s largest organizations. Resolver makes it easy to collaborate and collect data from across the enterprise, allowing teams to fully understand their risk landscape and control effectiveness. Understanding your data is one thing; being able to use it to drive vital action. Resolver automates workflows and reporting to ensure risk intelligence turns into risk reduction. Welcome to the new world of Risk Intelligence.

Cortex is the AI-powered Internal Developer Portal that helps engineering leaders build organizations that ship reliable, secure, and efficient software, faster. It uses AI to make sense of your engineering data, figure out the next unlock for your team, and solve it, all in one place. Trusted by high-performing engineering organizations, Cortex integrates seamlessly with existing tools to provide a centralized, actionable view of service health and ownership. • Within minutes, determine who owns each service with Cortex’s AI service ownership model across thousands of repositories. • Standardize golden paths using Workflows, enabling teams to scaffold new services & provision infrastructure in minutes. • Consistently uphold best practices and standards across your organization with automated Scorecards and targeted Initiatives. • Make informed, impactful actions based on real-time insights.

Protect your business against damaging data breaches and easily comply with security frameworks like ISO 27001, GDPR, and HIPAA. Our software-only virtual private network easily integrates with your existing infrastructure to provide a flexible and scalable way to protect your organization. With our VPN Professional plan, you can securely access your LAN and SaaS resources by assigning and segmenting permissions to private dedicated VPN servers, allowing employees to access only what they need. With all plans, your network traffic is secured using strong AES-256 or ChaCha20 encryption. You can further strengthen your organization's security with enforced 2FA and seamless login through single sign-on (SSO) with SCIM support for automated user provisioning. Proton VPN's high-speed server network is one of the largest in the world and is part of a suite of open source end-to-end encrypted products from the makers of Proton Mail that are designed to keep your business secure.

One Solution to Simplify File Management and Orchestration Across Edge, Data Center, and Cloud Storage PeerGFS is a software-only solution developed to solve file management/file replication challenges in multi-site, multi-platform, and hybrid multi-cloud environments. With over 25 years of experience in geographically dispersed file replication, we help organizations: - Improve availability through Active-Active data centers (on-premises and/or in the cloud) - Protect data at the Edge with Continuous Data Protection to the data center - Increase productivity for distributed project teams with fast, local access to file data Today’s always-on world requires real-time data infrastructure with 24x7x365 availability. PeerGFS works with the storage systems you already have deployed and support: - High volume data replication between well-connected data centers - Wide area networks with limited bandwidth and higher latency PeerGFS is easy to install and manage.