Dreamdata vs Open Attribution

Dreamdata is a B2B activation and attribution platform that maps customer journeys across company accounts. Its digital analytics track site engagement by account and connect activity with data from advertising networks. It brings contact activity from a shared account into an end-to-end journey and organizes UTM parameters into channels and sources. Dreamdata says its IP-to-company resolution engine identifies up to 80% of companies. Analytics Hub provides custom reports and dashboards that trace figures to their source. Users can export the account-based go-to-market data model and connect it to BI and machine-learning tools. Listed CRM integrations include HubSpot, Salesforce, Microsoft Dynamics, and Pipedrive, alongside marketing, advertising, warehouse, BI, and reverse-ETL integrations. Client-side and server-side tracking APIs include Node.js and Go SDKs. AI tools include an Analytics Agent for plain-English questions, an MCP Server for preferred LLMs, and a warehouse foundation for custom agents. It runs on web and through an API. The Free plan is free; Attribution & Activation has custom pricing.

Open Attribution is an open-source advertising attribution platform for app and game developers who want to keep control of their advertising data. Its pipelines retain raw data and aggregate it for analytics and dashboard queries. Users can select attribution models, including multi-touch and CTV, and the MMP dashboard covers permissions, apps, network settings, and campaign analytics. Data can be exported or connected to other BI tools without proprietary restrictions. The project says self-hosting keeps advertising data on the customer’s own servers rather than under third-party control. Listed platforms are Android, iOS, and self-hosted deployment. The free Alpha plan is self-hosted and includes open-source access, raw data access, and community support. Open Attribution is in very early alpha, under construction, and not yet ready; the project advises contacting it before production use. Hosted Indie and Business plans are planned but unavailable. Business is listed at $0.01 per monthly active user per month. Community contact is available through Discord and [email protected].