Dreamdata vs Zobrx

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.

Zobrx combines multi-touch attribution, Marketing Mix Modeling, geo-lift incrementality testing and clean-room analytics for marketing measurement. Attribution choices include Markov-chain removal-effect and Shapley value models, alongside first-click, last-click, time-decay and position-based approaches. Its Bayesian Marketing Mix Model is rebuilt every 24 hours and uses channel saturation curves, geo decomposition and long-tail ad-stock decay. Geo-lift tests select matched control regions with synthetic-control methods and report 95%-confidence results. For Amazon impression-level data, Marketing Cloud clean-room analytics supports privacy-safe SQL for path-to-purchase and cross-device questions. The integrations directory lists 92+ connectors across advertising, analytics, CRM, ecommerce, messaging, warehouses and AI. Exports can use a public REST API, webhooks or SDKs for Python, Node.js, PHP and Go. Zobrx offers a free plan and a 14-day trial without a credit card. Paid plans start at $79 a month billed annually; Growth is $319 a month and Scale is $1,199 a month, both billed annually.