Dreamdata vs Ebsta Forecasting

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.

Ebsta Forecasting helps sales teams examine deal risk, understand forecast changes and submit forecasts supported by deal evidence. Revenue Intelligence includes projected revenue, forecast roll-ups, trends, pacing, submissions and a waterfall chart. Pipeline views add trends, benchmarks, deal scores, positive and negative deal factors, and funnel analytics. Ebsta analyzes pipeline factors to help managers assess the likelihood that forecast deals will close. The product lists deal risk alerts, AI forecasting, recommended actions and forecast customization. Salesforce and HubSpot are CRM integrations; the pricing comparison also lists Gmail, Outlook/Office 365, Zoom, Teams and Slack integration features. The product runs on the web and as an extension. The vendor offers a 14-day free trial with unlimited access to Conversation Intelligence, Relationship Intelligence and Revenue Intelligence. Paid pricing is available on request. Ebsta was founded in 2012 and is headquartered in London, UK. The vendor says the platform and data are hosted on AWS US-East, and that it is ISO 27001 compliant with encryption in transit and at rest.