Databox vs Looker

Databox brings performance metrics and business context together for teams and agents to analyze, report on and act on results. Its AI Analyst answers plain-language questions using metrics, goals and historical business data. Teams can use shareable dashboards and scheduled reports, and share performance with people who do not have a login. Databox connects to more than 130 tools, as well as databases, spreadsheets and APIs; examples include Google Analytics 4, HubSpot, Google Sheets and Facebook Ads. The company says its integrations include more than 4,000 curated metrics. Agents and routines can automate recurring analysis and workflows under user oversight. The cloud service runs on the web and offers an API, hourly refreshes, embedded analytics and natural-language queries. Free includes one user, three data sources, one dashboard and report, and 50 AI credits per month; its maximum sync frequency is daily. Analyst, Team Core and Team Scale list hourly maximum sync frequency. Free is available, with a 14-day trial and paid plans from $71 a month billed annually. Databox describes its audience as growing businesses, agencies and AI implementers. Its security practices include encryption at rest and in transit, access controls, and a statement that data is not used to train AI models.

Looker helps organizations explore, share, and visualize company data for business decisions. Its LookML semantic models define dimensions, aggregates, calculations, and relationships, then use those definitions to generate SQL queries. Gemini-powered natural-language analytics lets users ask questions, while Dashboard Agents provide summaries and explorations grounded in governed metrics. Looker connects to BigQuery, Spanner, Cloud SQL for MySQL, Cloud SQL for PostgreSQL, and other Google services. The Looker Marketplace offers applications, prebuilt LookML models, visualizations, and actions for delivering data to third-party services. Listed capabilities include hourly refresh, row-level security, scheduled reports, and embedded analytics. Deployment is hybrid, with web, Android, iOS, API, and self-hosted options. Mobile apps let users view Looks and dashboards. Google documents TLS 1.2 or later for data in transit and AES-256 encryption for locally stored sensitive application data. A free 14-day trial is advertised, but there is no free plan. Standard, Enterprise, and Embed each list one production instance, 10 Standard Users, and two Developer Users; their API call allowances differ. Pricing is on request.