Embedded analytics (Looker Embed SDK)
Embedding Looker in your product means moving to the Embed tier (~$180-198k/year platform) and paying per end-customer viewer — terrible unit economics for any growing SaaS.
What people actually say
✕The Embed edition lists at roughly $180,000-$198,000/year for the platform alone, before per-user licensing — embedding analytics in your product is functionally a different product line you have to buy separately.
Source: Toucan Toco, Looker Pricing 2026 ↗✕High per-viewer pricing (~$400/year historically) makes customer-facing embedded use cases economically challenging — embedded analytics costs scale directly with your customer count rather than your infrastructure.
Source: Holistics, Looker Pricing 2026 ↗✕White-labelling beyond standard branding is roughly $2,000/month on top of the Embed tier, and configuration of the Embed SDK typically requires implementation consulting that vendors recommend budgeting separately.
Source: Shearwater Data, Looker Pricing Breakdown ↗
Embedded dashboards are React components inside your own app, authenticated against your existing tenancy model and querying the warehouse through a signed-URL API route. Costs scale with infrastructure, not with the number of customers who happen to open the analytics tab — a six-figure Embed tier becomes a few extra serverless invocations.