An embedded analytics platform is a multi-year decision. The questions you ask during evaluation shape what your team can build for years after.
Self-service for tenants, multi-tenant security, deployment flexibility, real embedding — the capabilities that matter most over time are the ones worth pinning down before you sign.
These twelve questions are a starting point: a checklist worth bringing to every vendor on your shortlist.
They mirror the four critical pillars in our full evaluation guide — distilled into questions you can fit into a single vendor call.
The twelve Questions.
01Can tenant users build and share dashboards independently?
Look for true self-service capabilities that reduce support burden and empower users — not just view-only embedded dashboards.
02Can users customize datasets to fit their business needs?
Field renaming, calculated fields, and dataset creation should be intuitive and tenant-aware.
If only your engineers can shape a dataset, every customer request becomes a backlog ticket.
03Does the platform support secure, scalable multi-tenancy?
Make sure it handles both co-mingled and segregated data models without compromising performance or multi-tenant security.
This is the question most general-purpose BI tools quietly fail. Ask for documentation on how multi-tenancy is set up — not a slide.
04Is there a built-in data engine and transformation layer?
Avoid relying solely on external databases or semantic layers for performance and cost control.
If the answer is “we sit on top of your warehouse,” the cost story is your problem, not theirs.
05Can the platform evolve with your product and market?
Flexibility is key — requirements will change over time.
Ask what the platform looked like 3 years ago and what's on the roadmap. The trajectory tells you more than the demo.
06Does it support modern deployment models (e.g., Kubernetes, serverless)?
Outdated server- or VM-based deployments can limit scalability and increase operational overhead.
Kubernetes-native architecture is the difference between “deploys with your product” and “owns a Friday night every quarter.”
07Can you deploy in your cloud(s) of choice?
Multi-cloud support is essential for compliance, performance, and control.
If the vendor only runs in their own cloud, your customers' procurement teams have just become your problem.
08Are content migration and environment management built-in?
Smooth promotion from dev to prod is critical for SaaS workflows.
If moving a dashboard from staging to production is a manual export-import, you've already lost an engineer's afternoon every release.
09Does it offer seamless embedding with full customization?
Look for JavaScript widgets, components, and APIs that expose all key functionality — not just iframes.
iFrames are easy to ship. They're also where customization, performance, and brand consistency go to die.
10Will it differentiate your product in the eyes of your customers?
Choose a platform that enhances — not just supports — your product's value proposition.
Analytics is the part your customers see every day. It should feel like your product, not a vendor's.
11Does the vendor offer advisory services?
Look for a partner who can advise on how to turn analytics into a competitive advantage and deliver differentiated value to your customers.
You're picking a multi-year relationship. The vendor's advisory bench is part of what you're buying.
12What experience does the vendor have with SaaS companies?
Choose a vendor with a proven track record in multi-tenant deployments in production.
Ask for SaaS customer references at your scale. “We have a SaaS use case” and “we're built specifically for SaaS” are not the same thing.
Want the deeper read?
These twelve questions live inside a fuller evaluation framework — built specifically for SaaS leaders choosing an embedded analytics platform.
The full guide covers eight guiding principles, four critical pillars, and the decision framework behind the questions you just read.
Same starting point. More room to work through what each answer means for your product.
Same questions. Deeper answers.
Get the eight guiding principles, four critical pillars, and decision framework that sit behind these twelve questions.
Read the evaluation guide →