If you deliver dashboards or reports to multiple clients, you've already run into the problem. The BI tool you're paying for charges per seat — whether your clients log in or not. White-label is locked behind an enterprise tier you can't justify for eight clients. Row-level security, the feature that keeps Client A from seeing Client B's data, costs extra. Sometimes a lot extra.
This post is for the teams in that position: agencies, data consultancies, MSPs, VARs, franchise operators, and managed reporting providers who need to deliver branded, isolated dashboards to multiple clients without the economics of the tool eating their margin.
One thing to flag before the list: if you're looking for a tool to deliver marketing channel reports — Google Ads, Facebook, SEO rankings — there's a whole separate category built for that (DashThis, Whatagraph, AgencyAnalytics). Those are fine for what they do. This post is about something different: BI platforms that connect to your clients' actual business databases — SQL, ERPs, CRMs, custom data sources — and deliver branded, interactive dashboards with proper data isolation. That's a narrower category, and it's the one that matters if your clients are asking questions their own data needs to answer.
What to Look for in White Label BI Software for Agencies
Before the list, here's the framework. The criteria that matter for most BI tools don't map cleanly to the multi-client use case. Here's what actually matters when you're delivering dashboards to clients:
- White label included — not an add-on. Custom domain per client, branded login page, your logo on email reports. This should be table stakes, not a premium feature. Check whether it's included on entry-level plans or only unlocked at enterprise pricing.
- Row-level security from day one. Keeping Client A's data from Client B is non-negotiable. Some tools include this on all plans. Others gate it behind tiers that cost more per month than your entire tool budget.
- Pricing that accounts for how clients actually use dashboards. Most clients log in once a month, not every day. Per-seat pricing charges you for idle accounts. Look for MAU (Monthly Active User) pricing that doesn't punish you for low-frequency logins.
- Multi-client management. A centralized console to create, configure, and switch between client instances without separate logins. This sounds minor until you're managing twelve clients.
- Deployment flexibility. Some clients have data residency requirements. Healthcare, finance, and government clients often need on-premise or specific cloud regions. Check whether self-hosted deployment is an option, and what it costs.
Quick Comparison
| Tool | Pricing model | White label | Row-level security | Entry price | Self-hosted |
|---|---|---|---|---|---|
| DashboardFox | MAU-based | All plans | All plans | $99/mo cloud · $4,995 one-time | ✓ Perpetual license |
| Metabase | Flat rate | Not on standard plans | Pro only ($575/mo) | Free (limited) · $575/mo Pro | ✓ Open source only |
| Power BI | Per-seat | Premium only | Pro+ | $14/user/mo (Pro) | Report Server add-on |
| Tableau | Per-user | Enterprise only | Creator tier+ | $75/user/mo (Creator) | ✓ Tableau Server |
| Zoho Analytics | Per-user | Paid add-on | All plans | $30/user/mo (Basic) | ✓ On-premise edition |
| Looker Studio | Free | ✗ | ✗ | Free | ✗ |
1. DashboardFox — Built for Multi-Client Delivery
DashboardFox is the tool we'd point most agencies and consultancies toward in 2026. It's one of the few BI platforms where white label and row-level security are included on every plan — not gated behind enterprise pricing. That single fact changes the economics entirely for teams managing multiple clients.
The pricing model is MAU-based. You pay for users who actually log in during a given month, not for every provisioned account. If a client has 10 named users but only 4 log in this month, you're billed for 4. Users who receive scheduled email reports but never log into the dashboard don't count toward your MAU at all. For agencies with clients who check dashboards monthly rather than daily, this is a meaningful cost difference.
Cloud plans: $99/mo for 5 MAU (Starter), $249/mo for 30 MAU (Growth), $499/mo for 100 MAU (Scale). Annual billing brings those down to $79, $199, and $399. Every plan includes white label branding, Data Tags (row-level security), unlimited reports and dashboards, and 30+ data source connectors. None of that is paywalled.
The agency-specific features go further than just white label:
- Account Manager — a single dashboard to create, configure, and switch between client instances. Manage domains, billing, branding, and data connections per client without separate logins.
- Custom domain per client — clients access their dashboard at
reports.yourclient.com, not a DashboardFox subdomain. - Email from your domain — scheduled reports arrive from your address. Clients never see DashboardFox in the sender field.
- Instance Transfer — set up a client's instance, configure their dashboards and data connections, then transfer ownership. They take over billing; everything transfers with it. Useful as a project exit strategy or for clients who want to own their platform long-term.
- Server Sync (Scale tier) — build dashboard templates once in a master instance, push updates to multiple client instances in one click.
- Two deployment models — dedicated instance per client (physical data isolation) or multi-tenant single instance with row-level security isolating client data logically. Most agencies use a mix depending on the client.
For teams with compliance requirements — healthcare, finance, government, legal — DashboardFox also offers a self-hosted license starting at $4,995 one-time. Perpetual license, no annual renewal after year one. The underlying engine has been in production since 1999. US and EU cloud regions available. HIPAA-ready and GDPR-ready configurations supported.
Best fit: Agencies, consultancies, MSPs, VARs, and franchise operators delivering BI dashboards to multiple clients. Teams where clients log in irregularly. Organizations with compliance or data residency requirements.
Where it fits less well: Teams building embedded analytics inside their own software product — that's a different problem, and Yurbi is built for it.
Start a free DashboardFox trial → · See the full agency feature set → · Compare plans →
2. Metabase — Strong for Internal Teams, Expensive for Agencies
Metabase is a well-built open-source BI tool with genuine strengths: a clean query builder, good visualization options, and a free self-hosted tier that technical teams actually run in production. If you need BI for an internal team and have the capacity to manage your own deployment, Metabase's open-source version is worth evaluating.
The problem for agencies is specific and expensive. Row-level security requires Metabase Pro at $575/mo. That's not a per-seat add-on — it's a flat monthly fee just to unlock the feature. For an agency managing 8 clients, that's $575/mo before any configuration work, on top of infrastructure costs if you're self-hosting.
White label is not available on standard Metabase plans at any price. The product shows Metabase branding in the UI, login pages, and email reports — a hard blocker for most client-facing delivery scenarios.
Best fit: Internal analytics teams, technical developers, organizations that can self-host and don't need white label or isolated client delivery.
For agencies: The $575/mo RLS wall and absence of white label make Metabase a poor fit for client-facing delivery. See our full Metabase comparison →
3. Power BI — Good Inside Microsoft Shops, Expensive for Multi-Client
Power BI Pro is $14/user/mo. If you're already on Microsoft 365, you may have it included in existing licensing — worth checking before you shop elsewhere. For internal analytics inside a Microsoft-centric organization, it's a capable tool with strong desktop authoring and a large connector ecosystem.
The multi-client model breaks down in two places.
Per-seat pricing. Power BI charges for every provisioned account whether the user logs in or not. For a team managing 8 clients with 30 named accounts where only 15 actively log in each month, you're paying for 15 idle seats every month.
White label. Removing Microsoft branding requires Power BI Premium — either per-user at $20+/user/mo or capacity-based at $4,995/mo for Premium Per Capacity. There's no middle ground. Power BI Embedded is a separate developer SKU that allows white label delivery, but it's built for ISVs embedding analytics inside their own software products, not agencies managing per-client dashboards.
Best fit: Organizations already in the Microsoft ecosystem, finance and operations teams, workplaces where most users are daily-active.
For agencies: Per-seat billing penalizes irregular client logins. White label requires enterprise pricing that doesn't make sense at most agency scales. See our full Power BI comparison →
4. Tableau — Enterprise Visualization, Enterprise Pricing
Tableau's visualization capabilities are hard to match. If your clients need sophisticated, exploratory dashboards where users drill into data and build their own views, Tableau is built for that.
The cost structure isn't built for agencies. Creator licenses are $75/user/mo. Viewer licenses are $15/user/mo — still per-seat, still charged whether users log in or not. White label is enterprise-only; standard plans show Tableau branding throughout. Row-level security is available but requires Creator-level access to configure and carries more administrative overhead than most agency setups warrant.
Best fit: Large enterprises with dedicated BI teams, clients who need advanced visual exploration and have budget to match.
For agencies: Per-seat pricing and enterprise-only white label are structural mismatches for most multi-client delivery scenarios. See our full Tableau comparison →
5. Zoho Analytics — Mid-Market Option With White Label as an Add-On
Zoho Analytics is a capable mid-market BI tool with 500+ data connectors, solid self-service reporting, and a more accessible price point than Tableau. Row-level security is available across plans — a genuine advantage. If you're already in the Zoho ecosystem, the integration story is stronger.
For agencies, the white label situation is mixed. White label is available but as a paid add-on, not a plan-included feature. Pricing runs $30/user/mo (Basic) to $60/user/mo (Standard), and per-user billing produces the same idle-account math problems as Power BI for agencies with occasional-login clients.
Best fit: Mid-market teams already using Zoho products, organizations needing broad connector coverage.
Where it falls short for agencies: White label as an add-on, per-user pricing that penalizes irregular client logins.
6. Looker Studio — Free, and That's About It for Agencies
Looker Studio is free and genuinely useful for simple reporting in the Google ecosystem. If your data lives in Google Analytics, BigQuery, or Google Sheets and you need basic visualizations, it gets you there at no cost.
For multi-client BI delivery it's not the right tool. There's no row-level security, no white label, no self-hosted option, and scheduling is basic. Strong free starting point for simple use cases — not a platform for managing a reporting stack across multiple clients with isolated data.
Best fit: Teams with lightweight reporting needs, Google ecosystem users, budget-constrained teams testing the waters.
The Math That Makes This Concrete
Here's a worked example that comes up regularly in agency conversations.
Scenario: An analytics consultancy managing 8 clients. They've provisioned 30 named accounts across those clients. In a typical month, about 15 of those accounts actually log in. The rest receive scheduled email reports but rarely access the dashboard directly.
On a typical per-seat tool with white label:
- 30 named seats at $14/user/mo: $420/mo
- White label add-on: $200/mo
- Row-level security (if available): $150/mo
- Total: $770/mo — paying for 15 idle seats every month
On DashboardFox Growth (30 MAU):
- 30 MAU tier, all 8 clients: $249/mo
- White label for every client: included
- Row-level security (Data Tags): included
- Total: $249/mo — 15 users log in, 15 idle MAU cost nothing
That's $521/mo in savings — over $6,200/year — at the same active user count. The gap widens as client count grows and login frequency stays low, which is typical for BI dashboards delivered to business clients rather than daily-active internal tools.
There's also a revenue angle: DashboardFox has no visibility into what you charge clients for reporting. Your platform cost is flat. Charge clients $50–$150/mo per reporting seat and the margin is yours. Many agencies run reporting as a dedicated service line using exactly this structure. The full agency page covers the business model math in more detail.
The Verdict
For agencies, consultancies, MSPs, and multi-client teams delivering BI dashboards — not marketing channel reports, but actual business data — DashboardFox is the clearest fit in 2026. It's the only tool in this comparison where white label, row-level security, and multi-client management are included at entry-level pricing, with a model that doesn't penalize you for how clients actually use dashboards.
If you're technical, can self-host, and don't need white label, Metabase's open-source tier is worth evaluating — just budget $575/mo if you need row-level security. Power BI makes sense if you're already in the Microsoft ecosystem. Tableau is right for large enterprise clients with dedicated analytics teams. Zoho Analytics is a reasonable mid-market option if you're in that ecosystem. Looker Studio works if your requirements are simple and free is the ceiling.
If the $770/mo scenario above looks familiar, it's worth running a trial before your next renewal.
Start a free DashboardFox trial — no credit card required → · See how agencies use DashboardFox → · Full pricing →
Frequently Asked Questions
What is white label dashboard software?
White label dashboard software is a BI platform that lets agencies and teams replace all product branding — logo, colors, login page, custom domain, and email reports — with their own brand. Clients see a fully branded analytics experience with no mention of the underlying vendor. In the context of multi-client delivery, white label also typically means each client has an isolated environment with their own data, their own domain, and their own branding applied.
Does white label BI software require enterprise pricing?
With most vendors, yes — white label is locked behind enterprise or premium tiers. Power BI requires Premium capacity ($4,995/mo minimum) to remove Microsoft branding. Tableau's white label options are enterprise-only. Metabase does not offer white label at any standard plan price. DashboardFox is an exception: white label branding — custom domain, logo, login page, branded emails — is included on all plans starting at $99/month, with no enterprise tier required.
How do agencies keep client data separate in a shared BI platform?
There are two main approaches. The first is dedicated instances — each client gets their own isolated deployment with their own database. No data is shared at any level. The second is row-level security (RLS) in a multi-tenant setup, where one deployment serves multiple clients but data access is filtered per user based on tags or roles. Most agencies use dedicated instances for larger or compliance-sensitive clients, and multi-tenant RLS for smaller clients where the overhead of separate instances isn't justified.
What is MAU pricing and why does it matter for agencies?
MAU stands for Monthly Active User — a billing model where you only pay for users who actually log in during a given month, not for every provisioned account. For agencies, this matters because most client dashboard users are occasional viewers, not daily active users. A client with 10 named accounts where only 4 log in this month costs you 4 MAU, not 10. Users who receive scheduled email reports without logging in don't count at all. Compared to per-seat pricing — which charges for every account regardless of activity — MAU pricing typically reduces agency costs by 40–60% at realistic login frequencies.
Can agencies resell white label dashboard software to clients?
Yes — and many do. With a platform like DashboardFox, your cost is fixed by plan tier. There's no visibility into what you charge clients for reporting access. Agencies commonly charge clients $50–$150/month per reporting seat, creating a reporting revenue line on top of their existing services. The vendor never communicates pricing to your end clients. Some platforms also support instance transfer, where you set up a client's environment and hand over ownership — useful for project exits or clients who want long-term ownership of their analytics platform.
What's the difference between white label BI software and embedded analytics?
White label BI software is a standalone platform that you brand as your own and deliver to clients as a reporting product. Clients log into a portal, view dashboards, and interact with reports — the experience looks like your product, not the vendor's. Embedded analytics is different: charts and dashboards are embedded directly inside your own software application, typically via an SDK or iframe, so users never leave your app. If you're an agency or MSP delivering reporting to clients, white label BI is usually the right model. If you're a software company building analytics into your product, embedded analytics is more appropriate.
