Business Intelligence · head to head
Databox vs Snowplow

Databox
Business Intelligence
KPI dashboards that pull from the tools you already run on
- From
- Free
- Rated
- -

Snowplow
Business Intelligence
Behavioural data pipeline you run in your own cloud, relicensed away from Apache 2.0 in 2024
- From
- On request
- Rated
- -
The short version
- Only Databox has a free tier, so it costs nothing to try first.
- Each has a real cost: Databox data sources are the billing unit, so cost tracks the number of tools you connect rather than the value you get from them; Snowplow the core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.
- They diverge on capability: Databox covers Pre-built dashboards, Snowplow covers Own-cloud deployment.
- Prices and features above were last checked on 25 September 2026.
Where they differ
Only the attributes on which Databox and Snowplow actually diverge.
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Databox
- Pre-built dashboards
- Dashboard designer
- Metric library
- Goal tracking
- Scorecards
- Alerts
- Scheduled reports
- Client reporting
Only in Snowplow
- Own-cloud deployment
- Schema enforcement
- Warehouse loading
- Enrichment
- Trackers
- Streaming output
- Data models
- Snowplow BDP
What people use each for
The jobs each tool is most often brought in to do.
Databox
- Watching marketing, sales and finance KPIs from separate SaaS tools on one shared dashboardnot Snowplow
- Agencies reporting campaign performance to many clients without rebuilding a report per accountnot Snowplow
- Putting a live KPI board on an office TV or a recurring email to a leadership teamnot Snowplow
- Replacing a manually maintained spreadsheet that someone updates from tool exports each weeknot Snowplow
- Tracking goals and getting alerted when a metric moves past a thresholdnot Snowplow
Snowplow
- A data team that needs full-fidelity event data in its own warehouse to build attribution or machine learning features rather than to populate dashboardsnot Databox
- A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Databox
- A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Databox
- A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot Databox
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Databox
- Data sources are the billing unit, so cost tracks the number of tools you connect rather than the value you get from them
- The $71 Analyst plan is a single seat: adding even a second person means the $199 Core plan, a 2.8x jump
- AI credits are metered monthly, from 50 on Free to 1,000 on Scale, so heavier AI use pushes you up a tier
- Every published price assumes annual billing; monthly billing forfeits the advertised 20% saving
- Free and Analyst plans sync daily and hourly respectively, so neither suits anything close to real-time monitoring
- It is a dashboarding layer, not a warehouse: there is no transformation or modelling step for messy source data
Snowplow
- The core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.
- You run the pipeline in your own cloud, which means the infrastructure bill, the on-call rota and the upgrade work are yours, and at high event volume that operational cost frequently exceeds what a hosted product would have charged.
- Schema enforcement is the main benefit and the main friction, because every new event requires a schema to be authored and versioned, and teams without discipline around that end up blocked on their own governance process.
- There is no analysis layer: Snowplow delivers data to your warehouse and nothing else, so you still need modelling, a BI tool and the people to run them before anyone sees a number.
- The licence change fractured the community, spawning an Apache 2.0 fork, which means community contributions and third-party tooling are now split across two codebases with uncertain long-term maintenance.
Pricing, plan by plan
Databox
Free- FreeFree
- 3 data sources
- 1 user
- 50 AI credits per month
- Analyst$71/month
- 5 data sources
- 1 user
- 150 AI credits per month
- Team - Core$199/month
- 10 data sources
- 3 users
- 500 AI credits per month
- Team - Scale$319/month
- 30 data sources
- 10 users
- 1,000 AI credits per month
Snowplow
On request- Snowplow BDP$undefined/year
- Commercial pricing quoted by event volume and deployment
- Core pipeline components under the Snowplow Limited Use Licence Agreement, not Apache 2.0
- Trackers, analytics SDKs and Iglu SDKs remain Apache 2.0
Which should you pick?
Choose Databox if
- You need pre-built dashboards.
- You want to start without paying.
- You work on Web, Mobile, Tv.
- You also want dashboard designer.
Choose Snowplow if
- You need own-cloud deployment.
- You work on Linux, Web, Docker.
- You also want schema enforcement.
Questions people ask
- Is Databox or Snowplow better?
- Neither clearly leads. Databox starts at Free and Snowplow at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Databox or Snowplow?
- Databox has a free tier; the other does not. Paid plans start at Free for Databox and On request for Snowplow.
- Does Databox or Snowplow run on more platforms?
- Databox runs on Web, Mobile, Tv. Snowplow runs on Linux, Web, Docker.
- Can I use Databox for free?
- Yes. Databox has a free tier, so you can try it without paying. Snowplow starts at On request.
- What is Databox best used for?
- Databox is most often used for watching marketing, sales and finance kpis from separate saas tools on one shared dashboard, agencies reporting campaign performance to many clients without rebuilding a report per account, putting a live kpi board on an office tv or a recurring email to a leadership team, replacing a manually maintained spreadsheet that someone updates from tool exports each week. Of those, watching marketing, sales and finance kpis from separate saas tools on one shared dashboard and agencies reporting campaign performance to many clients without rebuilding a report per account are not what Snowplow is typically brought in for.
- What can Databox do that Snowplow cannot?
- Databox covers Pre-built dashboards, Dashboard designer, Metric library, Goal tracking. Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment.
Answered from the vendors’ own pages
Databox: How much does Databox cost?
Databox has a free forever plan with 3 data sources and 1 user. Paid plans are Analyst at $71 per month, Team Core at $199 per month and Team Scale at $319 per month, with an Agency plan from $79 per month plus $20 client packs and a Custom tier on request. All prices are billed annually; monthly billing forfeits the 20% annual saving.
SourceSnowplow: Is Snowplow still open source?
Not in the permissive sense. On 8 January 2024 the core pipeline moved from Apache 2.0 to the Snowplow Limited Use Licence Agreement, with version 1.1 following in December 2024, alongside a community licence based on the Confluent Community Licence. Trackers and analytics SDKs remain Apache 2.0.
Databox: Does Databox have a free plan or a free trial?
Both. The Free plan is free forever and covers 3 data sources, 1 user, 50 AI credits a month and daily syncing. Paid plans also offer a 14-day free trial with no credit card required.
SourceSnowplow: Can we still run it for free in production?
Free use of the relicensed core components is materially constrained and commercial use generally requires an agreement. Read the current licence text against your intended use rather than relying on older documentation.
Databox: How many users does each Databox plan include?
Free and Analyst are single-user. Team Core includes 3 users and Team Scale includes 10. The Agency and Custom plans include unlimited users.
SourceSnowplow: Is there an Apache 2.0 alternative?
Yes, a fork called OpenSnowcat was created in response to the relicensing and continues under Apache 2.0.
Databox: How many tools does Databox integrate with?
Databox connects to more than 130 tools, spreadsheets, databases and APIs, including HubSpot, Salesforce, Google Analytics, Google and Facebook Ads, Shopify, Stripe, QuickBooks, Google Sheets and custom API sources.
SourceSnowplow: What does Snowplow BDP cost?
Not published. It is quoted by event volume and deployment, and your own cloud infrastructure costs are separate and additional.
Databox: How often does Databox refresh its data?
The Free plan syncs daily. Analyst, Team Core, Team Scale, Agency and Custom plans all sync hourly.
SourceDatabox: Who makes Databox?
Databox, Inc., founded in 2012 by Davorin Gabrovec, who is now President and Chief Product Officer. Pete Caputa became CEO in 2017 after a decade at HubSpot. The company is headquartered in Boston, Massachusetts, with its product and engineering team based in Ptuj, Slovenia.
SourceRelated pages
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