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Marketing · head to head

Improvado vs Snowplow

Improvado logo

Improvado

Marketing

Data integration platform for marketing teams

From
Free
Rated
-
Full reviewWebsite
Snowplow logo

Snowplow

Business Intelligence

Behavioural data pipeline you run in your own cloud, relicensed away from Apache 2.0 in 2024

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only Improvado has a free tier, so it costs nothing to try first.
  • Each has a real cost: Improvado free tier limited to 50 MCP actions per week; 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: Improvado covers 500+ data source connectors, Snowplow covers Own-cloud deployment.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Improvado and Snowplow actually diverge.

Attributes where Improvado and Snowplow differ
AttributeImprovadoSnowplow
Starting priceFreeOn request
Pricing modelfreemiumquote
Free tierYesNo
PlatformsWeb, Api, Data-warehouseLinux, Web, Docker
CategoryMarketingBusiness Intelligence
Founded2015Unknown

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 Improvado

  • 500+ data source connectors
  • Data transformation
  • Real-time syncing
  • Data warehouse integration
  • ETL capabilities
  • Data quality monitoring
  • Historical data
  • Custom connectors

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.

Improvado

  • Marketing data integrationnot Snowplow
  • Multi-workspace data orchestrationnot Snowplow
  • Incrementality testing and attributionnot Snowplow
  • Multi-touch attribution modelingnot 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 Improvado
  • A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Improvado
  • A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Improvado
  • A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot Improvado

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Improvado

  • Free tier limited to 50 MCP actions per week
  • Advanced and Enterprise tiers require custom pricing quotes
  • No publicly listed Advanced or Enterprise rates

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

Improvado

Free
  • Free LimitedFree
    • 50 MCP actions per week
    • 1 workspace
    • Live API requests to all sources
  • MCP Only$100/month
    • 2M rows per year
    • Daily data sync
    • 300 MCP actions per week
  • Advanced$null/custom
    • 600M rows per year
    • Up to 4x daily syncs
    • 200 actions per day
  • Enterprise$null/custom
    • 1B rows per year
    • 600 actions per day
    • Unlimited workspaces

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 Improvado if

  • You need 500+ data source connectors.
  • You want to start without paying.
  • You work on Web, Api, Data-warehouse.
  • You also want data transformation.
Improvado review

Choose Snowplow if

  • You need own-cloud deployment.
  • You work on Linux, Web, Docker.
  • You also want schema enforcement.
Snowplow review

Questions people ask

Is Improvado or Snowplow better?
Neither clearly leads. Improvado 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, Improvado or Snowplow?
Improvado has a free tier; the other does not. Paid plans start at Free for Improvado and On request for Snowplow.
Does Improvado or Snowplow run on more platforms?
Improvado runs on Web, Api, Data-warehouse. Snowplow runs on Linux, Web, Docker.
Can I use Improvado for free?
Yes. Improvado has a free tier, so you can try it without paying. Snowplow starts at On request.
What is Improvado best used for?
Improvado is most often used for marketing data integration, multi-workspace data orchestration, incrementality testing and attribution, multi-touch attribution modeling. Of those, marketing data integration and multi-workspace data orchestration are not what Snowplow is typically brought in for.
What can Improvado do that Snowplow cannot?
Improvado covers 500+ data source connectors, Data transformation, Real-time syncing, Data warehouse integration. Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment.

Answered from the vendors’ own pages

Improvado: What is Improvado's free tier?

Improvado Free Limited tier costs $0/month and includes 50 MCP actions per week, 1 workspace, live API requests to all sources, AI Agent, and MCP. No credit card required to start.

Source
Snowplow: 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.

Improvado: What are Improvado's paid plans?

Paid tiers include MCP Only ($100/month with 2M rows/year and 300 weekly actions), Advanced (custom pricing with 600M rows/year and 50 workspaces), and Enterprise (custom pricing with 1B rows/year, unlimited workspaces, and SSO).

Source
Snowplow: 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.

Improvado: Does Improvado offer data sync frequency limits?

MCP Only tier offers daily data sync, Advanced tier allows up to 4x daily syncs, and Enterprise tier includes no stated sync frequency limits. Free tier enables live API requests without scheduled syncing.

Source
Snowplow: 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.

Improvado: What compliance and security features does Improvado include?

Improvado holds SOC 2 Type II, HIPAA, GDPR, and CCPA compliance. Enterprise tier specifically includes SSO with Azure and Okta support for identity management.

Source
Snowplow: 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.

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