Business Intelligence · head to head
Hebbia vs Snowplow

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
- Each has a real cost: Hebbia no pricing published on website; prospects must book a demo; 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.
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Hebbia and Snowplow actually diverge.
Identical on both: starting price (On request), pricing model (quote), free tier (No), user rating (Not yet rated), category (Business Intelligence).
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 Hebbia
Nothing recorded that Snowplow does not also cover.
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.
Hebbia
- Enterprise search and AI research platformnot 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 Hebbia
- A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Hebbia
- A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Hebbia
- A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot Hebbia
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Hebbia
- No pricing published on website; prospects must book a demo
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
Hebbia
On requestNo published plan breakdown. See the Hebbia review.
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 Hebbia if
Nothing in the data separates Hebbia from Snowplow on the points above - pick on price and on how each one feels to use.
Choose Snowplow if
- You need own-cloud deployment.
- You work on Linux, Web, Docker.
- You also want schema enforcement.
Questions people ask
- Is Hebbia or Snowplow better?
- Neither clearly leads. Hebbia starts at On request and Snowplow at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Hebbia or Snowplow?
- Hebbia starts at On request and Snowplow at On request.
- Does Hebbia or Snowplow run on more platforms?
- Hebbia runs on Web. Snowplow runs on Linux, Web, Docker.
- What is Hebbia best used for?
- Hebbia is most often used for enterprise search and ai research platform. Of those, enterprise search and ai research platform is not what Snowplow is typically brought in for.
- What can Hebbia do that Snowplow cannot?
- Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment.
Answered from the vendors’ own pages
Hebbia: How much does Hebbia cost?
Hebbia does not publish pricing on its website. The company directs prospective customers to book a demo to discuss pricing and customization options.
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.
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.
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.
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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