Databases · head to head
Apache Pulsar vs Convex

Apache Pulsar
Databases
Cloud-native messaging and streaming with separated storage
- From
- Free
- Rated
- -

Convex
Databases
Reactive backend combining a document database, TypeScript server functions and live queries, source-available under the Functional Source Licence.
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Apache Pulsar more components than Kafka: brokers, BookKeeper and ZooKeeper each need operating; Convex the Functional Source Licence is not an OSI open source licence: competing use is prohibited until each release reaches its second anniversary and converts to Apache 2.0, so you may self-host but you may not build a service on it.
- They diverge on capability: Apache Pulsar covers Separated storage, Convex covers Reactive queries.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Apache Pulsar and Convex actually diverge.
| Attribute | Apache Pulsar | Convex |
|---|---|---|
| Pricing model | Open source, no licence fee | subscription |
| Platforms | Linux, Docker, Kubernetes, Self-hosted | Web |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Databases).
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 Apache Pulsar
- Separated storage
- Queuing and streaming
- Built-in multi-tenancy
- Geo-replication
Only in Convex
- Reactive queries
- TypeScript server functions
- ACID transactions
- Document database
- Scheduling and workflows
- File storage
- Text and vector search
- End-to-end types
What people use each for
The jobs each tool is most often brought in to do.
Apache Pulsar
- Platforms needing both work queues and replayable streams without running two systemsnot Convex
- Multi-tenant messaging where isolation between teams is a requirementnot Convex
- Deployments where storage and traffic grow at genuinely different ratesnot Convex
Convex
- Collaborative applications where several users see the same data and every client must reflect a change immediatelynot Apache Pulsar
- Agent backends that need durable state, scheduled work and transactional writes without assembling a queue, a database and a cachenot Apache Pulsar
- Small product teams who need a complete backend, including auth integration, file storage and subscriptions, without hiring infrastructure engineersnot Apache Pulsar
- Prototypes that must become production without a rewrite of the data layer, where end-to-end TypeScript types remove a class of integration bugsnot Apache Pulsar
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Apache Pulsar
- More components than Kafka: brokers, BookKeeper and ZooKeeper each need operating
- Correspondingly harder to run well, and the expertise is rarer than Kafka expertise
- A much smaller ecosystem of connectors, tooling and hiring pool than Kafka
- The architectural advantages only pay off at a scale most deployments never reach
Convex
- The Functional Source Licence is not an OSI open source licence: competing use is prohibited until each release reaches its second anniversary and converts to Apache 2.0, so you may self-host but you may not build a service on it.
- Transactions are bounded at one second of user code, 16 MiB read and written, 32,000 documents scanned and 16,000 written, so every backfill, migration or bulk import has to be chunked into scheduled batches rather than written as a single operation.
- There is no SQL and no query planner; you declare up to 32 indexes per table and traverse them, and joins are loops in TypeScript, so an unanticipated access pattern requires a schema and index change rather than a new query.
- It is not an analytical database, so reporting means streaming data out to a warehouse and BI tools cannot be pointed at Convex directly, which adds a pipeline the architecture diagram did not originally include.
- The application is written against Convex's function and client APIs rather than a standard protocol, so leaving means rewriting the data access layer and replacing the reactivity model, not repointing a connection string.
Pricing, plan by plan
Apache Pulsar
Free- Apache PulsarFree
- Full functionality
- No usage limits
- Community support
Convex
Free- Free & StarterFree
- Supports 1-6 developers
- Reactive database
- File storage
- Professional$25/month per developer
- Supports up to 20 developers
- All Starter features
- Log streaming
- Business & Enterprise$2500/month minimum
- Supports 50+ developers
- SAML/SSO
- Service SLAs
Which should you pick?
Choose Apache Pulsar if
- You need separated storage.
- You want to start without paying.
- You work on Linux, Docker, Kubernetes, Self-hosted.
- You also want queuing and streaming.
Choose Convex if
- You need reactive queries.
- You want to start without paying.
- You also want typescript server functions.
Questions people ask
- Is Apache Pulsar or Convex better?
- Neither clearly leads. Apache Pulsar starts at Free and Convex at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Apache Pulsar or Convex?
- Apache Pulsar starts at Free and Convex at Free.
- Does Apache Pulsar or Convex run on more platforms?
- Apache Pulsar runs on Linux, Docker, Kubernetes, Self-hosted. Convex runs on Web.
- Can I use Apache Pulsar for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Apache Pulsar best used for?
- Apache Pulsar is most often used for platforms needing both work queues and replayable streams without running two systems, multi-tenant messaging where isolation between teams is a requirement, deployments where storage and traffic grow at genuinely different rates. Of those, platforms needing both work queues and replayable streams without running two systems and multi-tenant messaging where isolation between teams is a requirement are not what Convex is typically brought in for.
- What can Apache Pulsar do that Convex cannot?
- Apache Pulsar covers Separated storage, Queuing and streaming, Built-in multi-tenancy, Geo-replication. Convex covers Reactive queries, TypeScript server functions, ACID transactions, Document database.
Answered from the vendors’ own pages
Apache Pulsar: Is Apache Pulsar free?
Yes, open source under the Apache Software Foundation.
Convex: Is Convex open source?
It is source-available under FSL-1.1-Apache-2.0. You may read, modify and self-host it, but competing use is prohibited until each release converts to Apache 2.0 on its second anniversary.
Apache Pulsar: Pulsar or Kafka?
Pulsar separates storage from compute and covers queuing and streaming in one system. Kafka has a far larger ecosystem and hiring pool. Most teams should have a specific reason before choosing Pulsar.
Convex: Can I self-host it?
Yes. The backend, dashboard and CLI can run on your own infrastructure, with most of the features of the cloud product. Self-hosted instances include a telemetry beacon that can be disabled.
Apache Pulsar: Why does separated storage matter?
Brokers hold no data, so adding or replacing one requires no rebalancing, and storage can grow without adding serving capacity.
Convex: Does it support SQL?
No. Data is accessed through a TypeScript query builder over declared indexes. Relationships are traversed in code, which is explicit and type-safe but means no ad hoc querying.
Convex: What happens if a mutation exceeds the limits?
It fails rather than running longer, so bulk work must be split into batches and scheduled. The limits are per transaction: one second of user code, 16 MiB read and written, 32,000 documents scanned and 16,000 written.
Convex: How does reactivity actually work?
Queries are deterministic functions and Convex records the data each one read. When a mutation changes that data, affected queries are re-run and subscribed clients receive the new result, so cache invalidation is handled by the platform.
Related pages
More on Apache Pulsar
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- Convex vs Redpanda
- Convex vs Timeplus
- Convex vs PostgreSQL
- Convex vs ClickHouse
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- Convex vs Memcached
- Convex vs SingleStore
- Convex vs Vitess
- Convex vs Aiven
- Convex vs BigQuery
- Convex vs CosmosDB
- Convex vs DataStax
- Convex vs dbt
- Convex vs Airtable
- Convex vs Cockroach Labs
- Convex vs Amazon Aurora
- Convex vs Readyset
- Convex vs FaunaDB
- Convex vs LanceDB
- Convex vs Xata
- Convex vs Materialize
- Convex vs Apache Doris
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- Convex vs Canary Labs
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- Convex vs Cloudinary
- Convex vs DynamoDB
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