Databases · head to head
Aiven vs Ray
The short version
- Each has a real cost: Aiven the free plan gives 1 VM with 1 CPU, 1 GB RAM and 1 GB storage, and cannot pick a specific cloud or region; Ray windows support is beta and multi node Ray clusters are untested on Windows
- They diverge on capability: Aiven covers Multi-cloud Support, Ray covers Distributed computing.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Aiven and Ray actually diverge.
Identical on both: starting price (Free), free tier (Yes), 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 Aiven
- Multi-cloud Support
- Automated Backups
- Seamless Upgrades
- VPC Peering
- End-to-end Encryption
- Compliance
- Observability
- PostgreSQL
Only in Ray
- Distributed computing
- Ray Train
- Ray Tune
- RLlib
- Ray Serve
- PyTorch
- TensorFlow
- Hugging Face
What people use each for
The jobs each tool is most often brought in to do.
Aiven
- Running managed open source databases without operating themnot Ray
- Multi-cloud deployment across AWS, Google Cloud, Azure, DigitalOcean, OVH and UpCloudnot Ray
- Highly available data services with automatic failovernot Ray
- Prototyping on a small free instance before scaling upnot Ray
Ray
- Distributed AI model training and servingnot Aiven
- Large-scale data processingnot Aiven
- Reinforcement learning workloadsnot Aiven
- ML inference servingnot Aiven
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Aiven
- The free plan gives 1 VM with 1 CPU, 1 GB RAM and 1 GB storage, and cannot pick a specific cloud or region
- Free and Developer tiers have no integrations and no connection pooling
- Connection pooling, database forks and dynamic disk sizing need the Business or Premium plan
- A 99.99 percent uptime SLA starts at the Startup plan from $75 a month
- High availability with automatic failover starts at Business from $180 a month
Ray
- Windows support is beta and multi node Ray clusters are untested on Windows
- Windows lacks copy on write forking, which raises memory requirements, and Ray code assumes UNIX filenames
- Multi node clusters are untested on Apple Silicon Macs
- The Java API is experimental and community supported only, and requires matching Java and Python versions
- Python 3.13 support is beta
Pricing, plan by plan
Aiven
Free- Free TrialFree
- $300 credits
- 30 day trial
- All services
- Startup$19/month
- Single node
- Basic support
- Daily backups
Ray
Free- Open SourceFree
- Full Ray framework
- All libraries
- Community support
- Anyscale PlatformFree
- Managed infrastructure
- Enterprise support
- SLAs
Which should you pick?
Choose Aiven if
- You need multi-cloud support.
- You want to start without paying.
- You work on Web, Aws, Azure, Gcp, Do.
- You also want automated backups.
Choose Ray if
- You need distributed computing.
- You want to start without paying.
- You work on Linux, Mac, Windows.
- You also want ray train.
Questions people ask
- Is Aiven or Ray better?
- Neither clearly leads. Aiven starts at Free and Ray at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Aiven or Ray?
- Aiven starts at Free and Ray at Free.
- Does Aiven or Ray run on more platforms?
- Aiven runs on Web, Aws, Azure, Gcp, Do. Ray runs on Linux, Mac, Windows.
- Can I use Aiven for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Aiven best used for?
- Aiven is most often used for running managed open source databases without operating them, multi-cloud deployment across aws, google cloud, azure, digitalocean, ovh and upcloud, highly available data services with automatic failover, prototyping on a small free instance before scaling up. Of those, running managed open source databases without operating them and multi-cloud deployment across aws, google cloud, azure, digitalocean, ovh and upcloud are not what Ray is typically brought in for.
- What can Aiven do that Ray cannot?
- Aiven covers Multi-cloud Support, Automated Backups, Seamless Upgrades, VPC Peering. Ray covers Distributed computing, Ray Train, Ray Tune, RLlib.
Answered from the vendors’ own pages
Aiven: What does Aiven's free tier include and does it have any time limit?
The free tier includes PostgreSQL with 1 VM, 1 CPU, 1 GB RAM, and 1 GB storage with access to limited cloud and region selections. There are no time limitations on the free tier, though Aiven reserves the right to shut down accounts that violate policies or remain unused for extended periods.
SourceRay: Is Ray free?
Yes. Ray is free and open source software with over 34,800 GitHub stars and 1,000+ contributors. Users can download and use the Ray framework at no cost.
SourceAiven: How is Aiven billed and what are the monthly costs for each tier?
Aiven bills services by the hour and invoices monthly, charging only for what you actually run. PostgreSQL pricing starts at 5 dollars per month for Developer, 12 dollars per month for Hobbyist, 75 dollars per month for Startup, 180 dollars per month for Business, and 270 dollars per month for Premium. All paid tiers offer hourly billing options as well.
SourceRay: Is there a paid option for Ray?
Yes. Anyscale, the managed platform built by Ray's creators, offers paid tiers with enterprise features like governance and advanced tooling. Specific Anyscale pricing details are not listed on the Ray website.
SourceAiven: What backup retention periods are included at different Aiven tiers?
Backup retention increases with tier level: Startup tier provides 2 days of backup retention, Business tier offers 14 days, and Premium tier includes 30 days. Point-in-time restore is available on all paid tiers.
SourceRay: Can I try Ray with credits?
Yes. New users can try Ray with $100 credit on Anyscale's managed platform to explore the service.
SourceAiven: Is high availability included in Aiven pricing or charged separately?
High availability, backups, and routine maintenance are all included in the tier costs with no separate charges. The Business tier includes 2 VMs with automatic failover, and Premium includes 3 VMs with a second standby node.
SourceAiven: Does Aiven offer a trial period to test premium features?
Aiven offers a 30-day free trial to access premium features beyond what the free plan provides.
SourceRelated pages
Other head to heads
- Aiven vs PostgreSQL
- Aiven vs Instaclustr
- Aiven vs Amazon Aurora
- Aiven vs Cockroach Labs
- Aiven vs Airtable
- Aiven vs Google Cloud SQL
- Aiven vs Apache Kafka
- Aiven vs RabbitMQ
- Aiven vs Azure SQL
- Aiven vs MariaDB
- Aiven vs LanceDB
- Aiven vs Marqo
- Aiven vs Nile
- Aiven vs Ninox
- Aiven vs Presto
- Aiven vs Privacera
- Aiven vs Amazon RDS
- Aiven vs Apache Flink
- Aiven vs Google Vertex AI
- Aiven vs AWS SageMaker
- Aiven vs Azure Machine Learning
- Aiven vs DataRobot
- Aiven vs Milvus
- Aiven vs Pinecone
- Aiven vs H2O.ai
- Aiven vs Dask
- Aiven vs Apache Spark MLlib
- Aiven vs Weaviate
- Aiven vs TensorFlow
- Aiven vs LangChain
- Aiven vs Dataiku
- Aiven vs KNIME
- Aiven vs Palantir Foundry
- Aiven vs Python
- Ray vs PostgreSQL
- Ray vs Instaclustr
- Ray vs Amazon Aurora
- Ray vs Cockroach Labs
- Ray vs Airtable
- Ray vs Google Cloud SQL
- Ray vs Apache Kafka
- Ray vs RabbitMQ
- Ray vs Azure SQL
- Ray vs MariaDB
- Ray vs LanceDB
- Ray vs Marqo
- Ray vs Nile
- Ray vs Ninox
- Ray vs Presto
- Ray vs Privacera
- Ray vs Amazon RDS
- Ray vs Apache Flink
- Ray vs Google Vertex AI
- Ray vs AWS SageMaker
- Ray vs Azure Machine Learning
- Ray vs DataRobot
- Ray vs Milvus
- Ray vs Pinecone
- Ray vs H2O.ai
- Ray vs Dask
- Ray vs Apache Spark MLlib
- Ray vs Weaviate
- Ray vs TensorFlow
- Ray vs LangChain
- Ray vs Dataiku
- Ray vs KNIME
- Ray vs Palantir Foundry
- Ray vs Python


