Databases · head to head
Dremio vs Neo4j

Dremio
Databases
SQL query engine and lakehouse layer over Iceberg tables in object storage
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Dremio reflections consume compute and storage to build and refresh continuously, so a team that enables them widely discovers that background maintenance rather than user queries drives the DCU bill.; Neo4j auraDB Free has no service availability SLA, no backups and no point-in-time recovery
- They diverge on capability: Dremio covers Arrow-based execution, Neo4j covers Native Graph Storage.
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Dremio and Neo4j actually diverge.
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 Dremio
- Arrow-based execution
- Reflections
- Semantic layer
- Iceberg catalogue
- Federated queries
- Autonomous management
- Fine-grained access control
- BI connectors
Only in Neo4j
- Native Graph Storage
- Cypher Query Language
- ACID Transactions
- High Availability
- Graph Data Science
- Full-text Search
- Native Indexes
- GraphQL
What people use each for
The jobs each tool is most often brought in to do.
Dremio
- A company with petabytes of Parquet in S3 that wants BI dashboards without duplicating it into a warehousenot Neo4j
- A data platform team standardising on Apache Iceberg and needing a SQL engine plus catalogue that does not lock the tables innot Neo4j
- An analytics group accelerating slow lake queries with Reflections instead of hand-built aggregate tablesnot Neo4j
- A regulated enterprise that must keep data on premises but wants a modern lakehouse SQL layernot Neo4j
Neo4j
- Graph database for learning and explorationnot Dremio
- Production workloads requiring high availability and multi-zone redundancynot Dremio
- Enterprise deployments needing custom infrastructurenot Dremio
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Dremio
- Reflections consume compute and storage to build and refresh continuously, so a team that enables them widely discovers that background maintenance rather than user queries drives the DCU bill.
- Self-managing Dremio on Kubernetes requires real platform engineering capacity for tuning executors, memory and coordinator sizing, and it is not comparable in effort to running a managed warehouse.
- The Community Edition lacks the security and governance features most enterprises require, so the free tier is a trial path rather than a viable production option for regulated buyers.
- Dremio Cloud is AWS-first, which leaves Azure and Google Cloud customers on the self-managed path with the operational burden that entails.
- Query performance without Reflections on raw, poorly laid out files is often unremarkable, so the promise of querying the lake as is depends on file layout work you still have to do.
Neo4j
- AuraDB Free has no service availability SLA, no backups and no point-in-time recovery
- AuraDB Free imposes limits on node and relationship counts and runs single-zone only
- SSO authentication and role-based access control are excluded from AuraDB Free and AuraDB Professional, starting only at Business Critical at $146 per GB per month with a 2GB minimum cluster
- AuraDB Professional starts at $65 per GB per month with a minimum 1GB cluster and caps at 128GB memory per instance
- AuraDB Professional backups are daily with only 7-day retention, against 30 days on Business Critical
- Customer managed keys and private endpoints are available only on AuraDB Virtual Dedicated Cloud, which is quote only with no published price
- Change data capture, query log forwarding, secondaries and access to Neo4j Professional Services are excluded below the Business Critical tier
- Support on AuraDB Free is community only and AuraDB Professional is best effort, with 24x7 one-hour response starting at Business Critical
- AuraDB Virtual Dedicated Cloud is sold on prepaid contract terms with enterprise commercial negotiation rather than self-serve card payment
Pricing, plan by plan
Dremio
Free- Community EditionFree
- Self-managed on your own hardware
- SQL engine and semantic layer
- No vendor support
- Dremio Cloud$0.2/hour
- Billed at $0.20 per Dremio Compute Unit
- Includes query execution, Reflections and background processing
- 400 dollar trial credit for 30 days
- Enterprise$undefined/year
- Self-managed on Kubernetes, on premises or any cloud
- Enterprise security, SSO and governance
- Vendor support with SLA
Neo4j
Free- FreeFree
- Learning and exploration access
- No credit card required
- All graph tools included
- AuraDB Professional$65/GB/month
- 1GB minimum cluster
- Hourly billing available ($0.09/hour for 1GB)
- Daily backups with 7-day retention
- AuraDB Business Critical$146/GB/month
- 2GB minimum cluster
- Hourly billing available ($0.40/hour for 2GB)
- Up to 512GB maximum
- Virtual Dedicated Cloud$null/custom
- Custom pricing via sales contact
- Dedicated VPC infrastructure
- Hourly backups with 60-day retention
Which should you pick?
Choose Dremio if
- You need arrow-based execution.
- You want to start without paying.
- You work on Linux, Kubernetes, Cloud, Docker.
- You also want reflections.
Choose Neo4j if
- You need native graph storage.
- You want to start without paying.
- You work on Linux, Windows, Mac, Docker, Web.
- You also want cypher query language.
Questions people ask
- Is Dremio or Neo4j better?
- Neither clearly leads. Dremio starts at Free and Neo4j at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Dremio or Neo4j?
- Dremio starts at Free and Neo4j at Free.
- Does Dremio or Neo4j run on more platforms?
- Dremio runs on Linux, Kubernetes, Cloud, Docker. Neo4j runs on Linux, Windows, Mac, Docker, Web.
- Can I use Dremio for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Dremio best used for?
- Dremio is most often used for a company with petabytes of parquet in s3 that wants bi dashboards without duplicating it into a warehouse, a data platform team standardising on apache iceberg and needing a sql engine plus catalogue that does not lock the tables in, an analytics group accelerating slow lake queries with reflections instead of hand-built aggregate tables, a regulated enterprise that must keep data on premises but wants a modern lakehouse sql layer. Of those, a company with petabytes of parquet in s3 that wants bi dashboards without duplicating it into a warehouse and a data platform team standardising on apache iceberg and needing a sql engine plus catalogue that does not lock the tables in are not what Neo4j is typically brought in for.
- What can Dremio do that Neo4j cannot?
- Dremio covers Arrow-based execution, Reflections, Semantic layer, Iceberg catalogue. Neo4j covers Native Graph Storage, Cypher Query Language, ACID Transactions, High Availability.
Answered from the vendors’ own pages
Dremio: How is Dremio Cloud billed?
At 0.20 US dollars per Dremio Compute Unit, which counts query execution, Reflection building and platform overhead, not just user queries.
Neo4j: Is Neo4j free?
Neo4j offers a free tier (AuraDB Free) for learning and exploration with no credit card required. Community Edition is also free and GPL3-licensed. Paid tiers start at $65/GB per month for AuraDB Professional.
SourceDremio: Is there a free version?
Yes, a Community Edition you self-manage, but it omits the enterprise security and governance features and comes with no support.
Neo4j: What does Neo4j's Professional tier include?
AuraDB Professional costs $65/GB per month with a 1GB minimum cluster, includes daily backups with 7-day retention, single-zone availability, and best-effort support. Hourly billing is available at $0.09/hour per GB.
SourceDremio: Does it lock in my data?
No, tables stay in Apache Iceberg or Parquet in your own object storage and can be read by Spark, Trino or other engines.
Neo4j: What is Neo4j's most advanced pricing tier?
AuraDB Business Critical costs $146/GB per month with a 2GB minimum and includes multi-zone redundancy, 99.95% uptime SLA, 24/7 premium support with one-hour response times, and point-in-time recovery.
SourceDremio: Do I still need a warehouse?
Often not for analytics, but Dremio is not a transactional store and high-concurrency operational serving is not its strength.
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