# Apache Iceberg vs Dremio

**Leader by vioscaleAI score:** Dremio

| Attribute | Apache Iceberg | Dremio |
|---|---|---|
| **vioscaleAI score** | 59.5 (56% (medium)) | 71.7 (69% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 1 | - |
| adoption.github_stars | 9,326 | - |
| adoption.package_downloads_weekly | 6,665,583 | - |
| content.faq | `[{"answer":"Apache Iceberg is a table format that enables reliable, ACID-compliant SQL operations on big data. It allows multiple query engines—such as Spark, Trino, Flink, Hive, and Impala—to safely read and write the same tables concurrently, bringing traditional database semantics to analytics workloads. It is indexed under Data Warehouse Software.","source":"https://iceberg.apache.org","question":"What is Apache Iceberg?","confidence":0.6},{"answer":"Apache Iceberg is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://iceberg.apache.org","question":"Is Apache Iceberg free to use?","confidence":0.6},{"answer":"Yes. Apache Iceberg can be deployed self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://iceberg.apache.org","question":"Can Apache Iceberg be self-hosted?","confidence":0.6},{"answer":"We have confirmed 20 integrations for Apache Iceberg, including Spark, Trino, Presto, Flink, Hive, Impala, PyArrow and DuckDB, plus 12 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://iceberg.apache.org","question":"What does Apache Iceberg integrate with?","confidence":0.6},{"answer":"Yes. Apache Iceberg is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/apache/iceberg","question":"Is Apache Iceberg open source?","confidence":0.95}]` | `[{"answer":"An open-source lakehouse platform built on Apache Iceberg that enables data analytics and AI workloads with support for CDC, multi-source ingestion, and SQL-based querying. It is indexed under Data Warehouse Software.","source":"https://www.dremio.com","question":"What is Dremio?","confidence":0.6},{"answer":"Dremio offers a free tier, so you can start without paying. Paid plans start at $0.20. Pricing changes often, so verify at source before relying on it.","source":"https://www.dremio.com","question":"Is Dremio free?","confidence":0.6},{"answer":"Dremio supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.dremio.com","question":"What platforms does Dremio support?","confidence":0.6},{"answer":"Yes. Dremio can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.dremio.com","question":"Can Dremio be self-hosted?","confidence":0.6},{"answer":"We have confirmed 13 integrations for Dremio, including Apache Iceberg, Apache Polaris, dbt, PostgreSQL, MySQL, MongoDB, DynamoDB and Oracle, plus 5 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.dremio.com","question":"What does Dremio integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for Dremio. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Dremio not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.dremio.com/security","question":"What security certifications does Dremio have?","confidence":0.7}]` |
| deployment.options | `{"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A table format that brings SQL capabilities to large-scale analytical datasets and enables multiple computing engines to safely and concurrently query and modify the same tables. | An open-source lakehouse platform built on Apache Iceberg that enables data analytics and AI workloads with support for CDC, multi-source ingestion, and SQL-based querying. |
| features.capabilities | `{"deployment":"embedded","data_sharing":true,"license_class":"permissive","table_formats":"Iceberg (Parquet, ORC, Avro, Puffin data files)","semi_structured":"first_class","federation_query":true,"streaming_ingest":true,"concurrency_scaling":"automatic"}` | `{"deployment":"hybrid","sql_dialect":"vendor","architecture":"separated","license_class":"source_available","table_formats":"Apache Iceberg","semi_structured":"first_class","federation_query":true,"streaming_ingest":true}` |
| integrations.count | 20 | 9 |
| integrations.list | `[{"name":"Spark"},{"name":"Trino"},{"name":"Presto"},{"name":"Flink"},{"name":"Hive"},{"name":"Impala"},{"name":"PyArrow"},{"name":"DuckDB"},{"name":"Polars"},{"name":"Pandas"},{"name":"Ray"},{"name":"Datafusion"},{"name":"BigQuery"},{"name":"SQLAlchemy"},{"name":"S3"},{"name":"GCS"},{"name":"Azure Data Lake Storage"},{"name":"Hadoop"},{"name":"Kerberos"},{"name":"Thrift"},{"name":"Avro"},{"name":"Parquet"},{"name":"ORC"}]` | `[{"name":"Apache Iceberg"},{"name":"Apache Polaris"},{"name":"dbt"},{"name":"PostgreSQL"},{"name":"MySQL"},{"name":"MongoDB"},{"name":"DynamoDB"},{"name":"Oracle"},{"name":"SQL Server"},{"name":"DB2"},{"name":"AWS EMR"},{"name":"AWS Glue"},{"name":"Apache Spark"},{"name":"Postgres"},{"name":"Kafka"}]` |
| language.primary | Java | - |
| license.spdx | Apache-2.0 | - |
| platform.support | `{"cli":true,"mac":true,"linux":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","summary":"Open source, no licensing cost","sourceUrl":"https://iceberg.apache.org","retrievedAt":"2026-08-14T08:32:59.428Z"}` | `{"type":"consumption","plans":[{"free":false,"name":"Dremio Cloud","summary":"$0.20 per DCU. $400 credit free trial for 30 days.","features":["Fully managed infrastructure (AWS, Azure coming soon)","Automatic scaling and optimization","Automatic feature releases","Zero infrastructure management","AI Agent","AI Semantic Layer","Intelligent Query Engine","Open Catalog (Apache Polaris)","Enterprise-ready security"],"components":[{"per":{"qty":1,"unit":"DCU"},"kind":"metered","amount":0.2,"currency":"USD"}],"description":"Fully managed lakehouse on AWS with automatic scaling","contactSales":false},{"free":false,"name":"Dremio Enterprise","summary":"Consumption-based. Contact Sales for pricing.","features":["Self-managed on Kubernetes, on-premises, or cloud (AWS, Azure, GCP)","Full control over infrastructure, security, compliance","Flexible deployment options","AI Agent","AI Semantic Layer","Intelligent Query Engine","Open Catalog (Apache Polaris)","Enterprise-ready security","Manual scaling and updates"],"description":"Self-managed software with full control and customization","contactSales":true},{"free":true,"name":"Dremio Community Edition","summary":"Free, no time limit.","features":["Query engine"],"description":"Free query engine for local machines or servers","contactSales":false}],"summary":"From $0.20 per DCU. Free Community Edition. 30-day free trial.","currency":"USD","freeTier":true,"sourceUrl":"https://www.dremio.com","retrievedAt":"2026-08-03T12:40:05.170Z","freeTrialDays":30,"startingPrice":{"amount":0.2,"period":"month","currency":"USD"}}` |
| pricing.free_tier | - | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.transparent | - | no |
| release.cadence_days | 50 | - |
| release.history | `[{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.12.0","date":"2026-09-30T01:52:18Z","type":"stable","version":"apache-iceberg-1.12.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.11.0","date":"2026-05-20T08:47:57Z","type":"stable","version":"apache-iceberg-1.11.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.10.2","date":"2026-05-18T21:58:12Z","type":"stable","version":"apache-iceberg-1.10.2"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.10.1","date":"2025-12-22T22:04:42Z","type":"stable","version":"apache-iceberg-1.10.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.10.0","date":"2025-09-11T15:08:46Z","type":"stable","version":"apache-iceberg-1.10.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.9.2","date":"2025-07-18T13:44:58Z","type":"stable","version":"apache-iceberg-1.9.2"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.9.1","date":"2025-05-28T16:52:05Z","type":"stable","version":"apache-iceberg-1.9.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.9.0","date":"2025-04-28T06:27:16Z","type":"stable","version":"apache-iceberg-1.9.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.7.2","date":"2025-03-19T10:12:37Z","type":"stable","version":"apache-iceberg-1.7.2"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.8.1","date":"2025-02-28T07:52:17Z","type":"stable","version":"apache-iceberg-1.8.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.8.0","date":"2025-02-13T09:13:46Z","type":"stable","version":"apache-iceberg-1.8.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.7.1","date":"2024-12-06T20:01:03Z","type":"stable","version":"apache-iceberg-1.7.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.7.0","date":"2024-11-08T15:12:01Z","type":"stable","version":"apache-iceberg-1.7.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.6.1","date":"2024-08-27T17:47:30Z","type":"stable","version":"apache-iceberg-1.6.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.6.0","date":"2024-07-23T12:06:44Z","type":"stable","version":"apache-iceberg-1.6.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.5.2","date":"2024-05-16T07:50:32Z","type":"stable","version":"apache-iceberg-1.5.2"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.5.1","date":"2024-04-30T12:43:30Z","type":"stable","version":"apache-iceberg-1.5.1"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.5.0","date":"2024-03-11T11:00:15Z","type":"stable","version":"apache-iceberg-1.5.0"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.4.3","date":"2023-12-27T17:15:46Z","type":"stable","version":"apache-iceberg-1.4.3"},{"url":"https://github.com/apache/iceberg/releases/tag/apache-iceberg-1.4.2","date":"2023-11-07T16:44:26Z","type":"stable","version":"apache-iceberg-1.4.2"}]` | - |
| reliability.sla_pct | - | 99.99 |
| reliability.status_page | yes | yes |
| security.disclosure_policy | yes | yes |
| security.gdpr | - | yes |
| security.iso27001 | - | yes |
| security.scorecard | 7.9 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=apache-iceberg&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Data Warehouse Software)

| Capability | Apache Iceberg | Dremio |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Embedded | Hybrid |
| **Architecture** |  |  |
| Architecture | - | Separated storage/compute |
| Compute model | - | - |
| **Query** |  |  |
| SQL dialect | - | Vendor-specific |
| Federation / lakehouse query-in-place | ✓ | ✓ |
| **Interoperability** |  |  |
| Table-format support | Iceberg (Parquet, ORC, Avro, Puffin data files) | Apache Iceberg |
| **Scale** |  |  |
| Concurrency scaling | Automatic | - |
| **Ingestion** |  |  |
| Streaming ingest | ✓ | ✓ |
| **Data model** |  |  |
| Semi-structured (JSON/VARIANT) | First-class | First-class |
| **Analytics** |  |  |
| ML / in-DB functions | - | - |
| **Sharing** |  |  |
| Data sharing / marketplace | ✓ | - |
| **Licensing** |  |  |
| Licence class | Permissive OSS | Source-available |

*Source: vioscaleAI. Generated 2026-10-16T20:10:38.472Z. "-" = undocumented, not absent.*