Comparison

Apache Iceberg vs SingleStore

On the evidence we track, SingleStore leads this comparison with a composite score of 72/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Iceberg full profile →SingleStore full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Apache Iceberg62

★SingleStore72

Attribute comparison across 2 tools
Attribute	Apache Iceberg	SingleStoreLeader
Vioscale score	62 / 100medium · 56%	72 / 100medium · 72%
Pricing
Free tierpricing.free_tier	-	✓
Modelpricing.model	open_source	freemium
Price levelpricing.price_level	free	low
Transparentpricing.transparent	-	✗
Integrations
Countintegrations.count	20	7
Security
Disclosure policysecurity.disclosure_policy	✓	✓
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Iso27001security.iso27001	-	✓
Scorecardsecurity.scorecard	7.9	-
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=apache-iceberg&per_page=100 · Last 12m: 0	-
Reliability
Sla pctreliability.sla_pct	-	99.99
Status pagereliability.status_page	✓	✓
Adoption
Dependent reposadoption.dependent_repos	1	-
Github starsadoption.github_stars	9,176	-
Package downloads weeklyadoption.package_downloads_weekly	11,384,061	-
Activity
Commits last 30dactivity.commits_last_30d	100	-
Release
Cadence daysrelease.cadence_days	50	-
Historyrelease.history	20 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Java	-
Market
Availabilitymarket.availability	-	Available worldwide · HQ US

Score

Vioscale score

Apache Iceberg62 / 100medium · 56%

SingleStore72 / 100medium · 72%

Pricing

Free tier

Apache Iceberg–

SingleStore✓

Model

Apache Icebergopen_source

SingleStorefreemium

Price level

Apache Icebergfree

SingleStorelow

Transparent

Apache Iceberg–

SingleStore✗

Integrations

Count

Apache Iceberg20

SingleStore7

Security

Disclosure policy

Apache Iceberg✓

SingleStore✓

Gdpr

Apache Iceberg–

SingleStore✓

Hipaa

Apache Iceberg–

SingleStore✓

Iso27001

Apache Iceberg–

SingleStore✓

Scorecard

Apache Iceberg7.9

SingleStore–

Soc2

Apache Iceberg–

SingleStore✓

Vulnerabilities

Apache IcebergCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=apache-iceberg&per_page=100 · Last 12m: 0

SingleStore–

Reliability

Sla pct

Apache Iceberg–

SingleStore99.99

Status page

Apache Iceberg✓

SingleStore✓

Adoption

Dependent repos

Apache Iceberg1

SingleStore–

Github stars

Apache Iceberg9,176

SingleStore–

Package downloads weekly

Apache Iceberg11,384,061

SingleStore–

Activity

Commits last 30d

Apache Iceberg100

SingleStore–

Release

Cadence days

Apache Iceberg50

SingleStore–

History

Apache Iceberg20 items

SingleStore–

License

Spdx

Apache IcebergApache-2.0

SingleStore–

Language

Primary

Apache IcebergJava

SingleStore–

Market

Availability

Apache Iceberg–

SingleStoreAvailable worldwide · HQ US

Capabilities

Feature-by-feature on the axes that matter for data warehouse software. “-” means undocumented, not absent.

Capability comparison for Data Warehouse Software
Capability	Apache Iceberg	SingleStore
Deployment
Deployment	Embedded	Hybrid
Architecture
Architecture	-	Coupled MPP
Compute model	-	-
Query
SQL dialect	-	Vendor-specific
Federation / lakehouse query-in-place	✓	-
Interoperability
Table-format support	Iceberg (Parquet, ORC, Avro, Puffin data files)	-
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	Proprietary

Deployment

Apache IcebergEmbedded

SingleStoreHybrid

Architecture

Apache Iceberg-

SingleStoreCoupled MPP

Compute model

Apache Iceberg-

SingleStore-

Query

SQL dialect

Apache Iceberg-

SingleStoreVendor-specific

Federation / lakehouse query-in-place

Apache Iceberg✓

SingleStore-

Interoperability

Table-format support

Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)

SingleStore-

Scale

Concurrency scaling

Apache IcebergAutomatic

SingleStore-

Ingestion

Streaming ingest

Apache Iceberg✓

SingleStore✓

Data model

Semi-structured (JSON/VARIANT)

Apache IcebergFirst-class

SingleStoreFirst-class

Analytics

ML / in-DB functions

Apache Iceberg-

SingleStore-

Sharing

Data sharing / marketplace

Apache Iceberg✓

SingleStore-

Licensing

Licence class

Apache IcebergPermissive OSS

SingleStoreProprietary

What each one is

The product in its own terms, so the numbers below have context.

Apache Iceberg

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.

Independently observed

SingleStore

Leader

A hybrid transactional and analytical processing (HTAP) database that combines real-time transactions, analytics, and AI capabilities in a single engine for enterprise applications.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Apache Iceberg

Open source

Open source, no licensing cost

as of 2026-08-14verify ↗

SingleStore

Leader

from $0.02/moHybridFree tier

Free tier available. Usage-based with commitment options. Compute from $0.99/hr (Standard) or $1.49/hr (Enterprise); storage $0.023/GB. Includes $600 free credits for Standard.

Free WorkspaceFree
- Shared Workspace
- All SQL and Programmability features
- Monitoring
- Self-support
StandardStarts at $0.99/hr + $0.023/GB storage
- Read-replicas
- All SQL and Programmability features
- Database Branching
- Monitoring (30-day)
- 99.9% SLA (1 AZ) or 99.99% SLA (2 AZ)
- +1 more
Standard BYOCContact sales
- Fully managed within customer VPC
- Read-replicas
- All SQL and Programmability features
- Monitoring (30-day)
- Standard Support
EnterpriseContact sales
- Online PITR
- Smart DR
- Audit Logging
- CMEK
- 99.9% SLA (1 AZ) or 99.99% SLA (2 AZ)

as of 2026-08-03verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Apache Iceberg	SingleStore
WebPlatforms	-	✓
Cloud / SaaSDeployment	✗	✓
Self-hostedDeployment	✓	✓

Platforms

Web

Apache Iceberg–

SingleStore✓

Deployment

Cloud / SaaS

Apache Iceberg✗

SingleStore✓

Self-hosted

Apache Iceberg✓

SingleStore✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Apache Iceberg

20 total

Spark
Trino
Presto
Flink
Hive
Impala
PyArrow
DuckDB
Polars
Pandas
Ray
Datafusion
BigQuery
SQLAlchemy
S3
GCS
Azure Data Lake Storage
Hadoop
Kerberos
Thrift

Independently observed

SingleStore

Leader

7 total

Kafka
Amazon S3
HDFS
MongoDB
Okta
Azure AD
Ping

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.