Databricks Notebooks
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Best Data Warehouse Software 2026
Facts read 20 Sep 2026 – 22 Oct 2026
Databricks Notebooks leads this list of 27 (record score 6.4, free plan). Databend is next (record score 6.1, free plan), and Exasol is the next highest-placed with a free plan (record score 6.0).
Data warehouse software supports storing and working with data for analysis, but deployment and architecture vary across products. Compared on data lake support and streaming ingestion, the entries also show whether storage and compute are separate and whether in-database machine learning is offered. Deployment model can help you consider operational fit, while pricing model, free-plan availability, and paid-from pricing add cost context. Exasol, Teradata VantageCloud, and Amazon Redshift are among the options, with Alibaba Cloud MaxCompute and Firebolt also included. As you compare, think about how data arrives, how analytical workloads will use it, and which infrastructure approach suits your requirements.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Databricks Notebooks | 6.4 | Free plan | Free plan | Android, Web, Windows, Mac | 14 Oct 2026 | |
| 02 Databend | 6.1 | $23 a month | Free plan | Web, Mac, Linux, API | 15 Oct 2026 | |
| 03 Exasol | Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization. | 6.0 | $3.30 a month | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 04 IBM Db2 | 5.8 | $630 a month | Free plan | Web, Windows, Linux, API | 8 Oct 2026 | |
| 05 Teradata VantageCloud | 5.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 2 Oct 2026 | |
| 06 Yellowbrick Data Warehouse | It suits enterprises with demanding analytics workloads and data residency or security requirements. | 5.2 | — | Free trial | Web, Windows, Mac, Linux | 7 Oct 2026 |
| 07 Apache Hive | Apache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools. | 5.1 | Free plan | Free plan | Windows, Mac, Linux, API | 15 Oct 2026 |
| 08 Amazon Redshift | Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs. | 4.7 | $0.54 a month | Free trial | Web, API | 29 Sep 2026 |
| 09 SAP Extended Enterprise Content Management by OpenText | 4.7 | — | — | Android, iPhone & iPad, Web, Windows | 11 Oct 2026 | |
| 10 Firebolt | Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards. | 4.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 30 Sep 2026 |
02
Databend
WebMacLinux+2 Record6.1 Visit
03
Exasol
Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization.
WebWindowsMac+3 Record6.0 Visit
04
IBM Db2
WebWindowsLinux+2 Record5.8 Visit
05
Teradata VantageCloud
WebLinuxAPI+1 Record5.6 Visit
6
Yellowbrick Data Warehouse
WebWindowsMac+3 — Record5.2 Visit It suits enterprises with demanding analytics workloads and data residency or security requirements.
7
Apache Hive
WindowsMacLinux+2 Free plan Record5.1 Visit Apache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools.
8
Amazon Redshift
WebAPI $0.54 a month Record4.7 Visit Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs.
10
Firebolt
WebLinuxAPI+1 Free plan Record4.6 Visit Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards.
12
Greenplum Database
LinuxAPISelf-hosted Free plan Record4.5 Visit Greenplum Database may suit organizations building large analytical warehouses or working with the listed analytics, machine learning, AI, and IoT workloads.
13
Tencent Cloud TCHouse-D
WebAPI $183.20 a month Record4.1 Visit It suits teams building cloud analytics for websites, apps, gaming, and other workloads requiring SQL-compatible OLAP and varied data imports.
14
Teradata Database
WebLinuxAPI+1 — Record3.7 Visit Teradata Database suits enterprise teams running complex analytics in financial services, healthcare, public services, life sciences, retail, manufacturing,…
15
Panoply
Web — Record3.6 Visit It suits readers comparing data infrastructure tools and seeking pricing context, replacement guidance, or vendor corrections.
16
Alibaba Cloud MaxCompute
Web $22 a month Record3.3 Visit MaxCompute suits users seeking a cloud data platform with separate storage and compute, data lake support, streaming ingestion, or in-database machine learning.
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