# Best Real-time Analytic Database Software

## How Many Real-time Analytic Database Software Products Does G2 Track?

**Total Products under this Category:** 29

### Category Stats (Jul 2026)

- **Average Rating:** 4.54/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** QStory (+1.85%) - Among all products in this category, QStory recorded the largest rating increase compared to last month

_Last updated: July 28, 2026_

## How Does G2 Rank Real-time Analytic Database Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 600+ Authentic Reviews
- 29+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Real-time Analytic Database Software
 ![G2 Grid® for Real-time Analytic Database Software plotting products by satisfaction and market presence](https://www.g2.com/categories/real-time-analytic-database/grids.png?focus%5B%5D=16850&focus%5B%5D=6118&focus%5B%5D=6114&focus%5B%5D=1204266&focus%5B%5D=64262)

Highlighted products: CrateDB, SingleStore, KX, StarTree, and Materialize.

Underlying data: [Grid® JSON](https://www.g2.com/categories/real-time-analytic-database/grids.json?focus%5B%5D=cratedb&focus%5B%5D=singlestore&focus%5B%5D=kx-kx&focus%5B%5D=startree&focus%5B%5D=materialize)

**Sponsored**

### Axomo Swag Management Platform

Axomo is a swag management and employee rewards platform built for modern, distributed teams. Designed to support remote workforces, multi-location organizations, and mission-driven companies, Axomo helps businesses deliver branded merchandise that employees actually want: without waste, complexity, or brand inconsistency. By combining on-demand production, centralized logistics, and employee choice, Axomo turns corporate gifting into a meaningful, scalable tool for recognition, engagement, and brand impact. What Axomo Does Best: Centralized swag management: Axomo simplifies the entire swag lifecycle—from product selection to fulfillment—through one centralized platform. Teams can manage branding, budgets, inventory, and distribution across departments and locations with ease. Employee choice & inclusivity: Axomo empowers employees to choose swag that fits their personal style and preferences. This employee-driven approach leads to higher engagement, reduced waste, and a stronger return on branded merchandise investments. On-demand production & sustainability: With on-demand ordering, items are produced only when needed. This eliminates excess inventory, reduces waste, and ensures swag dollars are spent intentionally—supporting both sustainability goals and smarter budgeting. Streamlined fulfillment & logistics: Axomo offers integrated warehousing and fulfillment, making it easy to distribute swag to remote employees, field teams, and multiple office locations without manual coordination. Brand consistency & visibility: Centralized brand controls ensure all merchandise meets brand standards, while logo management simplifies approvals and updates across teams. Data-driven insights: Built-in analytics provide visibility into spending, engagement, and product performance. Teams can track participation, understand employee preferences, and continuously optimize their rewards strategy. Key Features On-demand production to reduce waste Automated recurring store credit or points Budget tracking across teams and departments Warehousing and bulk savings options Employee-driven product catalogs HRIS integrations User engagement and adoption reporting Centralized logo and brand management Product quality guarantee Dedicated customer support and guided onboarding Why Customers Choose Axomo Axomo is ideal for organizations that care about sustainability, efficiency, and employee experience. By combining flexibility for employees with control for administrators, Axomo helps companies build stronger cultures, improve engagement, and scale gifting programs with confidence.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1006054&secure%5Bchosen_at%5D=2026-07-28T12%3A20%3A24Z&secure%5Bdisplayable_resource_id%5D=1946&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=104579&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=104579&secure%5Bresource_id%5D=1006054&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Freal-time-analytic-database&secure%5Btoken%5D=412fe93928f349ca9e4a87f51f34f65c942e3402725c38284b6e88b8e45a592d&secure%5Burl%5D=https%3A%2F%2Faxomo.com%2Fbook-a-demo-now%2F&secure%5Burl_type%5D=book_demo)

[
CrateDB
](https://www.g2.com/products/cratedb/reviews)

By [CrateDB](https://www.g2.com/sellers/cratedb)

[

4.4/5(85)

](https://www.g2.com/products/cratedb/reviews)

What do users say?

Users consistently praise CrateDB for its ease of use and scalability, making it a reliable choice for handling large datasets and real-time data processing. The integration of SQL with NoSQL capabili

Pros and Cons

[
Ease of Use (12)
](https://www.g2.com/products/cratedb/reviews?qs=pros-and-cons)[
Lack of Features (5)
](https://www.g2.com/products/cratedb/reviews?qs=pros-and-cons)

[
SingleStore
](https://www.g2.com/products/singlestore/reviews)

By [SingleStore](https://www.g2.com/sellers/singlestore)

[

4.5/5(118)

](https://www.g2.com/products/singlestore/reviews)

What do users say?

Users consistently praise the speed and performance of SingleStore, highlighting its ability to handle large datasets and execute queries rapidly. The platform is noted for its ease of use and intuiti

[
KX
](https://www.g2.com/products/kx-kx/reviews)

By [KX](https://www.g2.com/sellers/kx-a145756d-91d3-463e-a51d-9e13b1ac577c)

[

4.6/5(51)

](https://www.g2.com/products/kx-kx/reviews)

What do users say?

Users consistently praise the product for its exceptional speed and powerful query language, which allows for efficient handling of large datasets. Many appreciate how the concise syntax of the q lang

Pros and Cons

[
Speed (6)
](https://www.g2.com/products/kx-kx/reviews?qs=pros-and-cons)[
Learning Curve (7)
](https://www.g2.com/products/kx-kx/reviews?qs=pros-and-cons)

[
StarTree
](https://www.g2.com/products/startree/reviews)

By [StarTree](https://www.g2.com/sellers/startree)

[

4.5/5(29)

](https://www.g2.com/products/startree/reviews)

What do users say?

Users consistently praise the product for its real-time analytics capabilities and intuitive interface, which simplify data exploration and management. The platform's speed and scalability make it a r

Pros and Cons

[
Performance (4)
](https://www.g2.com/products/startree/reviews?qs=pros-and-cons)[
Learning Curve (3)
](https://www.g2.com/products/startree/reviews?qs=pros-and-cons)

[
Materialize
](https://www.g2.com/products/materialize/reviews)

By [Materialize](https://www.g2.com/sellers/materialize)

[

4.7/5(16)

](https://www.g2.com/products/materialize/reviews)

What do users say?

Users consistently praise the lightweight design and excellent documentation of this framework, which makes it easy to implement and use for creating responsive websites. The innovative components and

[
ClickHouse
](https://www.g2.com/products/clickhouse/reviews)

By [ClickHouse](https://www.g2.com/sellers/clickhouse)

[

4.5/5(23)

](https://www.g2.com/products/clickhouse/reviews)

What do users say?

Users consistently praise ClickHouse for its fast query performance and efficient data handling, making it ideal for large-scale analytics. The columnar storage design allows for quick retrieval of va

Pros and Cons

[
Analytics (1)
](https://www.g2.com/products/clickhouse/reviews?qs=pros-and-cons)[
Beginner Unfriendliness (1)
](https://www.g2.com/products/clickhouse/reviews?qs=pros-and-cons)

[
Rayven
](https://www.g2.com/products/rayven/reviews)

By [Rayven](https://www.g2.com/sellers/rayven)

[

4.9/5(29)

](https://www.g2.com/products/rayven/reviews)

What do users say?

Users consistently praise Rayven for its flexibility and real-time data integration, which allow for seamless automation and customized workflows tailored to specific operational needs. The platform's

Pros and Cons

[
Ease of Use (61)
](https://www.g2.com/products/rayven/reviews?qs=pros-and-cons)[
Learning Curve (32)
](https://www.g2.com/products/rayven/reviews?qs=pros-and-cons)

[
DoubleCloud
](https://www.g2.com/products/doublecloud/reviews)

By [DoubleCloud](https://www.g2.com/sellers/doublecloud)

[

4.9/5(4)

](https://www.g2.com/products/doublecloud/reviews)

Product Description

DoubleCloud is winding down operations. The company ceased creating new accounts on October 1, 2024, and will completely close on March 1, 2025. DoubleCloud specialized in data analytics infrastru

[
CelerData Cloud
](https://www.g2.com/products/celerdata-cloud/reviews)

By [CelerData](https://www.g2.com/sellers/celerdata)

[

4.8/5(3)

](https://www.g2.com/products/celerdata-cloud/reviews)

Product Description

CelerData Cloud is the fastest, secure analytical engine that powers customer-facing and AI-driven analytics at scale, delivering consistently reliable and unbeatable performance with a future-proof a

Pros and Cons

[
Customer Support (3)
](https://www.g2.com/products/celerdata-cloud/reviews?qs=pros-and-cons)

[
InfluxDB
](https://www.g2.com/products/influxdata-influxdb/reviews)

By [InfluxData](https://www.g2.com/sellers/influxdata-c4358581-7be9-4eec-a0bc-bd083f9c5468)

[

4.4/5(101)

](https://www.g2.com/products/influxdata-influxdb/reviews)

What do users say?

Users consistently praise the ease of use and performance of InfluxDB, highlighting its ability to handle large volumes of time series data efficiently. The intuitive setup and integration with tools

[
Tiger Data
](https://www.g2.com/products/tiger-data/reviews)

By [Tiger Data (creators of TimescaleDB)](https://www.g2.com/sellers/tiger-data-creators-of-timescaledb)

[

4.6/5(33)

](https://www.g2.com/products/tiger-data/reviews)

What do users say?

Users consistently praise the ease of use and performance of the product, highlighting its intuitive interface and fast data processing capabilities. Many appreciate how it integrates seamlessly with

Pros and Cons

[
Ease of Use (8)
](https://www.g2.com/products/tiger-data/reviews?qs=pros-and-cons)[
Expensive (4)
](https://www.g2.com/products/tiger-data/reviews?qs=pros-and-cons)

[
Tinybird
](https://www.g2.com/products/tinybird/reviews)

By [Tinybird](https://www.g2.com/sellers/tinybird)

[

4.1/5(14)

](https://www.g2.com/products/tinybird/reviews)

What do users say?

Users consistently praise Tinybird for its ease of use and ability to simplify data analytics, making it a strong choice for building real-time analytics products. The platform's quick querying and au

Pros and Cons

[
Ease of Use (6)
](https://www.g2.com/products/tinybird/reviews?qs=pros-and-cons)[
Poor Customer Support (3)
](https://www.g2.com/products/tinybird/reviews?qs=pros-and-cons)

[
Apache Pinot
](https://www.g2.com/products/apache-pinot/reviews)

By [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)

[

4.8/5(2)

](https://www.g2.com/products/apache-pinot/reviews)

Product Description

Realtime distributed OLAP datastore, designed to answer OLAP queries with low latency

[
Imply
](https://www.g2.com/products/imply/reviews)

By [Imply Data, Inc.](https://www.g2.com/sellers/imply-data-inc)

[

4.3/5(4)

](https://www.g2.com/products/imply/reviews)

Product Description

Our real-time analytics database, built from Apache Druid, enables developers to build the next generation of analytics applications. With Imply, developers can build without constraints as our datab

Pros and Cons

[
Availability (1)
](https://www.g2.com/products/imply/reviews?qs=pros-and-cons)

[
Aerospike
](https://www.g2.com/products/aerospike/reviews)

By [Aerospike](https://www.g2.com/sellers/aerospike)

[

4.4/5(83)

](https://www.g2.com/products/aerospike/reviews)

What do users say?

Users consistently praise the product for its high performance and ease of use, noting that it delivers sub-millisecond response times and is reliable in demanding environments. Many appreciate the mi

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Similar Categories

- [Relational Databases](/categories/relational-databases)
- [NoSQL Databases](/categories/nosql-databases)
- [Database Management Systems (DBMS)](/categories/database-management-systems-dbms)
- [Big Data](/categories/big-data)

- [Database as a Service (DBaaS)](/categories/database-as-a-service-dbaas)
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- [Time Series Databases](/categories/time-series-databases)
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[Browse Real-time Analytic Database Themes](/categories/real-time-analytic-database/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated December 15, 2024

Real-time analytic or streaming databases are designed to process and analyze high volumes of data in near real time.

Traditional [relational databases](https://www.g2.com/categories/relational-databases) process and store historical data in batch modes and can thus provide insights into past trends. Real-time analytic databases go one step further by processing the data in real time and generating updates immediately for any queries registered, helping companies make data-driven decisions. These tools help data science teams combine past and present data for predictive analytics.

Real-time analytic databases process data as it arrives and helps organizations to make informed decisions and take immediate actions with the most recent information.

To qualify for inclusion in the Real-Time Analytic Database category, a product must:

- Offer real-time data processing
- Have event-driven architecture
- Provide lower query latency and execute queries continuously as they are registered

Show More