Best Big Data Analytics Software - Page 5

How Many Big Data Analytics Software Products Does G2 Track?

Total Products under this Category: 108

Category Stats (Sep 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Cloudera (+2.21%) - Among all products in this category, Cloudera recorded the largest rating increase compared to last month

Last updated: September 03, 2026

How Does G2 Rank Big Data Analytics Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 8,500+ Authentic Reviews
  • 108+ 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 Big Data Analytics Software

G2 Grid® for Big Data Analytics Software plotting products by satisfaction and market presence

Highlighted products: Databricks, Google Cloud BigQuery, Snowflake, IBM watsonx.data, Alteryx, Azure Databricks, Kyvos Semantic Layer, and Azure Synapse Analytics.

Underlying data: [Grid® JSON](https://www.g2.com/categories/big-data-analytics/grids.json?focus%5B%5D=databricks&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=alteryx&focus%5B%5D=azure-databricks&focus%5B%5D=kyvos-semantic-layer&focus%5B%5D=azure-synapse-analytics)

Sparkflows Data Science & Analytics Platform

Build your ML/AI and data pipelines 20X faster with low-code Sparkflows studio and deploy your models in production at speeds in-line with the business needs.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Sparkflows Data Science & Analytics Platform?

  • Multi-Source Analysis: 10.0/10 (Category avg: 8.5/10)
  • Real-Time Analytics: 10.0/10 (Category avg: 8.5/10)
  • Data Workflow: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Sparkflows Data Science & Analytics Platform?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Sparkflows Data Science & Analytics Platform?

Splunk Cloud Platform

Search, analyze, visualize and act on your data with the flexible, secure and cost effective data platform service. Go live in as little as two days, and with your IT backend managed by Splunk experts you can focus on acting on your data. Search any kind of data in real-time to detect and prevent issues before they happen with access to the latest streaming and machine learning capabilities. Search any kind of data in real-time to detect and prevent issues before they happen with access to the latest streaming and machine learning capabilities.

Average Rating: 4.3/5.0

Total Reviews: 2

Who Is the Company Behind Splunk Cloud Platform?

  • Seller: Cisco
  • Year Founded: 1984
  • HQ Location: San Jose, CA
  • Twitter: @Cisco
    720,366 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95,545 employees on LinkedIn®
  • Ownership: NASDAQ:CSCO

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of Splunk Cloud Platform?

What Are G2 Users Discussing About Splunk Cloud Platform?

UnlimitedAnalytics

UnlimitedAnalytics is a cloud/on-premises based enterprise big data analytics, business intelligence, dashboard, and reporting software solution that implements a fit-for-all data-sources algorithm which creates a unified multi-dimensional data warehouse.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate UnlimitedAnalytics?

  • Multi-Source Analysis: 10.0/10 (Category avg: 8.5/10)
  • Real-Time Analytics: 10.0/10 (Category avg: 8.5/10)
  • Data Workflow: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind UnlimitedAnalytics?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of UnlimitedAnalytics?

Aerospike Vector Search

Aerospike Vector Search (AVS) is an advanced extension to the Aerospike Database, designed to facilitate real-time, high-performance vector similarity searches across extensive datasets. By integrating seamlessly with existing data, AVS enables developers to build applications that deliver rapid and accurate results, making it ideal for AI-driven solutions such as fraud detection, personalized recommendations, and real-time advertising.

Who Is the Company Behind Aerospike Vector Search?

  • Seller: Aerospike
  • Year Founded: 2009
  • HQ Location: Mountain View, CA
  • Twitter: @aerospikedb
    7,825 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    307 employees on LinkedIn®

Ahana Cloud for Presto

Ahana Cloud for Presto is a fully integrated, cloud-native managed service built for AWS and the easiest way to get up and running with Presto. The managed service includes the Ahana SaaS Console which allows users to create and manage multiple Presto clusters. The Ahana SaaS Console runs in Ahana's AWS account. The Presto clusters as well as the other system components like the Hive Metastore are provisioned in the Ahana Compute Plane in the user's AWS account.

Who Is the Company Behind Ahana Cloud for Presto?

  • Seller: Ahana
  • Year Founded: 2020
  • HQ Location: Armonk, New York, United States
  • Twitter: @ahana
    256 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    334,743 employees on LinkedIn®

AxonIQ Console

AxonIQ Console Insight and management for Axon Framework and Axon Server AxonIQ Console is designed to get the most out of your Axon Framework application and Axon Server environment, no matter where it runs. Near-zero configuration is required. AxonIQ Console simplifies a complex enterprise application infrastructure by providing insight, management, control, and reporting; all in one platform. AxonIQ Console AxonIQ Console is designed to evolve and enhance its functionalities over time and will cover all the products and services AxonIQ has to offer. Based on user feedback, we have designed a tool that provides insight into applications developed with Axon Framework that can run without or with our recommended Axon Server environment. The "one-stop shop" for all initialization, configuration, insights, and monitoring of AxonIQ products. Benefits One platform Access to: Axon Framework Axon Server GCP Marketplace AxonIQ Cloud (TBA) Quick and easy setup Connect Axon Framework-based applications to Axon Server with just a few clicks, saving valuable time. Overview Gain insight into all connected applications and server nodes. Applications Clusters Event Processors Message Handlers Aggregates

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate AxonIQ Console?

  • Real-Time Analytics: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind AxonIQ Console?

  • Seller: AxonIQ
  • Year Founded: 2017
  • HQ Location: Utrecht, NL
  • LinkedIn® Page: www.linkedin.com
    39 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About AxonIQ Console?

AI-generated summary from verified user reviews

Pros
  • Users find AxonIQ Console to be very user-friendly, making it easy to teach others how to use it.
  • Users appreciate the easy learning aspect of AxonIQ Console, finding it user-friendly and straightforward to teach others.
  • Users find the intuitive use of AxonIQ Console makes it easy to teach and navigate for others.
  • Users benefit from the user-friendly organization of AxonIQ Console, making it easy to teach others.
  • Users appreciate the user-friendly interface of AxonIQ Console, making it easy to teach others.
Cons
  • Users experience slow updates in AxonIQ Console, which hampers sharing and collaboration with others.
  • Users experience slow performance when updating and sharing in AxonIQ Console, leading to frustration during use.
  • Users experience slow updates with AxonIQ Console, which can hinder collaboration and efficiency when sharing information.
  • Users experience slow updates with AxonIQ Console, which can hinder timely communication with others.

What Are Recent G2 Reviews of AxonIQ Console?

Babel Street Insights

Babel Street revolutionizes how organizations manage and use knowledge, enabling smarter decision-making and strategy planning.

Who Is the Company Behind Babel Street Insights?

  • Seller: Babel Street
  • Year Founded: 2012
  • HQ Location: Washington, Wisconsin, United States
  • Twitter: @babelstreet
    132 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    288 employees on LinkedIn®

Bizintel360

Bizintel360 is a self-service big data analytics solution, that enables companies to gain actionable insight from a large volume of diverse data, with extreme velocity. Its powerful search engine capability enables business users to ask question within the system with various keywords to get real insight from varied data source and make relationship between islands of data sources. Our cloud based solution requires no ETL tools, no IT resources and no data warehouse. Bizintel360 helps business users to connect data of various sources and expose critical trends, metrics, and insights in the form of charts and graphs that enable business users at all levels to make key business decisions from operational level to strategic level.

Who Is the Company Behind Bizintel360?

Chatterlytics

Chatterlytics — AI-powered business analytics tool to visualize your business data, create reports and dashboards without any technical data expertise.

Who Is the Company Behind Chatterlytics?

ComboCurve

ComboCurve is the fastest analysis platform in energy. It unites forecasting, type curves, economics, mapping, modeling, and net zero planning in a single workflow. Auto-forecast thousands of wells and compare dozens of economic scenarios simultaneously in minutes. “ComboCurve was created to solve critical pain points, helping energy companies better manage their forecasting, valuation, reporting, and decision-making functions,” said Armand Paradis, CEO and Co-Founder, ComboCurve. Track Record: 320+ Clients 150+ Personnel 2021 Disruptive Technology of the Year Winner 2022 Disruptive Technology of the Year Winner 2022 Innovation of the Year 2022 Best and Brightest Companies to Work for in the Nation 2023 Best and Brightest Companies to Work for in the Nation 2021 $10M in funding 2022 $50M in funding Key Features: Forecasting Type Curves Economics ComboCarbon - GHG & Carbon Reporting ComboSync - Automated Data Syncing

Who Is the Company Behind ComboCurve?

Data21.io

Hire skilled remote Data Analysts and Engineers Transform any data into better business decisions with power of Python and SQL. Hire Data Analysts and Data Engineers working remotely for a flat monthly rate.

Who Is the Company Behind Data21.io?

  • Seller: Data21.io
  • Year Founded: 1998
  • HQ Location: Manhasset, US
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Dataleyk

Dataleyk is the secure, fully-manage cloud data platform for SMBs. Our mission: make big data analytics simple & accessible to all. Dataleyk makes it quick & easy to have a stable, flexible, and reliable cloud data lake with near-zero technical knowledge. Store all of your company data from every single source, explore with SQL and visualize with your favorite external BI tool or internal built-in graphs. Aggregate multiple sources of data in one central location to have a 360° overview to truly realize and harness the power of your data.

Who Is the Company Behind Dataleyk?

  • Seller: Dataleyk
  • Year Founded: 2021
  • HQ Location: Berlin, DE
  • LinkedIn® Page: linkedin.com
    2 employees on LinkedIn®

Data Sandbox

The Data Sandbox is Data Republic's secure and collaborative environment which enables enterprise organizations to connect their data to the world's best people, apps, algorithms, without compromising data security or privacy.

Who Is the Company Behind Data Sandbox?

Diskover Data

Diskover is an unstructured data management platform. It indexes file metadata across every storage tier into one searchable catalog, giving teams visibility into what they hold and the ability to act on it at the file level, from cleanup and tiering to preparing AI-ready datasets.

Who Is the Company Behind Diskover Data?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026