Best Big Data Analytics Software - Page 6

How Many Big Data Analytics Software Products Does G2 Track?

Total Products under this Category: 206

Category Stats (Nov 2026)

  • Average Rating: 4.48/5 (↓0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Cloudera (+0.24%) - Among all products in this category, Cloudera recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Big Data Analytics Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 12,300+ Authentic Reviews
  • 206+ 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 Splunk Enterprise.

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=splunk-enterprise)

Apteco Orbit

Apteco Orbit is an end-to-end actionable marketing insights platform, connecting you with your data. Connect people and channels, analyse data, target your audience, and manage campaigns - all on one intuitive platform. Apteco Orbit offers one place to create audience lists, visualise your data, and activate and optimise high-performance marketing campaigns. Our leading software platform brings analytics, visualisation and customer segmentation to your fingertips.

Average Rating: 4.0/5.0

Total Reviews: 5

How Do G2 Users Rate Apteco Orbit?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind Apteco Orbit?

  • Seller: Apteco
  • Year Founded: 1987
  • HQ Location: Warwick, England, United Kingdom
  • LinkedIn® Page: www.linkedin.com
    59 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Are Recent G2 Reviews of Apteco Orbit?

AristotleInsight

AristotleInsight was built to collect, analyze and store the enormous amounts of UDAPE data necessary to document exactly what occurs at any given moment now or in the past

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate AristotleInsight?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind AristotleInsight?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of AristotleInsight?

What Are G2 Users Discussing About AristotleInsight?

Atoti

Who Is the Company Behind Atoti?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

AtScale

AtScale enables smarter decision-making by accelerating the flow of data-driven insights. The company’s semantic layer platform simplifies, accelerates, and extends business intelligence and data science capabilities for enterprise customers across all industries. Features: -Design Canvas: AtScale’s Design Canvas visually and intuitively connects to any data -Autonomous Data Engineering—Just-in-time query optimization that anticipates the needs of the data consumer. -Universal Semantic Layer—A workspace with a Design Canvas for your data consumers to define business meaning and get a single-source-of-truth. -Security & Data Governance —Centralized security policy to decentralize access using the tenants of Zero Trust. -Virtual Cube Catalog—A gateway to data that is easily discoverable and frictionless—and available to use every day, en masse. Benefits: -No data movement: AtScale is agnostic to data platforms and data location, whether on-premises or in the cloud, in a data lake or a data warehouse. -Automatic “smart” aggregate creation: AtSacle’s intelligent aggregates adapt to the data model and how it is used, automating the data engineering tasks required to support those activities and reducing time spent from weeks to hours. -Use your existing BI and AI tools: AtScale provides access to live, atomic-level data without the user needing to understand where or how to access the data, so you can keep using your tools of choice. -No more extracts or shadow IT: AtScale eliminates the need for extracts with a single, consistent, governed view of live data, regardless of which BI and AI tools are used. -Data-as-a-service: AtScale allows metadata to be created once, with centrally defined business rules and calculations, exposing data assets as a service. -Data platform portability: Models built in AtScale are portable, with no need to recreate them for different platforms. AtScale can easily be repointed to new data platforms, making migration seamless to business users. -Faster time-to-insight: AtScale reduces time-to-insight from weeks and months to minutes and hours. AtScale virtual models can be created and deployed in no time, with no ETL or data engineering. -Future-proof your data architecture: AtScale alleviates the complexities of data platform and analytics tool integration, making cloud, hybrid-cloud and multi-cloud data architectures a reality without compromising performance, security, agility or existing governance and security policies.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate AtScale?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind AtScale?

  • Seller: AtScale
  • Year Founded: 2013
  • HQ Location: Boston, Massachusetts, United States
  • LinkedIn® Page: www.linkedin.com
    153 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of AtScale?

What Are G2 Users Discussing About AtScale?

Authoritas

Authoritas has been building sophisticated SEO software tools and data for over a decade. In 2018, Authoritas acquired the Linkdex platform and has since integrated the very best of both enterprise class solutions to bring an unrivalled range of SEO capabilities to market. In 2025 Authoritas launched its new AI Search Platform with advanced AI prompt generation capabilities allowing brands to perform in-depth research and tracking of their performance in AI search engines and other LLMs like ChatGPT, Google AI mode, Google AI Overviews, Perplexity, Gemini, Claude, DeepSeek, etc. Use our platform to view competitor data, market share, keyword analysis and so much more across SEO and AI Search. The only platform to combine SEO and AI Search (AEO/GEO) data in Google Big Query for total search reporting via Looker Studio.

Average Rating: 4.0/5.0

Total Reviews: 21

How Do G2 Users Rate Authoritas?

  • Has the product been a good partner in doing business?: 7.6/10 (Category avg: 8.9/10)

Who Is the Company Behind Authoritas?

Who Uses This Product?

  • Top Industries: Marketing and Advertising
  • Company Size: 57% Small, 29% Medium

What Do G2 Reviewers Say About Authoritas?

AI-generated summary from verified user reviews

Pros
  • Users value the ability to monitor performance across channels, enhancing their SEO strategies and content analysis.
  • Users value the comprehensive keyword tracking of Authoritas, enabling efficient performance monitoring across various search channels.
  • Users value the SEO improvement tools of Authoritas for tracking performance and analyzing content opportunities efficiently.
Cons
  • Users find the data overload in Authoritas to be overwhelming, making it difficult to navigate and utilize effectively.

What Are Recent G2 Reviews of Authoritas?

What Are G2 Users Discussing About Authoritas?

AWS DataSync

AWS DataSync is a data transfer service that makes it easy for you to automate moving data between on-premises storage and Amazon S3 or Amazon Elastic File System (Amazon EFS).

Average Rating: 4.2/5.0

Total Reviews: 14

How Do G2 Users Rate AWS DataSync?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind AWS DataSync?

Who Uses This Product?

  • Company Size: 43% Medium, 43% Small

What Are Recent G2 Reviews of AWS DataSync?

What Are G2 Users Discussing About AWS DataSync?

Axibase Time Series Database

ATSD is a distributed NoSQL database designed from the ground up to store and analyze time-series data at scale. Unlike most other databases, ATSD comes with a robust set of built-in features including Rule Engine, Visualization, Data Forecasting, Data Mining and more.

Average Rating: 4.9/5.0

Total Reviews: 4

How Do G2 Users Rate Axibase Time Series Database?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Axibase Time Series Database?

  • Seller: Axibase
  • Year Founded: 2004
  • HQ Location: Cupertino, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 25% Large

What Are Recent G2 Reviews of Axibase Time Series Database?

What Are G2 Users Discussing About Axibase Time Series Database?

Axiom

Store and query unlimited machine data with Axiom’s Cloud Native data insight platform.

Who Is the Company Behind Axiom?

  • Seller: Axiom
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: linkedin.com
    52 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

Axoniq Insights

Axoniq Insights is an intelligence and analytics layer that turns your Axon Server event store into an instant, queryable SQL database without manual projections or schema maintenance. Core Features • EventLake Architecture: Connects to Axon Server event streams and writes incoming events into Parquet files powered by DuckDB (a columnar analytical database). • Multiple Query Interfaces: Access data through natural language (AI chat), standard SQL, BI tools, REST APIs, or the PostgreSQL wire protocol (port 5432). • AI & Agentic Traceability: Traces AI agent actions and decisions directly back to immutable event store records for auditing and compliance. • Availability: Included natively with Axon Server Team Tier and above.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Axoniq Insights?

  • Real-Time Analytics: 10.0/10 (Category avg: 8.6/10)

Who Is the Company Behind Axoniq Insights?

  • Seller: Axoniq
  • Year Founded: 2017
  • HQ Location: Austin , US
  • LinkedIn® Page: www.linkedin.com
    45 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Axoniq Insights?

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 Insights?

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
  • LinkedIn® Page: www.linkedin.com
    288 employees on LinkedIn®

BCT

Who Is the Company Behind BCT?

  • Seller: BCT
  • Year Founded: 1985
  • HQ Location: Sittard, Limburg, Netherlands
  • LinkedIn® Page: www.linkedin.com
    664 employees on LinkedIn®

biGENIUS

biGENIUS automates the entire lifecycle of analytical data management solutions (data warehouses, data lakes, data marts, real-time analytics, etc.) while providing the foundation for turning your data into business as fast and cost-efficient as possible.

Average Rating: 4.0/5.0

Total Reviews: 6

How Do G2 Users Rate biGENIUS?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind biGENIUS?

  • Seller: biGENIUS
  • Year Founded: 2021
  • HQ Location: Pratteln, CH
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 71% Small, 29% Medium

What Are Recent G2 Reviews of biGENIUS?

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?

Blossom Sky

Databloom is a distributed data access and analytics company that develops "Blossom Sky", an AI-Powered Data Platform Integration as a Service. Blossom Sky enables distributed data processing across multiple data processing engines and accelerates digital transformation by eliminating complex data management processes.

Who Is the Company Behind Blossom Sky?

Centralpoint

Centralpoint is a leading Digital Experience Platform used by hundreds of organizations in a myriad of verticals. It empowers organizations to easily author and manage content that lets each user access it uniquely via Single Sign On. Centralpoint's Integration with Active Directory, LDAP, oAuth, SAML (2.0), OpenID, oAuth (and others) allows you to serve ALL of your many users by their Role simultaneously . This means you can finally centralize all of your information to be accessed by everyone (Employees, Clients, Partner, Affiliate, etc.). Centralpoint brings all of your information into one place so each user can access it uniquely. Centralpoint streamlines your digital strategy by giving you one place to manage your information, which cascades down to the users who need it within your organization. More importantly, it tracks what each user does with your information; which yield rich Business Intelligence.

Who Is the Company Behind Centralpoint?

  • Seller: Oxcyon
  • Year Founded: 2000
  • HQ Location: Bath, US
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026