Best Big Data Analytics Software - Page 5

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)

Shakudo

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable, performant, and cost-effective stack than ever before.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Shakudo?

  • Seller: Shakudo
  • Year Founded: 2021
  • HQ Location: Toronto, CA
  • LinkedIn® Page: ca.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Do G2 Reviewers Say About Shakudo?

AI-generated summary from verified user reviews

Pros
  • Users find Shakudo's connectivity exceptional, effectively integrating various data tools for optimal performance.
  • Users appreciate the seamless data access provided by Shakudo, maximizing the potential of their diverse data tools.
  • Users value Shakudo for its effective data integration, maximizing the utility of diverse data tools in their stack.
  • Users find Shakudo excellent for data management, successfully coordinating tools and optimizing their data stack.
  • Users appreciate Shakudo for its flexible data pipelining, effectively coordinating various tools in their data stack.
Cons
  • Users find limited data transformation capabilities in Shakudo, often needing additional tools for complex tasks.
  • Users find feature limitations in Shakudo, as it lacks robust data transformation capabilities for complex tasks.
  • Users find Shakudo's lack of data transformation features limits their ability to perform complex data manipulations efficiently.
  • Users note a significant lack of functionality in Shakudo, requiring additional tools for complex data manipulation tasks.
  • Users find a lack of data transformation tools in Shakudo, often relying on external tools for complex tasks.

What Are Recent G2 Reviews of Shakudo?

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

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
  • LinkedIn® Page: www.linkedin.com
    95,294 employees on LinkedIn®
  • Ownership: NASDAQ:CSCO
  • Phone: 847-678-6600

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?

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

Who Is the Company Behind UnlimitedAnalytics?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of UnlimitedAnalytics?

42

42 Technologies is a centralized data platform created specifically to help retailers better understand their business by providing access to key retail metrics more quickly and efficiently. 42 helps merchants, planners, marketers, and executives easily pull reports for such things as cross-channel POS, inventory, margin, year-over-year performance, and top sellers by category, size or any other dimension, all in one place. We help teams from companies such as Global Brands Group, AllSaints, and Rebecca Minkoff. 42 is a full end-to-end solution, complete with data warehouse, cleaning and visualization layers.42’s goal is to give access and insights to everyone within an organization, and provides the following: * Consolidated and validated data – We consolidate, clean, and validate data across all data sources (Retail, E-Commerce, Wholesale, Traffic, ERP, etc.) * Accessible and customizable to everyone - Built solely for retail, 42 is easy to use across all job functions and has the ability to pull reports in seconds compared to hours * Real-time visual insights & reporting — With the ability to have more eyes looking at the data, you’ll be able to gain new insights and identify new opportunities that would otherwise be missed. * Growth & Efficiency - 42 helps by giving visibility and creating actions into all the levers that help make your business a success * Leverage a world-class API ecosystem to invest in innovative applications

Average Rating: 4.9/5.0

Total Reviews: 6

How Do G2 Users Rate 42?

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

Who Is the Company Behind 42?

Who Uses This Product?

  • Company Size: 57% Medium, 29% Small

What Are Recent G2 Reviews of 42?

Accurez

Who Is the Company Behind Accurez?

  • Seller: Accurez
  • Year Founded: 2017
  • HQ Location: Madurai, IN
  • LinkedIn® Page: www.linkedin.com
    62 employees on LinkedIn®

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
  • LinkedIn® Page: www.linkedin.com
    308 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
  • LinkedIn® Page: www.linkedin.com
    334,743 employees on LinkedIn®

Altova MapForce

Altova MapForce is an any-to-any data conversion and ETL tool for graphically defining and executing transformations for all popular data formats. Altova MapForce supports converting and transformation between any combination of XML, JSON, relational database, NoSQL database, EDI, text, Excel, XBRL, Google Protobuf, and Web services data. These powerful data mapping and integration tools convert your data instantly and provide multiple options to automate recurrent transformations. MapForce is a powerful, highly affordable data conversion and ETL tool for firms of all sizes.

Average Rating: 4.5/5.0

Total Reviews: 19

How Do G2 Users Rate Altova MapForce?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.9/10)

Who Is the Company Behind Altova MapForce?

  • Seller: Altova
  • Year Founded: 1992
  • HQ Location: Beverly, MA
  • LinkedIn® Page: www.linkedin.com
    42 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 43% Large, 39% Small

What Are Recent G2 Reviews of Altova MapForce?

Amazon EC2

AWS Elastic Compute Cloud (AWS - EC2) is a web service that provides resizable compute capacity in the cloud. It is designed to make web-scale computing easier for developers. AWS EC2۪s simple web service interface allows you to obtain and configure capacity with minimal friction. It provides you with complete control of your computing resources and lets you run on Amazon۪s proven computing environment. AWS EC2 reduces the time required to obtain and boot new server instances to minutes, allowing you to quickly scale capacity, both up and down, as your computing requirements change. AWS EC2 changes the economics of computing by allowing you to pay only for capacity that you actually use. AWS EC2 provides developers the tools to build failure resilient applications and isolate themselves from common failure scenarios.

Average Rating: 4.6/5.0

Total Reviews: 1,148

How Do G2 Users Rate Amazon EC2?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Amazon EC2?

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 40% Small, 35% Medium

What Do G2 Reviewers Say About Amazon EC2?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use of Amazon EC2, enabling quick scaling and flexible management of virtual servers.
  • Users value the scalability of Amazon EC2, enabling effortless adjustments to server resources as needed.
  • Users value the flexibility of Amazon EC2, enabling quick scaling and integration based on workload demands.
  • Users value the reliability and extensive features of Amazon EC2, enhancing their cloud computing experience significantly.
  • Users appreciate the flexibility and performance of Amazon EC2, benefiting from diverse instance types and seamless integration.
Cons
  • Users find the complexity of Amazon EC2 overwhelming, especially regarding instance choices and cost management.
  • Users find Amazon EC2 to be expensive, with complex pricing and unexpected charges causing frustration.
  • Users find the cost issues of AWS Cloud concerning, highlighting complex billing and higher prices compared to competitors.
  • Users struggle with pricing issues in Amazon EC2, as costs can quickly become complex and unpredictable.
  • Users find the steep learning curve of EC2 challenging, especially for beginners navigating its complex features.

What Are Recent G2 Reviews of Amazon EC2?

What Are G2 Users Discussing About Amazon EC2?

Amazon EMR

Amazon EMR is a web-based service that simplifies big data processing, providing a managed Hadoop framework that makes it easy, fast, and cost-effective to distribute and process vast amounts of data across dynamically scalable Amazon EC2 instances.

Average Rating: 4.2/5.0

Total Reviews: 62

How Do G2 Users Rate Amazon EMR?

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

Who Is the Company Behind Amazon EMR?

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 59% Large, 21% Small

What Do G2 Reviewers Say About Amazon EMR?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless data integration of Amazon EMR, effectively managing large datasets from diverse sources.
  • Users praise the ease of use of Amazon EMR, particularly for running test jobs and accessing detailed error logs.
  • Users value Amazon EMR for processing large datasets efficiently, integrating data from multiple sources seamlessly.
Cons
  • Users often face performance issues with Amazon EMR due to manual tuning needed when scaling up or down.
  • Users experience poor performance with slow auto scaling, often leading to job failures from resource shortages.
  • Users experience slow performance with auto scaling, often leading to job failures from insufficient cluster resources.

What Are Recent G2 Reviews of Amazon EMR?

What Are G2 Users Discussing About Amazon EMR?

amber

amber is a business AI platform that combines AI-powered assistance, workflow automation and enterprise search in one solution. amber helps teams find relevant knowledge, receive reliable answers, and complete tasks faster across all their connected systems. By connecting and understanding information from documents, images, audio, video, and more, amber makes company knowledge truly usable.

Average Rating: 4.9/5.0

Total Reviews: 4

How Do G2 Users Rate amber?

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

Who Is the Company Behind amber?

  • Seller: amber
  • Year Founded: 2021
  • HQ Location: Aachen, DE
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 40% Medium, 40% Small

What Are Recent G2 Reviews of amber?

AnswerDock

AnswerDock is an AI-driven analytics solution that uses Natural Language Processing to provide answers to business users' questions, allowing them to make better and faster data-driven decisions, without the need for data analysts. You can try the product free by signing up. You will be able to upload your own data and experience most of the features of AnswerDock in the free version. Using AnswerDock, business users create their own reports and dashboards by typing their questions, just like using a web search engine. For example, users can type Top 10 Sales People by growth in number of leads this quarter. AnswerDock runs the analysis and displays the optimal visualization instantly. AnswerDock runs powerful data mining algorithms to answer questions asked in natural language, such as: • What drives my conversion rate up? • Why did Sales increase yesterday? • Whats driving shipment status to be delayed? • How does PageViews affect Revenue? AnswerDock connects to a variety of sources from excel files to relational databases (Mysql, SQL Server, … ) to 3rd-party APIs such as Google Analytics .Users can create dashboards combining multiple sources, enabling them to have an integrated view on their business. Industry professionals from any business function can use AnswerDock to easily explore their company's data, using an intuitive search-like interface with no required training. AnswerDock supports professionals in Retail and Ecommerce, Finance and Insurance, Healthcare, Transportation and Logistics, Communications and Media, Manufacturing, among other industries. AnswerDock provides a comprehensive data platform with tons of features: • Natural Language Processing • Auto Chart Selection • 30+ Interactive chart type • 50+ Customization Options • Data mining and Insights Discovery • Analysis Explanation • Custom Keywords • Automatic Data Indexing • Sharing and Collaboration • Formula-based Columns • Datasets Joins • Administration Console • Scheduled Data Loads • Export to CSV, PNG or PDF • Column, Row and Dataset Permissions • Users Management • Interactive Dashboards

Average Rating: 3.8/5.0

Total Reviews: 2

Who Is the Company Behind AnswerDock?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of AnswerDock?

Apteco FastStats

Apteco FastStats® software provides a comprehensive suite of data exploration and visualisation tools that will help your business understand customer behaviour. A simple to use ‘drag and drop’ interface allows your team to perform powerful data analysis with ease and can be extended through optional add-on modules for data modelling, reporting and mapping. FastStats Modelling™ informs your targeting decisions and uses common analytical techniques to help you understand customer behaviour and target your communications more effectively. Integration with R provides advanced analytical users access to even more complex and valuable modelling techniques to give you real customer insight. FastStats Excelsior™ allows you to build custom reports configured to your business needs and share the results with your colleagues. Because FastStats Excelsior™ unites Excel and Apteco FastStats® visualisations, the resulting reports are even more powerful. Experience the power of Apteco software with a personal demo or free trial

Average Rating: 3.5/5.0

Total Reviews: 2

Who Is the Company Behind Apteco FastStats?

  • 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: 100% Medium

What Are Recent G2 Reviews of Apteco FastStats?

What Are G2 Users Discussing About Apteco FastStats?

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