Best Big Data Analytics Software - Page 10

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)

Kadeck

Kadeck is a UI for Apache Kafka, Red Panda, and Amazon Kinesis that makes it easier for teams to test, troubleshoot, and monitor data streaming applications and clusters.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Kadeck?

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

Who Is the Company Behind Kadeck?

  • Seller: Xeotek
  • Year Founded: 2019
  • HQ Location: Frankfurt am Main, DE
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Kadeck?

Knowage CE 7

Knowage is the open source suite for business analytics that satisfies traditional requirements as well as innovative and challenging informative domains, combining traditional data and big data sources into valuable and meaningful information.

Average Rating: 3.5/5.0

Total Reviews: 2

How Do G2 Users Rate Knowage CE 7?

  • Multi-Source Analysis: 5.0/10 (Category avg: 8.6/10)
  • Real-Time Analytics: 6.7/10 (Category avg: 8.6/10)
  • Data Workflow: 6.7/10 (Category avg: 8.6/10)

Who Is the Company Behind Knowage CE 7?

Who Uses This Product?

  • Company Size: 100% Medium

Kyligence Enterprise

Kyligence Enterprise is an enterprise-grade AI-powered analytics platform built on Apache Kylin. It provides a unified metrics platform that enables business users and data analysts to perform multi-dimensional analytics on big data at massive scale. Kyligence Enterprise delivers sub-second query performance on petabytes of data through OLAP cubes and AI augmented analytics.

Who Is the Company Behind Kyligence Enterprise?

  • Seller: Kyligence
  • Year Founded: 2016
  • HQ Location: San Jose, US
  • LinkedIn® Page: www.linkedin.com
    116 employees on LinkedIn®

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Lentiq EdgeLake

Lentiq is a multi-cloud, production-scale data lake as a service with a fully distributed architecture made of interconnected data pools. The data pools are completely independent, decentralized, and can run on different cloud providers, but they communicate through data, code and knowledge sharing, which helps deliver high-quality results for data science projects. Lentiq’s greatest benefit is allowing data teams (data scientists, data engineers, software developers, data operations or business analysts) to leverage the best tools and skillsets available for the job. In comparison to conventional data lake design patterns, with Lentiq, governance rules apply only when data is shared.

Who Is the Company Behind Lentiq EdgeLake?

  • Seller: Lentiq
  • Year Founded: 2019
  • HQ Location: Chicago, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Lucidworks Fusion

Lucidworks is an AI-powered search and discovery platform that helps organizations transform complex data into meaningful experiences for customers, employees, and partners. For more than a decade, Lucidworks has helped leading global brands unlock the value of their data through intelligent search, product discovery, knowledge management, and AI-powered digital experiences. Our mission is simple: make information useful for the people who need it, when they need it. Whether users are searching for products, answers, documentation, or expertise, Lucidworks helps them find the right information quickly and confidently. Built for both B2B and B2C organizations, the Lucidworks Platform combines advanced search technology, machine learning, generative AI, and business-friendly tools to understand user intent, improve relevance, and deliver personalized experiences at scale. Unlike traditional search solutions that rely solely on keywords, Lucidworks leverages signals, semantic understanding, AI-driven ranking, and contextual insights to connect users with the most relevant results—even when queries are incomplete, ambiguous, or conversational. The platform enables organizations to launch and optimize AI-powered search experiences across ecommerce, customer support, workplace search, knowledge management, and digital service environments. Business teams can manage and improve experiences through intuitive no-code tools, while technical teams benefit from enterprise-grade scalability, flexibility, and deployment options. Key capabilities include: • AI-powered enterprise search and discovery • Neural hybrid search combining semantic and keyword relevance • Generative AI and large language model orchestration • Agent Studio for building AI-powered assistants and discovery experiences • Product discovery and ecommerce search optimization • Knowledge management and workplace search • Signals-based personalization and relevance tuning • Analytics and search performance insights • Data integration and pre-built connectors • No-code business user tools for optimization and experimentation • Enterprise-grade security, governance, and scalability • Flexible SaaS, self-hosted, and hybrid deployment options Organizations including Lenovo, Morgan Stanley, American Express, Red Hat, and other global enterprises rely on Lucidworks to improve search relevance, increase conversions, accelerate decision-making, and deliver exceptional digital experiences. By combining proven search science with practical AI, Lucidworks helps businesses turn data into measurable business outcomes.

Average Rating: 4.5/5.0

Total Reviews: 12

How Do G2 Users Rate Lucidworks Fusion?

  • Has the product been a good partner in doing business?: 7.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Lucidworks Fusion?

  • Seller: Lucidworks
  • Year Founded: 2007
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    202 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of Lucidworks Fusion?

What Are G2 Users Discussing About Lucidworks Fusion?

MachEye

MachEye’s augmented analytics platform transforms the way organizations integrate their data, decisions, and operations. While current business intelligence platforms only answer “what” questions on data, MachEye helps users answer “what, why, and how” scenarios for everyone at an organization. Decision makers at any level can now receive actionable insights and recommendations through a “Google like” search experience and “YouTube like” audio-visual experience, in addition to charts and self-service analytics. MachEye adds an actionable “play” button to data! For more information, visit https://www.macheye.com.

Average Rating: 4.7/5.0

Total Reviews: 10

How Do G2 Users Rate MachEye?

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

Who Is the Company Behind MachEye?

  • Seller: MachEye
  • Year Founded: 2018
  • HQ Location: San Jose, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 70% Medium, 20% Large

What Are Recent G2 Reviews of MachEye?

What Are G2 Users Discussing About MachEye?

Masthead

Masthead Data is data observability platform for data teams on Google Cloud. Detect anomalies, observe pipelines, optimize compute costs. Our automated, ML-driven approach to data observability allows teams to catch and resolve data incidents in real time, while simultaneously optimizing Google BigQuery compute costs and maximizing ROI from their data platforms. The no-code implementation starts delivering results within minutes, and Masthead never needs read access to your data, meaning it is instantly compliant with privacy and security requirements.

Who Is the Company Behind Masthead?

Mather Listener

Listener™ is Mather Economics' intelligent data platform designed to bridge the critical gaps in digital transformation by facilitating the collection of high-quality data and enabling actionable insights. Many organizations struggle with operationalizing analytics, often failing to translate vast data into meaningful business outcomes. Listener addresses these challenges by integrating advanced analytics into a company's core operations, transforming static paywalls into Intelligent Paywalls, creating data-driven email triggers, and leveraging first-party data for targeted advertising. This comprehensive approach empowers businesses to enhance customer acquisition, improve subscriber retention, and drive revenue growth. Key Features and Functionality: - Intelligent Paywall™: Personalizes user experiences by delivering tailored offers and messaging at optimal times, balancing advertising and subscription revenues through real-time integration with existing paywall systems. - Content Analytics: Analyzes content performance to optimize revenue streams and refine content strategies, ensuring a balanced and profitable content mix. - Audience Analytics: Enhances audience engagement by providing insights into user behavior, enabling targeted strategies that positively impact the bottom line. - Data Integration: Seamlessly integrates with popular fulfillment systems like Piano, Naviga, BlueConic, and various email service providers, facilitating coordinated tactics across customer touchpoints. Primary Value and Solutions Provided: Listener™ empowers companies to operationalize advanced analytics, transforming data into actionable strategies that drive business growth. By addressing the common challenges of data collection and insight implementation, Listener enables organizations to: - Enhance Customer Acquisition: Utilize predictive analytics to attract new customers through personalized marketing efforts. - Improve Subscriber Retention: Implement data-driven strategies to reduce churn and increase subscriber loyalty. - Optimize Revenue Streams: Balance advertising and subscription revenues by delivering the right offers to the right users at the right time. By integrating Listener™ into their operations, businesses can make informed decisions that lead to measurable improvements in customer engagement and financial performance.

Who Is the Company Behind Mather Listener?

Mojix ytem™

Mojix is a leader in real-time, item-level visibility solutions that provide end-to-end business intelligence for supply chains around the globe. Mojix harmonizes data to provide traceability, product authentication and automated inventory management solutions that are built on a high security, scalable SaaS platform. Mojix captures event-triggered actions and vital characteristics by tracking billions of unique identities, to follow item lifecycles from source to shelf. Companies can leverage the integrated data to increase their sales and operational efficiency, reduce risk, and enhance their customer experience. Learn more at www.mojix.com.

Who Is the Company Behind Mojix ytem™?

  • Seller: Mojix
  • Year Founded: 2004
  • HQ Location: Boca Raton, US
  • LinkedIn® Page: www.linkedin.com
    120 employees on LinkedIn®

Movex Analytics

With MOVEX Analytics, provides a flexible tool that brings structure and meaningfulness to large data quantities behind the omnichannel processes.

Who Is the Company Behind Movex Analytics?

Mozenda

Mozenda is the most used web data extraction software on the market.

Average Rating: 4.1/5.0

Total Reviews: 4

Who Is the Company Behind Mozenda?

  • Seller: Mozenda
  • Year Founded: 2007
  • HQ Location: Lehi, US
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Mozenda?

MPP BI

A robust Business Intelligence platform that empowers decision-makers through analytics, visualization, and monitoring of big data. By leveraging massively parallel databases, it enables effective tracking of business processes and key performance indicators (KPIs) for informed decision-making.

Who Is the Company Behind MPP BI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of MPP BI?

What Are G2 Users Discussing About MPP BI?

NaturalText

Natural Text uses Machine Learning algorithms to identify similar phrases/lines between patent descriptions.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind NaturalText?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of NaturalText?

Neural Designer

Neural Designer is a powerful software tool for developing and deploying machine learning models. It provides a user-friendly interface that allows users to build, train, and evaluate neural networks without requiring extensive programming knowledge. With a wide range of features and algorithms, Neural Designer simplifies the entire machine learning workflow, from data preprocessing to model optimization. In addition, it supports various data types, including numerical, categorical, and text, making it versatile for domains. Additionally, Neural Designer offers automatic model selection and hyperparameter optimization, enabling users to find the best model for their data with minimal effort. Finally, its intuitive visualizations and comprehensive reports facilitate interpreting and understanding the model's performance. Whether you are a beginner or an experienced data scientist, Neural Designer accelerates the development of accurate and efficient machine learning models.

Average Rating: 4.4/5.0

Total Reviews: 6

Who Is the Company Behind Neural Designer?

  • Seller: Artelnics
  • Year Founded: 2014
  • HQ Location: Villamayor, ES
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of Neural Designer?

What Are G2 Users Discussing About Neural Designer?

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