Best Big Data Analytics Software - Page 11

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)

NODATA

NODATA is a BI, data analytics platform that helps businesses make agile data-driven decisions in a more efficient and collaborative way. Missions include reducing "time to insight" in the most secure way, increasing non-IT users' autonomy and strengthening data literacy within their customers' company. Working with big international corporations (Renault Group, RCI Bank and services, Crédit Agricole, BNP Paribas, etc.), NODATA has developed a strong expertise in accompanying their customers to achieve successful data democratization throughout their organization.

Who Is the Company Behind NODATA?

  • Seller: NODATA
  • Year Founded: 2015
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    22 employees on LinkedIn®

NovaceneAI Platform

The NovaceneAI® Platform is an AI-native solution designed to modernize organizational workflows by transforming unstructured data into actionable insights. It automates data analysis, streamlines decision-making processes, and accelerates time to value, enabling teams to focus on strategic initiatives rather than manual data processing. Key Features and Functionality: - Data Ingestion: Supports various data input methods, including API calls, web UI uploads, and extraction from unstructured files like MS Office documents, PDFs, and images. - Intelligent Transformation: Applies AI and machine learning algorithms for tasks such as clustering, classification, theme and keyword extraction, sentiment analysis, and more. - Custom Model Training: Allows users to train and retrain custom models without specialized knowledge, ensuring the platform evolves with organizational needs. - Visualization and Reporting: Provides built-in dashboards for real-time data visualization and generates automatic reports to facilitate immediate insight analysis. - Deployment Flexibility: Offers multiple deployment options, including single-tenant, on-premise, and offline configurations, ensuring data privacy and compliance with organizational security standards. Primary Value and Problem Solved: The NovaceneAI Platform addresses the challenge of managing and deriving insights from large volumes of unstructured data. By automating data analysis and integrating AI-driven automation, it reduces manual effort, minimizes errors, and accelerates decision-making processes. This empowers organizations to uncover patterns and trends, optimize operations, and maintain a competitive edge in their respective industries.

Average Rating: 4.2/5.0

Total Reviews: 18

How Do G2 Users Rate NovaceneAI Platform?

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

Who Is the Company Behind NovaceneAI Platform?

Who Uses This Product?

  • Company Size: 44% Small, 28% Medium

What Are Recent G2 Reviews of NovaceneAI Platform?

Nucla

Dynamically aggregate and share your company data. Breakdown silos across your enterprise, enhance the visibility of your engagement with the ecosystem and engage your stakeholders with interactive reports.

Who Is the Company Behind Nucla?

  • Seller: KITEsrm
  • Year Founded: 2024
  • HQ Location: Denver, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

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ObserviX AI

ObserviX is the AI-powered marketing attribution platform that shows you exactly which channels drive revenue, not just clicks. We solve the biggest problem in marketing: knowing which marketing dollars actually generate profit. The Problem We Solve: Most businesses spend thousands on Google Ads, Facebook, LinkedIn, and email marketing without knowing which efforts truly drive sales. Traditional analytics only show the last click, missing 80% of the customer journey. Teams waste 30% of their marketing budget on channels that look good in reports but don't drive revenue. Our Solution: 5-Minute Setup - Install our lightweight pixel and start seeing complete attribution in minutes, not months Multi-Touch Attribution - See all touchpoints that influence each sale across every marketing channel Visual Customer Journey Mapping - Watch how prospects discover, engage, and convert across your entire marketing ecosystem AI-Powered Optimization - Get weekly recommendations on where to invest more and where to cut spending based on actual revenue impact Who We Serve: - Marketing teams at growing businesses, - Marketing agencies managing multiple clients, - E-commerce companies tired of attribution confusion. Ready to stop guessing which marketing channels work? Connect marketing spend to actual profit with ObserviX.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind ObserviX AI?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About ObserviX AI?

AI-generated summary from verified user reviews

Pros
  • Users value the user-friendly multi-tenant analytics of ObserviX AI, making client management simple and efficient.
  • Users highlight the sophisticated yet clear attribution models of ObserviX AI, enhancing accessibility for marketers and clients alike.
  • Users value the high client engagement with ObserviX AI, enjoying intuitive insights and appealing visual reports.
  • Users find ObserviX AI's ease of use exceptional, allowing seamless client management and clear data interpretations.
  • Users value the easy learning curve of ObserviX AI, allowing even juniors to interpret complex data effortlessly.
Cons
  • Users find the lack of pre-built e-commerce dashboard templates and mobile app tracking disappointing at this stage.
  • Users express a desire for more pre-built dashboard templates in ObserviX AI to enhance their e-commerce experience.
  • Users note the absence of pre-built templates for e-commerce and lack of mobile app tracking in ObserviX AI.
  • Users are concerned about subscription issues as it lacks essential features like pre-built e-commerce dashboards and mobile tracking.
  • Users express a need for improved tracking features, specifically requesting more dashboards and mobile app functionality.

What Are Recent G2 Reviews of ObserviX AI?

Observo Query

Observo.ai is an AI-powered observability platform designed to help organizations optimize their observability data, significantly reducing costs and improving incident response times. By leveraging advanced AI capabilities, Observo.ai enables businesses to manage and analyze their telemetry data more efficiently, leading to faster issue resolution and enhanced operational performance.

Who Is the Company Behind Observo Query?

  • Seller: observo.ai
  • Year Founded: 2022
  • HQ Location: Silicon Valley, US
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

OmniSci

OmniSci is a breakthrough analytics platform originating from research at MIT. Harnessing the dramatic acceleration of modern GPUs, OmniSci achieves orders of magnitude speedups and price-performance gains over CPU-based analytic technologies.

Who Is the Company Behind OmniSci?

  • Seller: OmniSci
  • Year Founded: 2013
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Omnisient Data Collaboration Platform

Omnisient is a Privacy Enhancing Technology and the leading privacy-preserving data collaboration platform in emerging markets. The technology creates a trust-by-design environment for businesses to collaborate on their first-party data securely, quickly, and easily while remaining compliant with consumer data privacy regulations. Clients can use new 1st party data sources to grow financial inclusion, improve the customer experience, and identify new business opportunities for growth.

Who Is the Company Behind Omnisient Data Collaboration Platform?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Omnisient Data Collaboration Platform?

OpenText Aviator Platform

OpenText Aviator Platform is a comprehensive, end-to-end analytics solution designed to help organizations manage and analyze vast amounts of data efficiently. It enables businesses to perform analytics on data volumes approaching petabytes, accommodating thousands of users simultaneously. The platform supports all data types—structured, unstructured, and semi-structured—ensuring versatility across various data sources. Key Features and Functionality: - Scalability: Handles large-scale data analytics, making sense of big data even at the petabyte level. - Extensive Connectivity: Offers over 150 connectors, reducing costs associated with data storage, transfer, and management by eliminating unnecessary cloud expenses and data duplication. - Comprehensive Analytics: Provides tools for business intelligence (BI) to artificial intelligence (AI), including voice, video, audio, and analysis of unstructured data, catering to the diverse needs of data scientists and business analysts. Primary Value and Solutions Provided: The OpenText Aviator Platform empowers organizations to harness their data's full potential without the need to relocate it. By connecting to existing data sources, it facilitates efficient data analysis and visualization, leading to informed decision-making. This approach not only enhances operational efficiency but also reduces costs associated with data management and storage. By integrating advanced analytics capabilities, the platform addresses the challenges of managing and interpreting large datasets, enabling businesses to derive actionable insights and maintain a competitive edge.

Who Is the Company Behind OpenText Aviator Platform?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • LinkedIn® Page: www.linkedin.com
    22,835 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX
  • Phone: +1-519-888-7111

Opinum Data Hub

Opisense is an Data Management Platform for Energy & Environmental actors. Opisense centralises energy and environmental data on a secured Cloud-based solution and is built to collect data from various sources, from metering information to contextual data sets (weather, building usage, energy prices,...), and to make sure data is qualitative. Our solution provides numerous functionalities to capitalize on data; from simple dashboarding to complex calculations.

Who Is the Company Behind Opinum Data Hub?

  • Seller: Opinum
  • Year Founded: 2014
  • HQ Location: Mont-Saint-Guibert, BE
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

OptimalPlus Open Platform

The OptimalPlus open platform pairs unprecedented visibility into the electronics lifecycle with advanced data science and domain expertise to enhance production metrics and ensure overall product reliability.

Who Is the Company Behind OptimalPlus Open Platform?

  • Seller: NI
  • Year Founded: 1976
  • HQ Location: Austin, TX
  • LinkedIn® Page: www.linkedin.com
    8,041 employees on LinkedIn®
  • Ownership: NASDAQ: NATI
  • Total Revenue (USD mm): $1,286

OrcaSheets

What is OrcaSheets? OrcaSheets is a local-first data analytics platform that helps business users analyze massive datasets containing billions of rows directly on their desktop computers using natural language queries, without requiring cloud infrastructure, technical expertise, or compromising data privacy. OrcaSheets addresses a critical gap in the analytics market by combining enterprise-grade processing capabilities with spreadsheet familiarity. The software runs entirely on local machines, processing data locally through an AI-powered interface that accepts plain English questions instead of SQL queries or complex formulas. This architecture ensures sensitive data never leaves the user's device while delivering analytical performance previously available only through expensive cloud-based business intelligence platforms. Core Capabilities: • Billion-row local processing - Handles datasets up to one billion rows or more in seconds on standard laptops without cloud uploads or performance degradation • AI-powered natural language interface using OrcAI technology - Users query data conversationally without learning SQL, Python programming, or spreadsheet macros • Pre-built analytical recipes and templates - Includes workflows for RFM analysis, logistic regression models, customer segmentation, and custom workflow automation • Complete offline functionality - All data processing occurs locally on your computer with no internet connection required for analysis • Lightweight 70MB installation footprint - Minimal system requirements with enterprise-level analytical power for desktop data analysis Primary Use Cases: The platform serves professionals across financial services for fraud detection and audit reconciliation, healthcare organizations for HIPAA-compliant patient analytics and clinical trial data processing, government agencies for classified data analysis and census data processing, manufacturing companies for IoT sensor data processing and quality control, and retail businesses for customer segmentation and e-commerce transaction analysis. Organizations choose OrcaSheets when they need to analyze sensitive information subject to regulatory compliance requirements like GDPR data protection, HIPAA healthcare privacy, SOC 2 security standards, or government security clearances. Target Audience: OrcaSheets targets non-technical business analysts, data privacy officers, compliance teams, financial auditors, healthcare data analysts, and organizations handling confidential information at scale. The software spans business intelligence tools, data analytics software, spreadsheet alternatives, and desktop analytics solutions, positioned specifically for users who require advanced analytical capabilities without cloud dependency, subscription costs, or technical complexity barriers.

Who Is the Company Behind OrcaSheets?

Pandio

Pandio is a software management company offering Apache Pulsar as a Service, we provide companies around the world with a durable and scalable distributed messaging service that is secure, future-proof, and fully managed by a highly experienced team. Pandio combines Queues, Streams, and PubSub into one powerful service build on Apache Pulsar.

Average Rating: 3.0/5.0

Total Reviews: 1

Who Is the Company Behind Pandio?

Who Uses This Product?

  • Company Size: 100% Large

Panoply

Panoply makes it easy to sync, store, and access your data from any data source. Panoply’s easy-to-use, low-maintenance solution unlocks sophisticated analytics without complex data engineering and coding: Key features of the Panoply platform include: -Code-free data integrations for seamless syncing -Automated data warehouse configuration -A powerful workbench for SQL-based data exploration and visualization - In-platform dashboards and reporting -Connections to all major BI and analytical tools -Industry-leading onboarding and support Learn more at https://www.panoply.io

Average Rating: 4.5/5.0

Total Reviews: 80

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How Do G2 Users Rate Panoply?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Panoply?

  • Seller: Panoply
  • Year Founded: 2015
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 47% Small, 43% Medium

What Do G2 Reviewers Say About Panoply?

AI-generated summary from verified user reviews

Pros
  • Users value the helpful and responsive customer support at Panoply, facilitating quick troubleshooting and guidance.
  • Users value the ease of use of Panoply, aided by helpful support for non-developers in troubleshooting setups.
  • Users praise the helpful integrations support from Panoply, facilitating smooth troubleshooting and setup processes.
Cons
  • Users desire expanded features in the workbench, particularly code review options available in the big query portal.

What Are Recent G2 Reviews of Panoply?

What Are G2 Users Discussing About Panoply?

Paradime

Paradime is a platform that offers a range of services, including seamless integration with various tools, in-app chat and email support

Who Is the Company Behind Paradime?

  • Seller: Paradime
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026