Best Big Data Analytics Software - Page 13

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)

Scavenger AI

Scavenger AI is an advanced, AI-driven platform designed to transform complex business data into actionable insights swiftly and efficiently. By enabling users to interact with their data through natural language queries, Scavenger AI democratizes data access, allowing employees at all levels to make informed, data-driven decisions without the need for technical expertise.

Who Is the Company Behind Scavenger AI?

Scribble Data Enrich

Scribble Data's flagship product, the Enrich Intelligence platform, is a Generative AI and machine learning platform for organizations to solve a wide variety of advanced analytics use cases with low-code data products. With Enrich’s advanced analytics capabilities, businesses can go from raw, unstructured data to an outcome-oriented data product in a matter of minutes. Scribble’s proprietary applied AI engine, Hasper, is a full–stack large language model (LLM)-based engine for business leaders to rapidly build AI-powered data products. Hasper also works with clients' real-time data to generate recommendations and predictive insights without having to ask for them. Hasper sits atop Enrich to make it a full-stack LLM data products platform. Thus, enabling more sophisticated end-to-end workflows seamlessly using both structured and unstructured data, with conversational interfaces.

Who Is the Company Behind Scribble Data Enrich?

Semeon Analytics

Semeon can help you understand and prioritize large-scale employee, customer and marketplace feedback data from anywhere like social, surveys, reviews and CRM data. Our platform automatically extracts the most relevant multi-word concepts from your data, measures sentiment and generates insightful dashboards. With unmatched analytical power, you can drill into custom data classification and multi-layered filters to get actionable KPI insights in real-time to power your CX initiatives.

Average Rating: 4.4/5.0

Total Reviews: 9

How Do G2 Users Rate Semeon Analytics?

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

Who Is the Company Behind Semeon Analytics?

Who Uses This Product?

  • Company Size: 50% Medium, 30% Large

What Do G2 Reviewers Say About Semeon Analytics?

AI-generated summary from verified user reviews

Pros
  • Users find Semeon Analytics easy to use, appreciating the flexibility and insights it provides for analyzing feedback data.
  • Users value the deep insights and flexibility of Semeon Analytics, enhancing understanding of customer needs through effective text analysis.
  • Users value the deep insights provided by Semeon Analytics, enhancing understanding of customer needs and driving decisions.
  • Users value the data visualization capabilities of Semeon Analytics, enhancing understanding of customer insights and feedback.
  • Users value the deep insights and flexibility offered by Semeon Analytics for effective text analysis and visualization.
Cons
  • Users struggle with integration issues as the tool lacks effective data connectivity from diverse sources like social media and CRM.
  • Users find that Semeon Analytics has linking issues with data integration from various sources, limiting its effectiveness.
  • Users suggest that a more structured and smoother user interface would enhance their experience with Semeon Analytics.
  • Users are frustrated with the slow loading times of Semeon Analytics, hindering their overall productivity and experience.
  • Users experience slow performance with Semeon Analytics, leading to frustrations and inefficiencies during use.

What Are Recent G2 Reviews of Semeon Analytics?

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Space and Time

Space and Time is a decentralized data platform that integrates a sub-second zero-knowledge (ZK) coprocessor with a blockchain indexer, enabling trustless data processing for smart contracts. It allows developers to join indexed blockchain data from major chains with off-chain datasets, facilitating complex queries that are cryptographically verified through its Proof of SQL technology.

Who Is the Company Behind Space and Time?

STATGRAPHICS Centurion

Access and utilize a wide range of statistical procedures from summary statistics to design of experiments.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind STATGRAPHICS Centurion?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of STATGRAPHICS Centurion?

What Are G2 Users Discussing About STATGRAPHICS Centurion?

Suadeo Self Data Services® platform

The Self Data Services® platform from Suadeo empowers business users with complete autonomy in managing and manipulating their data, without the need for technical expertise. This freedom in data usage promotes collaboration and enhances collective intelligence. Designed from its inception as a single processing engine and with a unified user interface, the platform aims to liberate data usage throughout its entire life cycle. The platform offers a comprehensive range of services, including: - Low-code applications: Non-technical users can quickly develop applications without the need for any coding. - Data visualization: The platform's data visualization features empower business users and, in combination with its data management capabilities, liberate the user. - Agile reporting: Suadeo's reporting is dynamic, responsive, and agile, offering the performance and agility expected by top management. - Open data: The Self Data Services® platform from Suadeo is inherently open data, allowing data, analyses, and components to be shared with a single click, both internally and publicly. - Data Governance: The Self Data Services® platform from Suadeo also guarantees end-to-end control and management of data, from extraction to distribution. - Sovereign cloud: Suadeo offers a sovereign cloud with data centers hosted in the Île-de-France region. All hardware and software that make up our cloud is the exclusive property of Suadeo. Suadeo is used by both private and public sector organizations worldwide.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Suadeo Self Data Services® platform?

  • Seller: Suadeo
  • Year Founded: 2004
  • HQ Location: Ivry sur seine , FR
  • LinkedIn® Page: www.linkedin.com
    52 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Suadeo Self Data Services® platform?

Synthetaic

Synthetaic builds software that lets our customers create AI solutions in minutes, not months. Synthetaic’s RAIC (Rapid Automatic Image Categorization) solves AI’s underlying data-labeling problem by eliminating the need for time-intensive human labeling or expensive labeled datasets. RAIC automates the analysis of large, unstructured datasets and offers instant detection of anything, at scale. It’s the way AI is supposed to work. Our solutions have been applied to critical use cases across industries, including geospatial, defense, security, science, technology, conservation, and more. To learn more, visit http://www.synthetaic.com.

Who Is the Company Behind Synthetaic?

Tale of Data

Tale of Data is a no-code ETL and data integration platform with data quality built directly into its pipelines. Business and IT teams extract, move, transform, correct and publish data on the same visual canvas. Pipelines typically reach production in a few weeks, not a six-month project. Designed and developed in France. What sets it apart 1. Data quality inside the pipeline, not in a separate tool. As data flows through a pipeline, Tale of Data audits it automatically. It then standardizes it, deduplicates it with fuzzy matching, corrects it and validates it against custom business rules, including rules spanning several columns. Real-time alerts explain each issue and suggest fixes, and full data lineage traces every figure back to its source. Most ETLs move data. Tale of Data also fixes it, in the same no-code flow. 2. Automatic data cataloging. Scheduled scanners extract metadata from databases, files (Excel, CSV, JSON, Parquet) and ERP/CRM systems (SAP, Salesforce, Microsoft Dynamics). They recognize business data types such as names, emails, phone numbers, IBANs and personal data, and users can define their own types. They also measure the quality of the actual data: missing, malformed or inconsistent values. Who it’s for Data engineers and architects: hand off repetitive integration work and keep full governance of production. Business analysts and data stewards: build and adapt their own pipelines after one day of training, without IT tickets. Key facts - Engine: Apache Spark, single server or cluster - Connectivity: Snowflake, Databricks, BigQuery, Oracle, SQL Server, PostgreSQL, S3, SharePoint, SAP, Salesforce, HubSpot, OData and cloud APIs - DataOps: test, preprod and prod environments, versioning, scheduling, REST API - Generative AI (can be disabled): transform and enrich data row by row in natural language, using Claude, OpenAI or self-hosted open-source models - Deployment: shared SaaS, dedicated SaaS, private cloud or on-premises (Docker, Podman, Kubernetes) - Pricing: flat and predictable, independent of data volume, rows or CPU usage

Who Is the Company Behind Tale of Data?

Timextender

Timextender is a metadata-driven data platform that helps organizations build AI-ready data infrastructure up to 10x faster. The Timextender Data Platform unifies four modules, Data Integration, Data Enrichment, Data Quality, and Orchestration, that together automate the ingestion, governance, and delivery of data across the storage platform of your choice. Timextender is designed to help businesses manage their data infrastructure without extensive manual coding, giving data teams direct control over accuracy, governance, and the pace at which they can put trusted data to work.

Average Rating: 4.3/5.0

Total Reviews: 146

How Do G2 Users Rate Timextender?

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

Who Is the Company Behind Timextender?

Who Uses This Product?

  • Who Uses This: Business Intelligence Consultant, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Medium, 33% Small

What Do G2 Reviewers Say About Timextender?

AI-generated summary from verified user reviews

Pros
  • Users find TimeXtender highly user-friendly, appreciating its intuitive design and supportive training resources for seamless integration.
  • Users value the exceptional customer support from TimeXtender, especially the friendly service desk and comprehensive training.
  • Users appreciate the automation features of TimeXtender, significantly saving time and ensuring consistent, high-quality data.
  • Users value the ease of use and fast implementation of TimeXtender, coupled with excellent customer support.
  • Users value the time-saving automation of TimeXtender, which simplifies data management and speeds up processes significantly.
Cons
  • Users face challenges with the learning curve and documentation, complicating onboarding and efficient use of the tool.
  • Users often struggle with unstructured documentation and a steep learning curve, complicating the onboarding of new team members.
  • Users find the poor documentation of timeXtender challenging, especially for new users seeking updated resources.
  • Users find the steep learning curve challenging, noting complexity without sufficient training and support for integration.
  • Users often face unclear error reporting, making it difficult to understand issues and leading to frustration.

What Are Recent G2 Reviews of Timextender?

What Are G2 Users Discussing About Timextender?

TIMi

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

Average Rating: 4.8/5.0

Total Reviews: 50

How Do G2 Users Rate TIMi?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.9/10)
  • Multi-Source Analysis: 8.3/10 (Category avg: 8.6/10)
  • Real-Time Analytics: 8.3/10 (Category avg: 8.6/10)
  • Data Workflow: 8.3/10 (Category avg: 8.6/10)

Who Is the Company Behind TIMi?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 40% Small, 32% Large

What Do G2 Reviewers Say About TIMi?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support of TIMi, noting prompt responses and effective assistance from the team.
  • Users praise the ease of use of TIMi, noting its intuitive interface and quick learning curve.
  • Users praise the user-friendly interface and exceptional support, enhancing the overall experience with TIMi's products.
  • Users value the fast automation capabilities of TIMi's Anatella software for efficient data transformation and analysis.
  • Users admire the intuitive charting features of TIMi, enabling quick and efficient data visualization after learning the tool.

What Are Recent G2 Reviews of TIMi?

What Are G2 Users Discussing About TIMi?

Trendalyze

Trendalyze is a platform for discovering, predicting, and monitoring patterns in granular time series data collected by sensors, IoT devices, machines, transactional and event log systems. Our self-service platform empowers all information workers to discover and monitor meaningful patterns as easily as it is to search and monitor for web content on Google. It also empower business users and analysts to discover, analyze and predict patterns in IoT and other transactional data as easily as it is for them to analyze business data in Excel. Trendalyze has pioneered patent-pending Logical Neural Networks that learn from small data sets, are 100% explainable, and can be configured by business professionals.

Average Rating: 4.6/5.0

Total Reviews: 12

How Do G2 Users Rate Trendalyze?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 8.9/10)
  • Multi-Source Analysis: 9.2/10 (Category avg: 8.6/10)
  • Real-Time Analytics: 9.6/10 (Category avg: 8.6/10)
  • Data Workflow: 9.0/10 (Category avg: 8.6/10)

Who Is the Company Behind Trendalyze?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 37% Large, 37% Small

What Are Recent G2 Reviews of Trendalyze?

What Are G2 Users Discussing About Trendalyze?

Tugger

Tugger is the AI-powered data platform that connects your business systems to the analytics and AI tools you want to use. Most businesses are sitting on a goldmine of data locked inside the platforms they use every day - job management systems, accounting software, CRM tools, and more. Getting that data out, combining it, and turning it into real answers has traditionally meant expensive developers, complex API work, and months of setup. Tugger changes that. How it works Tugger connects to your business platforms - Simpro, Xero, HubSpot, QuickBooks, and more - and automatically pulls your data into a secure, managed cloud data warehouse. No coding. No API configuration. No data warehouse setup required. We handle all of that so you don't have to. Once your data is in the warehouse, you've got two powerful ways to get answers. Ask your data anything Connect your Tugger warehouse to Claude, ChatGPT, or Gemini via our built-in MCP server and ask questions in plain English. No SQL. No formulas. No waiting for someone to build a report. Just type a question and get a real, data-backed answer in seconds. Ask things like "which jobs made money last month?" or "what's my quote conversion rate by salesperson?" - instantly, across all your connected systems at once. Power BI and Tableau dashboards For teams that want visual dashboards, Tugger connects directly to Power BI and Tableau. Pre-built report templates for the most popular connectors mean you can hit the ground running without building everything from scratch. Who uses Tugger Field service businesses use Tugger to track job profitability, technician utilisation, and quote conversion. Finance teams use it to get instant answers from Xero and QuickBooks without manual exports. Sales teams connect HubSpot for pipeline visibility and performance reporting. Accountancy practices use it to give clients self-serve access to their own data across multiple entities. Why customers choose Tugger Simple to set up - most customers are up and running in minutes, not months. Secure by design - ISO 27001 aligned, built on Microsoft Azure, with enterprise-grade data storage included in every plan. No contracts, transparent pricing, and a support team customers consistently describe as outstanding.

Average Rating: 4.8/5.0

Total Reviews: 5

How Do G2 Users Rate Tugger?

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

Who Is the Company Behind Tugger?

  • Seller: Tugger
  • Year Founded: 2021
  • HQ Location: Bollington, GB
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Small, 40% Medium

What Do G2 Reviewers Say About Tugger?

AI-generated summary from verified user reviews

Pros
  • Users commend Tugger's exceptional customer support, highlighting their dedication and expertise in resolving issues efficiently.
  • Users value Tugger's easy accessibility to insightful reports, enhancing their data experience effortlessly across platforms.
  • Users value the expertise in data extraction and BI reporting from Tugger, enhancing report accessibility and reliability.
  • Users praise Tugger for its ease of use, simplifying data integration and reporting with intuitive templates and support.
  • Users appreciate Tugger's ease of use and excellent support for seamless Power BI integration and report creation.

What Are Recent G2 Reviews of Tugger?

Unit4 FP&A

Unit4 FP&A: Smarter Planning, Faster Forecasts, Confident Decisions Unit4 FP&A frees finance teams to move beyond data wrangling and deliver the insights that drive business performance. Purpose-built for mid-market, people-focused, services-led organizations across nonprofit, public sector, professional services, and higher education, the platform combines AI-infused planning, budgeting, forecasting, reporting, and analytics in one integrated solution. Unit4 is built on a people-and-project data model, so services organizations plan around the things that actually drive their numbers, headcount, projects, funding, not just GL lines. Replace fragile disconnected Excel spreadsheets with a single source of truth. Cut hours of manual consolidation. Connect strategy to operations with rolling forecasts, driver-based models, and scenario planning that flex as your business does. Interactive dashboards put trusted financial intelligence in the hands of finance business partners, controllers, and operational leaders, so decisions happen faster and with more confidence. A complete corporate performance management platform Unit4 FP&A delivers the full FP&A, EPM and CPM toolkit in one place: - Integrated P&L planning and rolling forecasts - Financial consolidation and statutory reporting - Balance sheet and cash flow planning - Workforce and people planning - Lease accounting, including IFRS 16 - ESG reporting support - Multidimensional modeling for any business question Pre-configured industry models reflect how service-centric nonprofits, government bodies, professional services firms, and universities actually plan, fund, and report. That means faster time-to-value and far less custom build than generic enterprise FP&A tools. High value. Low total cost of ownership. Independent benchmarks back it up. Customers rate Unit4 implementation success 8.4 out of 10, against an industry average of 6.2 in numerous annual industry studies. Other analysts score Unit4 at 4.33 out of 5, with 83% of customers saying they would recommend us. Pricing comes in at roughly a half to around a third of other established known vendors, without sacrificing depth or scale. Trusted by mission-driven organizations Unit4 FP&A supports finance teams at NHS East of England Ambulance Service, Oxfam, Levi, Nuclear Restoration Services, and hundreds of other organizations whose missions depend on timely, accurate financial intelligence. Serving those who serve. For more information, visit: https://www.unit4.com/products/budget-and-forecasting-software

Average Rating: 4.3/5.0

Total Reviews: 25

How Do G2 Users Rate Unit4 FP&A?

  • Has the product been a good partner in doing business?: 8.2/10 (Category avg: 8.9/10)

Who Is the Company Behind Unit4 FP&A?

  • Seller: Unit4
  • Company Website:
  • Year Founded: 1980
  • HQ Location: Utrecht, Netherlands
  • LinkedIn® Page: www.linkedin.com
    3,429 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 46% Medium, 27% Large

What Do G2 Reviewers Say About Unit4 FP&A?

AI-generated summary from verified user reviews

Pros
  • Users value the intuitive interface of Unit4 FP&A, enhancing budget monitoring and enabling better financial decision-making.
  • Users value the collaboration features of Unit4 FP&A that enhance engagement and strategic financial decision making.
  • Users praise the intuitive user interface of Unit4 FP&A, enhancing engagement and facilitating strategic financial decisions.
  • Users appreciate the customizability of Unit4 FP&A, enabling them to create and build tailored financial models.
  • Users value the flexibility to create and build custom models, enhancing their experience with Unit4 FP&A.
Cons
  • Users find the complexity of developing Unit4 FP&A for public sector budgeting hinders efficiency in financial strategy production.
  • Users experience connection issues with Unit4 FP&A, as integration lacks real-time functionality and often fails.
  • Users find the difficult customization of Unit4 FP&A challenging due to integration issues and inconsistent UI design.
  • Users face challenges with import issues due to lack of native integration and inconsistent cube updates.
  • Users face integration issues with Unit4 FP&A, finding the lack of native connections and occasional data import failures challenging.

What Are Recent G2 Reviews of Unit4 FP&A?

VariantSpark

VariantSpark is an advanced machine learning framework designed to analyze ultra-high dimensional datasets, particularly in genomics and clinical research. Built upon Apache Spark, it efficiently processes vast datasets containing millions of samples and features, enabling rapid and accurate insights into complex biological data. By leveraging the Random Forest algorithm, VariantSpark identifies intricate interactions between features, uncovering predictive markers that traditional methods might overlook. Its scalability and speed make it a valuable tool for researchers and healthcare professionals seeking to understand and address complex diseases. Key Features and Functionality: - High-Speed Processing: VariantSpark is 90% faster than traditional computational frameworks, allowing for the analysis of datasets with thousands of samples and millions of features in under 30 minutes. - Enhanced Sensitivity: Requires 80% fewer samples to detect statistically significant signals, improving the detection of complex patterns and interactions within the data. - Detection of Complex Interactions: Overcomes limitations of traditional methods by identifying sets of interacting features, leading to more accurate predictive markers. - Explainable Machine Learning: Utilizes the Random Forest algorithm to provide interpretable models, allowing users to understand the contribution of each feature to the overall prediction outcome. - Versatile Applications: Applicable to various domains, including disease gene detection, polygenic risk score development, Internet-of-Things data analysis, processing plant optimization, and customer churn rate prediction. Primary Value and Problem Solved: VariantSpark addresses the challenges associated with analyzing ultra-high dimensional datasets, which are common in modern genomics and clinical research. Traditional methods often struggle with the scale and complexity of such data, leading to potential biases and missed insights. By providing a fast, sensitive, and explainable machine learning framework, VariantSpark enables researchers to uncover complex interactions and predictive markers, facilitating a deeper understanding of diseases and informing the development of targeted treatments and interventions.

Who Is the Company Behind VariantSpark?

  • Seller: AEHRC
  • HQ Location: Belconnen, Australian Capital Territory, Australia
  • LinkedIn® Page: www.linkedin.com
    6,950 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026