Best Big Data Analytics Software - Page 12

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)

Peakboard

Peakboard is a low-code industrial application and real-time data platform that enables companies to connect, visualize, and interact with business and production data in one central solution. By integrating data sources such as SAP, SQL databases, IoT devices, Excel, and Power BI, Peakboard helps organizations display live KPIs, production metrics, machine data, and operational information on dashboards, shopfloor screens, and interactive applications. Peakboard is commonly used in manufacturing, logistics, and enterprise environments to improve transparency, accelerate decision-making, and support digital transformation initiatives.

Average Rating: 4.7/5.0

Total Reviews: 3

How Do G2 Users Rate Peakboard?

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

Who Is the Company Behind Peakboard?

  • Seller: Peakboard
  • Year Founded: 2022
  • HQ Location: Chicago, US
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®
  • Ownership: Nina Berger
  • Phone: 2069392148

Who Uses This Product?

  • Company Size: 33% Large, 33% Medium

What Are Recent G2 Reviews of Peakboard?

PHEMI Health DataLab

The PHEMI Trustworthy Health DataLab is a unique, cloud-based, integrated big data management system that allows healthcare organizations to enhance innovation and generate value from healthcare data by simplifying the ingestion and de-identification of data with NSA/military-grade governance, privacy, and security built-in. Conventional products simply lock down data, PHEMI goes further, solving privacy and security challenges and addressing the urgent need to secure, govern, curate, and control access to privacy-sensitive personal healthcare information (PHI). This improves data sharing and collaboration inside and outside of an enterprise—without compromising the privacy of sensitive information or increasing administrative burden. Built on privacy-by-design principles, the software gives researchers, scientists, and clinicians faster access to more information while ensuring that they only see data on a need-to-know basis. Responsible data sharing and a governance framework facilitate compliance with privacy regulations. PHEMI Trustworthy Health DataLab can scale to any size of organization, is easy to deploy and manage, connects to hundreds of data sources, and integrates with popular data science and business analysis tools. For more information, visit https://www.phemi.com/ and follow us on Twitter @PHEMISystems, Linkedin, Youtube, and Facebook

Average Rating: 3.9/5.0

Total Reviews: 6

How Do G2 Users Rate PHEMI Health DataLab?

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

Who Is the Company Behind PHEMI Health DataLab?

Who Uses This Product?

  • Company Size: 67% Small, 33% Large

What Are Recent G2 Reviews of PHEMI Health DataLab?

What Are G2 Users Discussing About PHEMI Health DataLab?

Pipeshift

Pipeshift is a modular orchestration platform designed to streamline the development, deployment, and scaling of open-source AI components—including embeddings, vector databases, large language models (LLMs), vision models, and audio models—across any cloud or on-premises environment. By providing out-of-the-box infrastructure tailored for DevOps and MLOps teams, Pipeshift enables organizations to efficiently manage AI workloads from inception to production, ensuring scalability and enterprise-grade security.

Who Is the Company Behind Pipeshift?

  • Seller: Pipeshift
  • Year Founded: 2024
  • HQ Location: San Fransico, US
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

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How it works

Pivot

Pivot is a desktop application designed to streamline the processes of data cleaning, analysis, visualization, and modeling within a unified workspace. It enables users to transform raw datasets into actionable insights without the need for coding, making it accessible to data professionals across various industries. One of Pivot's core features is its visual drag-and-drop pipeline builder. Users can construct data workflows by adding tools into a work stack, allowing for the reordering and editing of steps with immediate updates to results. This approach facilitates the creation of repeatable data processing pipelines that can be applied to new datasets with minimal effort. The application supports a comprehensive suite of data manipulation tools, including filtering rows, removing duplicates, imputing missing values, aggregating data, and joining tables. These tools are designed to handle large datasets efficiently, leveraging a disk-backed engine to ensure performance remains robust even with substantial data volumes. For statistical analysis and machine learning, Pivot offers built-in capabilities such as linear and logistic regression, random forest, XGBoost, time series forecasting, and survival analysis. Users can fit models by selecting the appropriate tool, choosing predictor variables, and reviewing diagnostics like coefficient significance and residuals, all within the same environment. Data visualization is seamlessly integrated into Pivot's workflow. Users can create histograms, scatter plots, bar charts, and line plots that update dynamically as the underlying data changes. This integration ensures that visual representations remain consistent with the latest data transformations. An AI assistant is embedded within Pivot to enhance user experience. It allows users to input natural language queries, which the assistant translates into corresponding data processing steps. Importantly, this AI functionality operates locally, ensuring that sensitive data remains on the user's machine without external transmission. Pivot is compatible with both Windows and macOS platforms, catering to a broad user base. It is particularly beneficial for analysts and researchers who require a comprehensive toolset for data preparation and analysis without the complexity of programming. The application offers a 14-day free trial, providing full access to its features without the need for credit card information, allowing users to evaluate its capabilities in their specific workflows.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Pivot?

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

Who Is the Company Behind Pivot?

  • Seller: Pivot
  • Year Founded: 2026
  • HQ Location: bhopal, IN
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Pivot?

PixabilityONE

PixabilityOne is a video advertising software platform that powers every campaign managed by Pixability and our agency and brand clients, driving brand suitability and full-funnel performance across YouTube and Connected TV.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind PixabilityONE?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of PixabilityONE?

Plurai

Who Is the Company Behind Plurai?

  • Seller: Plurai
  • Year Founded: 2015
  • HQ Location: New York City, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Progress MarkLogic

Progress MarkLogic is an enterprise-grade multi-model data management platform that unlocks value from complex data. It works with the full breadth of a company's information and makes it easily discoverable and ready to power high-value applications, decision intelligence and trustworthy AI. Organizations leverage integrated capabilities to integrate, harmonize, search and visualize multi-model data to build a connected data ecosystem as the secure and scalable foundation for the AI era.

Average Rating: 4.3/5.0

Total Reviews: 65

How Do G2 Users Rate Progress MarkLogic?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 8.9/10)

Who Is the Company Behind Progress MarkLogic?

  • Seller: Progress Software
  • Company Website:
  • Year Founded: 1981
  • HQ Location: Burlington, MA.
  • LinkedIn® Page: www.linkedin.com
    4,242 employees on LinkedIn®
  • Ownership: NASDAQ:PRGS

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 53% Large, 24% Small

What Are Recent G2 Reviews of Progress MarkLogic?

What Are G2 Users Discussing About Progress MarkLogic?

Querona

Querona is a virtual database that seamlessly connects any data source with Power BI, Microsoft Excel or others.

Average Rating: 4.7/5.0

Total Reviews: 8

Who Is the Company Behind Querona?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 50% Large, 38% Medium

What Are Recent G2 Reviews of Querona?

What Are G2 Users Discussing About Querona?

SAP BW/4HANA

SAP BW/4HANA is a next-generation data warehouse solution. It is specifically designed to use the advanced in-memory capabilities of the SAP HANA platform. For example, SAP BW/HANA can integrate many different data sources to provide a single, logical view of all the data. This could include data contained in SAP and non-SAP applications running on-premise or in the cloud, and data lakes, such as those contained in the Apache Hadoop open-source software framework. With SAP BW/4HANA, IT organizations can become the hero, providing business users with real-time analytics, tailored analytical applications, and intelligent automated support for business processes based on data from SAP and non-SAP line-of-business applications.

Average Rating: 4.0/5.0

Total Reviews: 15

How Do G2 Users Rate SAP BW/4HANA?

  • Has the product been a good partner in doing business?: 7.9/10 (Category avg: 8.9/10)

Who Is the Company Behind SAP BW/4HANA?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

Who Uses This Product?

  • Company Size: 68% Large, 16% Medium

What Are Recent G2 Reviews of SAP BW/4HANA?

SAP Datasphere

SAP Datasphere is a unified service for data integration, cataloging, semantic modeling, data warehousing, and virtualizing workloads across all your data. It enables every data professional to deliver seamless and scalable access to mission-critical business data. SAP Datasphere, and its open data ecosystem, is the foundation for a business data fabric.

Average Rating: 4.2/5.0

Total Reviews: 162

How Do G2 Users Rate SAP Datasphere?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 8.9/10)

Who Is the Company Behind SAP Datasphere?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

Who Uses This Product?

  • Who Uses This: Business Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 36% Medium

What Do G2 Reviewers Say About SAP Datasphere?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of SAP Datasphere, finding it accessible and intuitive for analytics tasks.
  • Users highly value SAP Datasphere's seamless integration capabilities, enhancing data unification and analytics across various systems.
  • Users appreciate the unified data management of SAP Datasphere, enhancing governance and speeding up reliable insights delivery.
  • Users value the seamless integration and real-time insights of SAP Datasphere, enhancing decision-making and collaboration effectively.
  • Users value SAP Datasphere's seamless collaboration across systems, making data integration and insights delivery much more efficient.
Cons
  • Users experience slow performance in SAP Datasphere, particularly with large datasets and complex transformations.
  • Users find SAP Datasphere to be quite expensive, particularly challenging for smaller projects and teams.
  • Users experience performance issues with SAP Datasphere, noting inconsistencies and slowness with complex models and large datasets.
  • Users experience significant integration issues with SAP Datasphere, complicating data management and performance optimization.
  • Users find the complex setup of SAP Datasphere challenging, often struggling with vague error messages and tedious documentation.

What Are Recent G2 Reviews of SAP Datasphere?

What Are G2 Users Discussing About SAP Datasphere?

SAP Signavio

SAP Signavio was founded in 2009, as a spin-off from the Hasso Plattner Institute in Potsdam, Germany. Its vision was to address the need for accessible and collaborative business process management tools. Over the years, Signavio expanded its suite of solutions to include process mining and advanced collaboration tools, driving significant improvements in business process transformation and management. This expansion allowed Signavio to cater to a broad range of industries worldwide, helping organizations enhance efficiency and foster innovation. In 2021, SAP acquired Signavio, marking a significant milestone in its journey. Today, as part of SAP, Signavio continues to evolve and innovate. SAP Signavio Process Transformation Suite is a cloud-based business transformation solution designed to assist organizations in understanding, improving, and transforming their end-to-end business processes. By enhancing visibility and promoting teamwork across departments, SAP Signavio enables businesses to streamline operations and foster a culture of continuous improvement. The suite caters to a diverse range of users, from process experts like business analysts, process managers, to business users like executives seeking to optimize their processes end-to-end. Its user-friendly interface and powerful analytical tools make it suitable for companies of all sizes, from small enterprises to large corporations. Specific use cases for SAP Signavio include from ERP transformations, to process excellence or risk and compliance, without forgetting the implementation of AI Agents. The SAP Signavio Process Transformation Suite offers a comprehensive set of integrated modules to support the entire process continuous improvement lifecycle. Key components include: - Process Analysis and Mining: Discover and analyze existing processes to identify bottlenecks and inefficiencies, uncovering opportunities for enhancement. - Process Modeling: Create detailed process representations to facilitate collaboration and alignment among stakeholders, with the journey modeller connecting customer journeys to underlying processes for operational excellence and customer-centricity. - Collaboration Hub: Enhance teamwork and transparency by enabling real-time sharing of insights, feedback, and updates, serving as a single source of truth. - Process Governance: Streamline and standardize change efforts through automated governance workflows, boosting compliance and reducing risk. - Process Transformation Manager: Achieve faster, smarter, and sustainable value realization. - Value Accelerators: Access themed content to accelerate transformation projects, with resources easily browsable and installable via the value accelerator library. A standout feature of the suite is its built-in AI capabilities, offering data-driven insights and recommendations for enhanced decision-making and accelerated value realization. These tools empower businesses to optimize processes, streamline governance, and improve outcomes, positioning the SAP Signavio suite as a leader in holistic business process transformation, helping organizations navigate change with confidence and clarity.

Average Rating: 4.4/5.0

Total Reviews: 60

How Do G2 Users Rate SAP Signavio?

  • Has the product been a good partner in doing business?: 7.8/10 (Category avg: 8.9/10)

Who Is the Company Behind SAP Signavio?

  • Seller: SAP
  • Company Website:
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 46% Large, 28% Medium

What Do G2 Reviewers Say About SAP Signavio?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of SAP Signavio, enabling efficient process mapping and team collaboration.
  • Users value the ease of mapping processes and spotting bottlenecks with SAP Signavio, enhancing team alignment and efficiency.
  • Users value the real-time collaboration features of SAP Signavio, enhancing teamwork and streamlining business process management.
  • Users appreciate the collaboration features in SAP Signavio, enhancing teamwork and streamlining workflow optimizations effectively.
  • Users appreciate the clear visual view and intuitive modeling in SAP Signavio, enhancing collaboration and process optimization.
Cons
  • Users find SAP Signavio's complexity overwhelming, with a steep learning curve and challenging setup processes hindering initial adoption.
  • Users experience slow performance when handling large models, impacting their efficiency and usability of SAP Signavio.
  • Users find the steep learning curve of SAP Signavio overwhelming, requiring significant time for effective onboarding and training.
  • Users find SAP Signavio's limited features frustrating, especially concerning workflow functionality and integration across modules.
  • Users find the steep learning curve challenging, requiring significant time investment for effective use of SAP Signavio.

What Are Recent G2 Reviews of SAP Signavio?

What Are G2 Users Discussing About SAP Signavio?

SCALUE

Who Is the Company Behind SCALUE?

  • Seller: SCALUE
  • Year Founded: 2017
  • HQ Location: Düsseldorf, DE
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026