# Best Big Data Analytics Software - Page 5

## How Many Big Data Analytics Software Products Does G2 Track?

**Total Products under this Category:** 110

### Category Stats (Aug 2026)

- **Average Rating:** 4.46/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Datacoves (+0.27%) - Among all products in this category, Datacoves recorded the largest rating increase compared to last month

_Last updated: August 07, 2026_

## How Does G2 Rank Big Data Analytics Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 8,400+ Authentic Reviews
- 110+ 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](https://www.g2.com/categories/big-data-analytics/grids.png?focus%5B%5D=10470&focus%5B%5D=6073&focus%5B%5D=10938&focus%5B%5D=1308796&focus%5B%5D=989&focus%5B%5D=67962&focus%5B%5D=27024&focus%5B%5D=52199)

Highlighted products: Databricks, Google Cloud BigQuery, Snowflake, IBM watsonx.data, Alteryx, Azure Databricks, Kyvos Semantic Layer, and Azure Synapse Analytics.

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=azure-synapse-analytics)

**Sponsored**

### Amazon Aurora

Amazon Aurora is a fully managed relational database service that combines the performance and availability of high-end commercial databases with the simplicity and cost-effectiveness of open-source databases. Compatible with MySQL and PostgreSQL, Aurora delivers up to five times the throughput of standard MySQL databases and up to three times that of standard PostgreSQL databases. It is designed for high availability, offering up to 99.99% availability within a single region and up to 99.999% across multiple regions. Aurora's architecture includes a distributed, fault-tolerant storage system that automatically scales up to 128 tebibytes, ensuring continuous data access and durability. Additionally, Aurora provides serverless configurations, allowing automatic scaling based on application needs, and integrates seamlessly with other AWS services for machine learning and analytics. Key Features and Functionality: - High Performance: Delivers up to five times the throughput of MySQL and three times that of PostgreSQL, enabling efficient handling of demanding workloads. - High Availability: Designed for up to 99.99% availability within a single region and up to 99.999% across multiple regions, ensuring continuous data access. - Scalability: Automatically scales storage up to 128 tebibytes and supports up to 15 read replicas for read-intensive applications. - Serverless Configuration: Offers Aurora Serverless, which automatically adjusts capacity based on application demand, eliminating the need for manual provisioning. - Machine Learning Integration: Integrates with Amazon SageMaker and Amazon Comprehend, allowing for in-database machine learning capabilities without data movement. - Security: Provides multiple layers of security, including network isolation, encryption at rest and in transit, and compliance with various industry standards. Primary Value and Solutions Provided: Amazon Aurora addresses the need for a high-performance, highly available, and scalable relational database service that is cost-effective and easy to manage. By offering compatibility with MySQL and PostgreSQL, it allows organizations to migrate existing applications without significant code changes. Aurora's automatic scaling and serverless options cater to applications with variable workloads, reducing operational overhead and costs. Its integration with AWS machine learning services enables real-time analytics and predictive capabilities directly within the database, enhancing application functionality. Overall, Aurora simplifies database management while delivering enterprise-grade performance and reliability.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1041&secure%5Bchosen_at%5D=2026-08-12T12%3A01%3A08Z&secure%5Bdisplayable_resource_id%5D=1041&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1041&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=40868&secure%5Bresource_id%5D=1041&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fbig-data-analytics%3FhsCtaTracking%3D8aeaad66-5907-4f98-a0db-56234be3c3d8%257C80c33423-6fdb-422c-b94d-14a3161e36c2%26page%3D5&secure%5Btoken%5D=e1a619c77bb489ae438b356edcf3710f3f796d5beb80a3749bd4e9862fdd9c2a&secure%5Burl%5D=https%3A%2F%2Faws.amazon.com%2Frds%2Faurora%2F%3Ftrk%3De719367b-1b6a-44ad-96bd-1ea7e2809cf6%26sc_channel%3Ddisplay%2Bads&secure%5Burl_type%5D=custom_url)

### [Sparkflows Data Science & Analytics Platform](https://www.g2.com/products/sparkflows-data-science-analytics-platform/reviews)

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: 8.5/10)
- **Real-Time Analytics:** 10.0/10 (Category avg: 8.5/10)
- **Data Workflow:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Sparkflows Data Science & Analytics Platform?

- **Seller:** [Sparkflows.io](https://www.g2.com/sellers/sparkflows-io)
- **Year Founded:** 2016
- **HQ Location:** San Jose, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9ca1462b5f04b3c8be6f6e93785645e5732f9a6dde9989172f4ebb234111e42a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsparkflows&secure%5Burl_type%5D=linkedin_company_website)  
30 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Sparkflows Data Science & Analytics Platform?

**["Accelerate leverage data science and analytics"](https://www.g2.com/survey_responses/sparkflows-data-science-analytics-platform-review-8779169)**

**Rating:** 5.0/5.0 stars

_— Surya Bhagavathi B._

[Read full review](https://www.g2.com/survey_responses/sparkflows-data-science-analytics-platform-review-8779169)

### [Splunk Cloud Platform](https://www.g2.com/products/splunk-cloud-platform/reviews)

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](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco  
720,366 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=476aeabc5a712d049453edd5c54ea0318890d9e60d93782e37fe028224df1cbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcisco%2F&secure%5Burl_type%5D=linkedin_company_website)  
95,545 employees on LinkedIn®
- **Ownership:** NASDAQ:CSCO

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Are Recent G2 Reviews of Splunk Cloud Platform?

**["Platform as a Service provided which helps to set up quickly without any on-premise infrastructure"](https://www.g2.com/survey_responses/splunk-cloud-platform-review-5088506)**

**Rating:** 4.0/5.0 stars

_— Verified User in Supermarkets_

[Read full review](https://www.g2.com/survey_responses/splunk-cloud-platform-review-5088506)

**["SaaS offering from Splunk"](https://www.g2.com/survey_responses/splunk-cloud-platform-review-5332911)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer & Network Security_

[Read full review](https://www.g2.com/survey_responses/splunk-cloud-platform-review-5332911)

#### What Are G2 Users Discussing About Splunk Cloud Platform?

- [What is Splunk Cloud Platform used for?](https://www.g2.com/discussions/what-is-splunk-cloud-platform-used-for)

### [UnlimitedAnalytics](https://www.g2.com/products/unlimitedanalytics/reviews)

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: 8.5/10)
- **Real-Time Analytics:** 10.0/10 (Category avg: 8.5/10)
- **Data Workflow:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind UnlimitedAnalytics?

- **Seller:** [5stones Software](https://www.g2.com/sellers/5stones-software)
- **Year Founded:** 2007
- **HQ Location:** Bristol, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=99daa99d1d496ba7f708617745d7433f80abb137a8bd4d42cb00e42eacdc3eb7&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5stones-software-ltd&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of UnlimitedAnalytics?

**["Review on UnlimitedAnalytics"](https://www.g2.com/survey_responses/unlimitedanalytics-review-9095941)**

**Rating:** 5.0/5.0 stars

_— Shiva Kumar B._

[Read full review](https://www.g2.com/survey_responses/unlimitedanalytics-review-9095941)

### [Aerospike Vector Search](https://www.g2.com/products/aerospike-vector-search/reviews)

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](https://www.g2.com/sellers/aerospike)
- **Year Founded:** 2009
- **HQ Location:** Mountain View, CA
- **Twitter:** @aerospikedb  
7,825 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a1efcdd1cb1be6598faab632ab3932d491ce3bd25f4cbb89562a0fbedc6323c4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2696852%2F&secure%5Burl_type%5D=linkedin_company_website)  
307 employees on LinkedIn®

### [Ahana Cloud for Presto](https://www.g2.com/products/ahana-cloud-for-presto/reviews)

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](https://www.g2.com/sellers/ahana)
- **Year Founded:** 2020
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @ahana  
256 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=085e5b04f46e293ca742aaf9fbc55b60229c8211c27f0b853e5b3aeff7c9e31a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fibm&secure%5Burl_type%5D=linkedin_company_website)  
334,743 employees on LinkedIn®

### [AxonIQ Console](https://www.g2.com/products/axoniq-console/reviews)

AxonIQ Console Insight and management for Axon Framework and Axon Server AxonIQ Console is designed to get the most out of your Axon Framework application and Axon Server environment, no matter where it runs. Near-zero configuration is required. AxonIQ Console simplifies a complex enterprise application infrastructure by providing insight, management, control, and reporting; all in one platform. AxonIQ Console AxonIQ Console is designed to evolve and enhance its functionalities over time and will cover all the products and services AxonIQ has to offer. Based on user feedback, we have designed a tool that provides insight into applications developed with Axon Framework that can run without or with our recommended Axon Server environment. The "one-stop shop" for all initialization, configuration, insights, and monitoring of AxonIQ products. Benefits One platform Access to: Axon Framework Axon Server GCP Marketplace AxonIQ Cloud (TBA) Quick and easy setup Connect Axon Framework-based applications to Axon Server with just a few clicks, saving valuable time. Overview Gain insight into all connected applications and server nodes. Applications Clusters Event Processors Message Handlers Aggregates

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate AxonIQ Console?

- **Real-Time Analytics:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AxonIQ Console?

- **Seller:** [AxonIQ](https://www.g2.com/sellers/axoniq)
- **Year Founded:** 2017
- **HQ Location:** Utrecht, NL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ed6a7e5556279f50777f1cc41defb4dd8b2b69f8ce0a5c52f0281802577263c7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faxoniq&secure%5Burl_type%5D=linkedin_company_website)  
39 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Do G2 Reviewers Say About AxonIQ Console?

_AI-generated summary from verified user reviews_

##### Pros

- Users find AxonIQ Console to be **organized and user-friendly** , making it easy to teach to others.
- Users find the **easy learning** aspect of AxonIQ Console greatly beneficial for teaching and usability.
- Users appreciate the **intuitive design** of AxonIQ Console, finding it easy to learn and share with others.
- Users find the **interface user-friendly** and appreciate how easily it can be taught to others.
- Users value the **user-friendly organization** of AxonIQ Console, making it easy to teach and learn.

##### Cons

- Users often find the **slow product updates** of AxonIQ Console frustrating when sharing with others.
- Users experience **slow performance** , specifically in updating and sharing information with others promptly.
- Users experience **slow updates** which can hinder sharing and timely collaboration with others effectively.
- Users find the **update issues** of AxonIQ Console can lead to delays in sharing information effectively.

#### What Are Recent G2 Reviews of AxonIQ Console?

**["Organized and User-Friendly, Perfect for Easy Onboarding"](https://www.g2.com/survey_responses/axoniq-console-review-12092748)**

**Rating:** 4.0/5.0 stars

_— Cameron J._

[Read full review](https://www.g2.com/survey_responses/axoniq-console-review-12092748)

### [Babel Street Insights](https://www.g2.com/products/babel-street-insights/reviews)

Babel Street revolutionizes how organizations manage and use knowledge, enabling smarter decision-making and strategy planning.

#### Who Is the Company Behind Babel Street Insights?

- **Seller:** [Babel Street](https://www.g2.com/sellers/babel-street)
- **Year Founded:** 2012
- **HQ Location:** Washington, Wisconsin, United States
- **Twitter:** @babelstreet  
132 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=72673f7894967006ed35d5e689d1a5c9b0623dbc418130a7023f621194a658d6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbabelstreet&secure%5Burl_type%5D=linkedin_company_website)  
288 employees on LinkedIn®

### [Bizintel360](https://www.g2.com/products/bizintel360-com-bizintel360/reviews)

Bizintel360 is a self-service big data analytics solution, that enables companies to gain actionable insight from a large volume of diverse data, with extreme velocity. Its powerful search engine capability enables business users to ask question within the system with various keywords to get real insight from varied data source and make relationship between islands of data sources. Our cloud based solution requires no ETL tools, no IT resources and no data warehouse. Bizintel360 helps business users to connect data of various sources and expose critical trends, metrics, and insights in the form of charts and graphs that enable business users at all levels to make key business decisions from operational level to strategic level.

#### Who Is the Company Behind Bizintel360?

- **Seller:** [Bizintel360.com](https://www.g2.com/sellers/bizintel360-com)
- **Year Founded:** 2016
- **HQ Location:** San Jose, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b25937e63dae2f71c74c82d3c7abb626e4dd83ce92f3f0df5c8a151cc5c6ad72&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbizintel360&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Chatterlytics](https://www.g2.com/products/chatterlytics/reviews)

Chatterlytics — AI-powered business analytics tool to visualize your business data, create reports and dashboards without any technical data expertise.

#### Who Is the Company Behind Chatterlytics?

- **Seller:** [Chatterlytics](https://www.g2.com/sellers/chatterlytics)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [ComboCurve](https://www.g2.com/products/combocurve/reviews)

ComboCurve is the fastest analysis platform in energy. It unites forecasting, type curves, economics, mapping, modeling, and net zero planning in a single workflow. Auto-forecast thousands of wells and compare dozens of economic scenarios simultaneously in minutes. “ComboCurve was created to solve critical pain points, helping energy companies better manage their forecasting, valuation, reporting, and decision-making functions,” said Armand Paradis, CEO and Co-Founder, ComboCurve. Track Record: 320+ Clients 150+ Personnel 2021 Disruptive Technology of the Year Winner 2022 Disruptive Technology of the Year Winner 2022 Innovation of the Year 2022 Best and Brightest Companies to Work for in the Nation 2023 Best and Brightest Companies to Work for in the Nation 2021 $10M in funding 2022 $50M in funding Key Features: Forecasting Type Curves Economics ComboCarbon - GHG & Carbon Reporting ComboSync - Automated Data Syncing

#### Who Is the Company Behind ComboCurve?

- **Seller:** [ComboCurve](https://www.g2.com/sellers/combocurve)
- **Year Founded:** 2017
- **HQ Location:** Houston, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9bfc4a00b09f7b73ac15eaf06336cfcfc0a2ffdf3fb9aac28c6558c9de9af691&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcombocurve%2F&secure%5Burl_type%5D=linkedin_company_website)  
81 employees on LinkedIn®

### [Data21.io](https://www.g2.com/products/data21-io/reviews)

Hire skilled remote Data Analysts and Engineers Transform any data into better business decisions with power of Python and SQL. Hire Data Analysts and Data Engineers working remotely for a flat monthly rate.

#### Who Is the Company Behind Data21.io?

- **Seller:** [Data21.io](https://www.g2.com/sellers/data21-io)
- **Year Founded:** 1998
- **HQ Location:** Manhasset, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c99f31019667de747e36ac709bc6231b43105a63e1013dff8f67762120bb9eec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfinity-interactive%2F&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

### [Dataleyk](https://www.g2.com/products/dataleyk/reviews)

Dataleyk is the secure, fully-manage cloud data platform for SMBs. Our mission: make big data analytics simple & accessible to all. Dataleyk makes it quick & easy to have a stable, flexible, and reliable cloud data lake with near-zero technical knowledge. Store all of your company data from every single source, explore with SQL and visualize with your favorite external BI tool or internal built-in graphs. Aggregate multiple sources of data in one central location to have a 360° overview to truly realize and harness the power of your data.

#### Who Is the Company Behind Dataleyk?

- **Seller:** [Dataleyk](https://www.g2.com/sellers/dataleyk)
- **Year Founded:** 2021
- **HQ Location:** Berlin, DE
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0a7f2391882f24226e12ba3a6563f20ba8d69222254e76910d6afed6c152b37d&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fdataleyk&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [Data Sandbox](https://www.g2.com/products/data-sandbox/reviews)

The Data Sandbox is Data Republic's secure and collaborative environment which enables enterprise organizations to connect their data to the world's best people, apps, algorithms, without compromising data security or privacy.

#### Who Is the Company Behind Data Sandbox?

- **Seller:** [Data Republic](https://www.g2.com/sellers/data-republic-f44c51e6-ab92-4f09-8ed2-af1aa6f931ac)
- **Year Founded:** 2015
- **HQ Location:** Sydney, AU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2286cfcf82434435128f70681313f7d2ad31ae41fe3564897cb8cfb05d4c11bc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F6653960&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

### [Diskover Data](https://www.g2.com/products/diskover-data/reviews)

Diskover Data develops data analytics software that enables organizations to gain real-time visibility, streamline compliance, automate workflows, orchestrate policy-based governance, integrate with existing tools through plugins, and prepare data pipelines for analytics and cloud migration.

#### Who Is the Company Behind Diskover Data?

- **Seller:** [Diskover](https://www.g2.com/sellers/diskover)
- **Year Founded:** 2016
- **HQ Location:** Reno, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=65f823a8e96b2ce95ef279e34e1347cb08ffc2e212b2ce403cc2f5e66c0f82e8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdiskover-data&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

### [DNA Intelligence](https://www.g2.com/products/dna-intelligence/reviews)

#### Who Is the Company Behind DNA Intelligence?

- **Seller:** [Mobileum](https://www.g2.com/sellers/mobileum)
- **HQ Location:** Cupertino, California, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e3acb084df91234307aa8caf77eae94af6e9cb0a007e8a30f9e219439d3dad2a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmobileum&secure%5Burl_type%5D=linkedin_company_website)  
1,998 employees on LinkedIn®

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 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 9, 2026

Big data analytics software provides insights into large, complex data sets collected from big data clusters, helping business users understand data trends, patterns, and anomalies through visualizations, reports, and dashboards, often requiring query languages to extract data from unstructured file systems.

### Core Capabilities of Big Data Analytics Software

To qualify for inclusion in the Big Data Analytics category, a product must:

- Consume data, query file systems, and connect directly to big data clusters
- Allow users to prepare complex big data sets into helpful and understandable data visualizations
- Create business-applicable reports, visualizations, and dashboards based on discoveries inside the data sets

### Common Use Cases for Big Data Analytics Software

Data engineers, analysts, and business intelligence teams use big data analytics software to extract value from large-scale, unstructured data environments. Common use cases include:

- Querying and analyzing large Hadoop or distributed data clusters to surface business insights
- Detecting patterns and anomalies in high-volume data sets for operational or strategic decision-making
- Building self-service charts and dashboards for non-technical stakeholders from big data sources

### How Big Data Analytics Software Differs from Other Tools

Big data analytics software is solely focused on manipulating complex, large-scale data clusters into understandable visualizations, differentiating it from [analytics platforms](https://www.g2.com/categories/analytics-platforms), which support a wide range of data sources and connectors beyond big data. The two categories are mutually exclusive. Big data analytics tools are commonly used at companies running Hadoop in conjunction with [big data processing and distribution software](https://www.g2.com/categories/big-data-processing-and-distribution) and integrate with [data warehouse software](https://www.g2.com/categories/data-warehouse) as the central hub for integrated data. Some solutions also leverage [machine learning](https://www.g2.com/categories/machine-learning) and [natural language processing](https://www.g2.com/categories/natural-language-processing-nlp) to enable natural language querying.

### Insights from G2 on Big Data Analytics Software

Based on category trends on G2, query flexibility and scalability for large data sets stand out as standout capabilities. Faster insight generation from complex data environments stand out as the primary benefit of adoption.

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