# Best Big Data Analytics Software - Page 7

## 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**

### Google Cloud BigQuery

BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time. Store 10 GiB of data and run up to 1 TiB of queries for free per month.

[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=2026-08-12T17%3A26%3A54Z&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=6073&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%3D7&secure%5Btoken%5D=0df7cc0e97a5dc79edc0a54c837c04e7f4597ccd44b0c30d4954c8f49198275d&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fbigquery%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-bigquery%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [MPP BI](https://www.g2.com/products/mpp-bi/reviews)

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

#### Who Is the Company Behind MPP BI?

- **Seller:** [MPP Insights](https://www.g2.com/sellers/mpp-insights)
- **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=e24e1fcf28f6394ccf8a2d7778c327511bde1cf4183ea0be14a579485015148e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmpp-insights%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of MPP BI?

**["MPPBI is the fastest BI Platform on the market - we checked"](https://www.g2.com/survey_responses/mpp-bi-review-4654432)**

**Rating:** 4.5/5.0 stars

_— craig l._

[Read full review](https://www.g2.com/survey_responses/mpp-bi-review-4654432)

#### What Are G2 Users Discussing About MPP BI?

- [What is MPP BI used for?](https://www.g2.com/discussions/what-is-mpp-bi-used-for)

### [Nucla](https://www.g2.com/products/nucla/reviews)

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](https://www.g2.com/sellers/kitesrm)
- **Year Founded:** 2024
- **HQ Location:** Denver, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c0e30ee91a4c1509a4a2df52d996159bf1815efd2c3b22f725b8692ed36e8eb4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F80778033%2F&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

### [ObserviX AI](https://www.g2.com/products/observix-ai/reviews)

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?

- **Seller:** [ObserviX](https://www.g2.com/sellers/observix)
- **Year Founded:** 2025
- **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=d7d41ccb506dfd5f887a0642c21973e7af6cff5db1d39b183b388a38aa2e2fae&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fobservix&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### 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 setup** of ObserviX AI, allowing easy management of multiple client accounts.
- Users value the **sophisticated attribution tracking** of ObserviX AI, making data interpretation easy for all team members.
- Users appreciate the **multi-tenant setup** of ObserviX AI, making client management seamless and efficient.
- Users love the **ease of use** of ObserviX AI, appreciating its simple navigation and clear data presentations.
- Users value the **easy learning curve** of ObserviX AI, enabling quick data interpretation for all team members.

##### Cons

- Users express a need for more **pre-built dashboard templates** for e-commerce in the ObserviX AI product.
- Users are disappointed by the **lack of pre-built dashboard templates** for e-commerce in ObserviX AI currently.
- Users feel that the **missing features** like pre-built dashboards and mobile app tracking limit ObserviX AI's potential.
- Users express concerns about **subscription issues** as more features and templates are still needed in ObserviX AI.
- Users find the lack of **pre-built dashboards** and mobile app tracking a limitation for ObserviX AI's current usability.

#### What Are Recent G2 Reviews of ObserviX AI?

**["ObserviX Makes Multi-Client Analytics Easy, Just Needs More E-Commerce Templates"](https://www.g2.com/survey_responses/observix-ai-review-11835034)**

**Rating:** 5.0/5.0 stars

_— Владислав ._

[Read full review](https://www.g2.com/survey_responses/observix-ai-review-11835034)

### [Observo Query](https://www.g2.com/products/observo-query/reviews)

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](https://www.g2.com/sellers/observo-ai)
- **Year Founded:** 2022
- **HQ Location:** Silicon Valley, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=05c5c74c931db6c2e001df5aa7f0fc4a78066b40f64cf09e9aff5bda2d9d1a2e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fobservo-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [OmniSci](https://www.g2.com/products/omnisci/reviews)

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](https://www.g2.com/sellers/omnisci)
- **Year Founded:** 2013
- **HQ Location:** San Francisco, US
- **Twitter:** @OmniSci  
1 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=de1129d7cba300583810aae0e816679ea1f40bb5d64bc40cc9168e293b722288&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fheavy-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
30 employees on LinkedIn®

### [OpenText Aviator Platform](https://www.g2.com/products/opentext-aviator-platform/reviews)

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](https://www.g2.com/sellers/opentext)
- **Year Founded:** 1991
- **HQ Location:** Waterloo, ON
- **Twitter:** @OpenText  
21,565 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6c339a6555764b5ffce77c3df08d6ed9c9b1cb1ee1baeebac8435f0485b7cca5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2709%2F&secure%5Burl_type%5D=linkedin_company_website)  
23,048 employees on LinkedIn®
- **Ownership:** NASDAQ:OTEX

### [OptimalPlus Open Platform](https://www.g2.com/products/optimalplus-open-platform/reviews)

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](https://www.g2.com/sellers/ni)
- **Year Founded:** 1976
- **HQ Location:** Austin, TX
- **Twitter:** @NIglobal  
26,204 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e47028c4e6de618af61a72452263692e450da655b3508f1cfb581722076f7569&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3433&secure%5Burl_type%5D=linkedin_company_website)  
7,957 employees on LinkedIn®
- **Ownership:** NASDAQ: NATI

### [OrcaSheets](https://www.g2.com/products/orcasheets/reviews)

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?

- **Seller:** [OrcaSheets](https://www.g2.com/sellers/orcasheets)
- **Year Founded:** 2024
- **HQ Location:** Pune, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bd0e257a37b1ef11a5d0e6e2dd270e866e7dfb84a485e95e905d611c87204ff6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Forcasheets%2F&secure%5Burl_type%5D=linkedin_company_website)  
8 employees on LinkedIn®

### [Paradime](https://www.g2.com/products/paradime/reviews)

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](https://www.g2.com/sellers/paradime)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @paradimelabs  
131 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d703a1614d2cacb8cc0f190d913fb85c7a695f58951d667eb882643cb5dc8bf9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fparadimelabs%2F%3ForiginalSubdomain%3Duk&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

### [Pipeshift](https://www.g2.com/products/pipeshift/reviews)

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](https://www.g2.com/sellers/pipeshift)
- **Year Founded:** 2024
- **HQ Location:** San Fransico, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c7223d2e4c6725c55ee1bb032c20c5c12aff54c49297c8eae855f9d574c8b114&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpipeshift%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

### [Reportql](https://www.g2.com/products/reportql/reviews)

Reportql is a SQL-based and AI-powered data visualization tool.

#### Who Is the Company Behind Reportql?

- **Seller:** [Kuadron Bilişim Teknolojileri](https://www.g2.com/sellers/kuadron-bilisim-teknolojileri)
- **Year Founded:** 2024
- **HQ Location:** Ankara , TR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f6fd1ea75bddf1b49b385a8f61a7b9c956f6de49cd188396a361d0441a1bf882&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Freportql%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

### [Scavenger AI](https://www.g2.com/products/scavenger-ai/reviews)

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?

- **Seller:** [Scavenger AI](https://www.g2.com/sellers/scavenger-ai)
- **Year Founded:** 2023
- **HQ Location:** Berlin, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a4a8be2010a7f81c601db467ab2939f09c99ab1b1a0f93ee40107d2a332a32ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fscavenger-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

### [Shakudo](https://www.g2.com/products/shakudo/reviews)

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable, performant, and cost-effective stack than ever before.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Shakudo?

- **Seller:** [Shakudo](https://www.g2.com/sellers/shakudo)
- **Year Founded:** 2021
- **HQ Location:** Toronto, CA
- **LinkedIn® Page:** [ca.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec76459c4f25b53fbf6baeae49f886973afbaf361a86279d4e95eeac1f09bd78&secure%5Burl%5D=https%3A%2F%2Fca.linkedin.com%2Fcompany%2Fshakudo&secure%5Burl_type%5D=linkedin_company_website)  
34 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Do G2 Reviewers Say About Shakudo?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **excellent connectivity** of Shakudo, optimizing the integration of diverse data tools seamlessly.
- Users value the **flexible data access** of Shakudo, maximizing efficiency across diverse data tools and stacks.
- Users appreciate Shakudo for its ability to facilitate **data integration** , optimizing their various data tools effortlessly.
- Users appreciate Shakudo for its ability to **efficiently coordinate various data tools** , enhancing their data management capabilities.
- Users find Shakudo excellent for **coordinating various data tools** and optimizing their data pipelines seamlessly.

##### Cons

- Users find **data management issues** with Shakudo, as it lacks robust data transformation capabilities for complex tasks.
- Users find the **limited data transformation capabilities** of Shakudo inadequate for complex data manipulation tasks.
- Users find Shakudo's **lack of data transformation features** limits its effectiveness for complex data manipulation tasks.
- Users find a **lack of functionality** in data transformation, forcing them to use separate tools for complex tasks.
- Users find a **lack of tools** for data transformation in Shakudo, requiring additional tools for complex tasks.

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

**["Designing an efficient infrastructure"](https://www.g2.com/survey_responses/shakudo-review-9996719)**

**Rating:** 4.5/5.0 stars

_— Eliyev E._

[Read full review](https://www.g2.com/survey_responses/shakudo-review-9996719)

**["P"](https://www.g2.com/survey_responses/shakudo-review-9985567)**

**Rating:** 4.5/5.0 stars

_— Giorgi B._

[Read full review](https://www.g2.com/survey_responses/shakudo-review-9985567)

### [Space and Time](https://www.g2.com/products/space-and-time/reviews)

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?

- **Seller:** [Space and Time](https://www.g2.com/sellers/space-and-time)
- **Year Founded:** 2022
- **HQ Location:** Globally Remote, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=58dfedce3e06afc25aca49b0f33941219f29f92adeac983c8908bdfac566eb5f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fspace-and-time-db&secure%5Burl_type%5D=linkedin_company_website)  
65 employees on LinkedIn®

### [Tale of Data](https://www.g2.com/products/tale-of-data/reviews)

Tale of Data is an application that leverages Artificial Intelligence to extract relevant or suspicious information from the Big Data.

#### Who Is the Company Behind Tale of Data?

- **Seller:** [Tale of Data](https://www.g2.com/sellers/tale-of-data)
- **Year Founded:** 2014
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3fa180fa2ba3ff9bf98c6a373f6b7105a39acc66c29d04bc4157f69deb19f482&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftale-of-data%2F&secure%5Burl_type%5D=linkedin_company_website)  
11 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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