Best Big Data Analytics Software - Page 7

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)

Chatterlytics

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?

Cluvio

Cluvio is a cloud-based business intelligence (BI) platform that enables companies to analyze data and create interactive dashboards using SQL and R. Designed for startups and data-driven teams, Cluvio allows users to connect directly to their databases, run queries, and visualize results in real-time, facilitating informed decision-making across organizations. Key Features: - SQL-Based Analytics: Utilize SQL to perform data analysis, with an advanced editor supporting syntax highlighting, code completion, and parameterized queries. - R Integration: Enhance analytical capabilities by incorporating R scripts for advanced statistical analysis. - Interactive Dashboards: Create dynamic dashboards with customizable filters and real-time data updates, accessible on various devices. - Collaboration Tools: Share dashboards securely within teams or externally via private links, with options for embedding into applications. - SQL Alerts: Set up automated alerts based on specific data conditions to monitor key metrics effectively. - Security and Compliance: Implement robust security measures, including two-factor authentication, single sign-on (SSO), and compliance with EU GDPR and optional HIPAA standards. Primary Value and Solutions: Cluvio addresses the need for accessible, efficient data analysis by providing a user-friendly platform that integrates seamlessly with existing databases. By combining the power of SQL and R, it empowers users to extract meaningful insights without extensive technical expertise. The platform's interactive dashboards and collaboration features ensure that data-driven decisions are easily shared and acted upon across teams. Additionally, Cluvio's scalable pricing plans, including a free tier, make advanced analytics attainable for organizations of all sizes, from startups to large enterprises.

Average Rating: 4.7/5.0

Total Reviews: 13

How Do G2 Users Rate Cluvio?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 8.9/10)

Who Is the Company Behind Cluvio?

  • Seller: Cluvio
  • Year Founded: 2015
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 69% Medium, 23% Small

What Do G2 Reviewers Say About Cluvio?

AI-generated summary from verified user reviews

Pros
  • Users value the quick and intuitive charting capabilities in Cluvio, enhancing data visualization and analysis efficiency.
  • Users love Cluvio's fast and intuitive data visualization, enabling quick insights and effective presentations with ease.
  • Users commend Cluvio's excellent customer support, especially in assisting with data integration and usability.
  • Users value Cluvio's easy data handling and integration, facilitating efficient scholarship scoring and analysis.
  • Users appreciate the ease of use in Cluvio, allowing quick verification of ideas and seamless data visualization.

What Are Recent G2 Reviews of Cluvio?

What Are G2 Users Discussing About Cluvio?

ComboCurve

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?

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Conversionomics

Cloud based ETL platform that helps businesses collect, aggregate, analyze and report on datasets using automated dashboards. Conversionomics can automate and accelerate your data preparation cycle, even if it means combining thousands of sources, dimensions, and metrics, adding labels and transforming…and having it done by the morning. Set up all the automated connections you want, no per-connection charges. Don’t you hate it when you bump up against limits on connections, or projects, or rows, or MB/TBs of data? We do, too! So, we built a data integration tool that doesn’t do that. APIs available: CSV, Google Ads, Google Analytics, Facebook, Bing, Email, DCM, Google BigQuery, RDB, Sprinklr, Google Sheets, Salesforce, Google Search Ads 360, Google Search Console, Adobe Analytics, Criteo, LinkedIn, SFTP, Twitter, Spotify, Waze, + more coming soon!

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Conversionomics?

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

Who Is the Company Behind Conversionomics?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Conversionomics?

What Are G2 Users Discussing About Conversionomics?

Data21.io

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
  • Year Founded: 1998
  • HQ Location: Manhasset, US
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Datadog

Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. The SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.

Average Rating: 4.4/5.0

Total Reviews: 737

How Do G2 Users Rate Datadog?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Datadog?

  • Seller: Datadog
  • Company Website:
  • Year Founded: 2010
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    10,780 employees on LinkedIn®
  • Ownership: NASDAQ: DDOG

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 46% Medium, 33% Large

What Do G2 Reviewers Say About Datadog?

AI-generated summary from verified user reviews

Pros
  • Users value a unified observability view that brings logs, metrics, and traces together for easier monitoring and insights.
  • Users value clear, customizable dashboards that make relevant data easy to visualize and understand.
  • Users value unified visibility across applications, infrastructure, and services, helping them understand overall system health.
  • Users find the interface intuitive and easy to use, helping them navigate monitoring and streamline everyday operations.
  • Users value its broad integrations across cloud services and existing systems, with straightforward setup that connects their tools.
Cons
  • Users say costs are high and can rise quickly as infrastructure, data volume, and monitored services scale.
  • Users find the learning curve steep, with advanced features, queries, and dashboards taking time to master.
  • Users find the interface crowded with information and controls, making it feel overwhelming, especially at first.
  • Users find costs difficult to predict, track, and control, especially as usage and monitored environments scale.
  • Users find navigation confusing, with features and information difficult to locate across screens and dashboards.

What Are Recent G2 Reviews of Datadog?

What Are G2 Users Discussing About Datadog?

Dataedo

Dataedo is a comprehensive data governance platform designed for mid-sized organizations seeking to catalog, document, and manage their data assets efficiently. It provides a centralized, intuitive solution that enhances data visibility, improves collaboration, and ensures compliance with industry regulations. Dataedo seamlessly integrates with all your data sources, giving you a clear picture of your data ecosystem in one place. It supports databases, ETLs, BI tools, applications, and data lakes through 50+ native connectors. It works with modern cloud solutions, on-premises systems, and legacy platforms. Key features of Dataedo include: - Data Catalog: Organize and document data assets for easy discovery and understanding. - Data Lineage: Visualize data flows and transformations to enhance transparency. - Data Quality: Define data validation rules to maintain data accuracy. - Data Classification: Identify and label sensitive data to support compliance with regulations such as GDPR, HIPAA, and CCPA. - Business Glossary: Standardize terminology to improve data literacy and communication. - Collaboration and Workflows: Enable teams to collaborate effectively with built-in community modules and approval workflows. - Data Profiling: Gain insights into the actual values stored in the database. Dataedo is trusted by over 1,000 organizations across industries, including financial services, government, healthcare, and education. It is an ideal solution for mid-sized companies and enterprises looking for an efficient, easy-to-use data governance tool. Start your data governance journey with Dataedo today and unlock the full potential of your data assets.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Dataedo?

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

Who Is the Company Behind Dataedo?

  • Seller: Dataedo
  • Year Founded: 2013
  • HQ Location: Delray Beach, US
  • LinkedIn® Page: www.linkedin.com
    39 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Dataedo?

What Are G2 Users Discussing About Dataedo?

Dataleyk

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
  • Year Founded: 2021
  • HQ Location: Berlin, DE
  • LinkedIn® Page: linkedin.com
    2 employees on LinkedIn®

Datameer

Datameer revolutionizes data transformation with a low-code approach, trusted by top global enterprises. Craft, transform, and publish data seamlessly with no code and SQL, simplifying complex data engineering tasks. Empower your data teams to make informed decisions confidently while saving costs and ensuring responsible self-service analytics.

Average Rating: 4.2/5.0

Total Reviews: 24

How Do G2 Users Rate Datameer?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Datameer?

  • Seller: Datameer
  • Year Founded: 2009
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    168 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 63% Large, 21% Medium

What Are Recent G2 Reviews of Datameer?

What Are G2 Users Discussing About Datameer?

Data Sandbox

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?

data.world

data.world is the most-adopted data catalog and governance platform on the market. Built on a unique knowledge graph foundation, data.world seamlessly integrates with your existing systems. We set the standard for swift, people-centric governance. We don't just manage data; we unlock its potential, paving the way for responsible AI adoption and data-driven decision-making at scale. data.world is a Certified B Corporation and public benefit corporation and home to the world’s largest collaborative open data community with more than two million members, including ninety percent of the Fortune 500.

Average Rating: 4.2/5.0

Total Reviews: 12

How Do G2 Users Rate data.world?

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

Who Is the Company Behind data.world?

Who Uses This Product?

  • Company Size: 67% Small, 25% Medium

What Do G2 Reviewers Say About data.world?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use in data analytics on data.world, making data discovery enjoyable and efficient.
  • Users love the easy data discovery and analytics capabilities, enhancing their experience with the tool.
  • Users love the easy-to-use data discovery and analytics features of data.world, enhancing their data exploration experience.
  • Users love the ease of use for data discovery and analytics on data.world, enhancing their overall experience.
  • Users enjoy the ease of use of data.world, making data discovery and analytics simple and accessible.
Cons
  • Users often face poor customer support, encountering issues without adequate assistance for their queries.
  • Users often face poor support services, leaving them struggling with issues and without assistance.

What Are Recent G2 Reviews of data.world?

What Are G2 Users Discussing About data.world?

Datazip

Discover Datazip, a comprehensive no-code data engineering solution designed for time-conscious analysts and operators. Simplify your data management process by consolidating dispersed data sources, utilizing ETL, data warehousing, and transformation capabilities. With Datazip's intuitive platform, create a dependable, scalable data infrastructure in a mere 45 minutes. Experience swift data connections, robust querying, and smooth exporting to drive insightful decision-making.

Average Rating: 4.7/5.0

Total Reviews: 13

How Do G2 Users Rate Datazip?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 8.9/10)

Who Is the Company Behind Datazip?

Who Uses This Product?

  • Company Size: 46% Small, 31% Medium

What Are Recent G2 Reviews of Datazip?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026