Best Big Data Analytics Software - Page 14

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)

Vendia

Power AI with all your data. Turn your enterprise data, assets, and services into AI-powered outcomes seamlessly and securely. Vendia is the future of collective data intelligence, combining smart APIs, databases, and distributed ledger technology inside a single platform. Vendia’s data platform makes it easy to turn your enterprise data, assets, and services into AI-powered outcomes seamlessly and securely. Companies such as BMW, Delta Airlines, Resolution Life Insurance, and Fannie Mae use Vendia to automate contextual and compliant data flows between any-to-any systems for a harmonized, accurate view of data that unlocks speed, innovation, and cost savings. Learn more about us at Vendia.com.

Average Rating: 4.0/5.0

Total Reviews: 3

How Do G2 Users Rate Vendia?

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

Who Is the Company Behind Vendia?

  • Seller: Vendia
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    91 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Do G2 Reviewers Say About Vendia?

AI-generated summary from verified user reviews

Pros
  • Users value the extensive data management features of Vendia, seamlessly integrating into organizational systems.
  • Users find Vendia's ease of use enhances data management, seamlessly integrating into their organizational systems.
  • Users value the easy integrations of Vendia, enhancing data management within their organizational systems.
  • Users value the feature-rich blockchain services of Vendia for seamless data management and integration in their organization.
Cons
  • Users report poor customer support with only email assistance, impacting their overall satisfaction with Vendia.
  • Users experience slow processing with lag when querying large instances, alongside limited customer support options.

What Are Recent G2 Reviews of Vendia?

VEXXHOST Inc

VEXXHOST is an infrastructure-as-a-service provider based out of Canada. The company uses OpenStack as a base for infrastructure offerings, public and private cloud services. Other than our cloud computing services we also specialise in several cloud solutions, such as Kubernetes Enablement, Managed Zuul, OpenStack Upgrades and Consulting. Currently, we are running the largest OpenStack Public Cloud in Canada and we run multiple Private Clouds of varying scales worldwide. With our solutions offerings and over 10 years of experience, we help you achieve your infrastructure goals by providing an all-encompassing cloud ecosystem.

Who Is the Company Behind VEXXHOST Inc?

  • Seller: VEXXHOST
  • Year Founded: 2006
  • HQ Location: Montreal (Pointe-Claire), CA
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

Vimana

Who Is the Company Behind Vimana?

  • Seller: VIMANA
  • Year Founded: 2009
  • HQ Location: Naperville, US
  • LinkedIn® Page: www.linkedin.com
    57 employees on LinkedIn®

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WarpStream

WarpStream, the Apache Kafka®-compatible data streaming platform built directly on top of object storage, is now a part of Confluent. We’re joining forces to advance next-gen BYOC data streaming. New accounts get $400 in credits that never expire.

Who Is the Company Behind WarpStream?

What's The Price (WTP)

What’s The Price enables buyers and category managers to determine their supplier’s price at any given point in time. We give a cost price breakdown of any product and get you access to real-time commodity prices of over 1600 raw materials.

Who Is the Company Behind What's The Price (WTP)?

Wherobots

Wherobots is a cloud-native analytics and ETL platform designed to empower organizations in creating data products and deriving insights from spatial data. Built by the original creators of Apache Sedona, Wherobots offers scalable, production-ready capabilities for spatial ETL, analytics, and AI workloads. It enables geospatial data processing from local to planetary scale, facilitating tasks such as spatial joins, queries, and AI-driven analytics to uncover meaningful patterns and trends.

Who Is the Company Behind Wherobots?

Worksheet Systems

Worksheet Systems is an online database software which allows anybody to build enterprise-worthy database solutions with ease, control and confidence. As easy to use as Excel and as powerful as SQL. No coding required!

Who Is the Company Behind Worksheet Systems?

Wrench.ai

Wrench.AI builds Big Data-based software and tools that allow leaders to make better decisions and automate initiatives and campaigns to maximize resources for the best possible return.

Average Rating: 4.9/5.0

Total Reviews: 15

How Do G2 Users Rate Wrench.ai?

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

Who Is the Company Behind Wrench.ai?

  • Seller: Wrench.ai
  • Year Founded: 2017
  • HQ Location: Salt Lake City, UT
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 76% Small, 24% Medium

What Are Recent G2 Reviews of Wrench.ai?

What Are G2 Users Discussing About Wrench.ai?

Xyzt

xyzt.ai is a high-performance, no-code location intelligence platform designed for scale. The enterprise-grade SaaS platform enables organizations to instantly visualize and analyze billions of spatio-temporal IoT and tracking records in seconds, without requiring custom data engineering or data science teams. Purpose-built for large-scale geospatial, movement, and time-series data, xyzt.ai natively supports all major data formats, including raw GPS traces, map-matched trip paths, and aggregated traffic volumes. With rapid cloud deployment completed in less than a day, users can seamlessly integrate and cross-analyze heterogeneous datasets from connected vehicles, assets, infrastructure, and environmental sensors.xyzt.ai is trusted globally across key industries to turn big data into real-time situational awareness: - Maritime & Ports: Analyze historical and live AIS data to optimize vessel traffic, improve maritime safety, and track port efficiency. - Smart Cities & Urban Mobility: Visualize floating vehicle data (FVD), floating cellular data, and traffic flows to eliminate congestion and support infrastructure planning. - Logistics & Asset Tracking: Monitor supply chain performance, evaluate asset utilization, and improve operational safety. - Sustainability: Drive green initiatives through emissions tracking, resource optimization, and environmental impact evaluation. What differentiates xyzt.ai is its unique blend of massive scale, total data privacy by design, and extreme usability. Domain experts can interactively explore billions of records, detect AI-driven anomalies, and unlock hidden trends instantly through a seamless, self-service visual analytics experience.

Who Is the Company Behind Xyzt?

  • Seller: xyzt.ai
  • Year Founded: 2020
  • HQ Location: Leuven, BE
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

ZIPPYDOC

Who Is the Company Behind ZIPPYDOC?

  • Seller: ZIPPYDOC
  • Year Founded: 2021
  • HQ Location: Frankfurt, DE
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026