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# Apache Ambari vs Databricks Comparison - What are their main differences?

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Apache AmbariDatabricks[+ Add Product](#)

Reviews

**Apache Ambari** [

4.1/5(23)

](https://www.g2.com/products/apache-ambari/reviews#reviews)

**Databricks** [

4.6/5(1,383)

](https://www.g2.com/products/databricks/reviews#reviews)

Pricing

**Apache Ambari**
No pricing available

**Databricks**
Free Trial

No pricing available

**Pricing Insights**
from reviews

Time to Implement

**Apache Ambari**
Not enough reviews yet

**Databricks**
4 months

Based on 5 responses

Return on Investment

**Apache Ambari**
Not enough reviews yet

**Databricks**
12 months

Based on 5 responses

Perceived Cost

**Apache Ambari**
$$$$$

**Databricks**
$$$$$

Average Discount

**Apache Ambari**
Not enough reviews yet

**Databricks**
14%

Pros & Cons

**Apache Ambari**
Not enough data

**Databricks**
[
Features (192)
](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559079&qs=pros-and-cons#reviews)[
Ease of Use (155)
](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1558560&qs=pros-and-cons#reviews)[
Learning Curve (78)
](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1555470&qs=pros-and-cons#reviews)[
Expensive (71)
](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559029&qs=pros-and-cons#reviews)

Integrations

**Apache Ambari**
Not enough data

**Databricks**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image")

Amazon Redshift

](https://www.g2.com/products/amazon-redshift/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_0148ca76408710a295015ec26b43fd3e/amazon-relational-database-service-rds.jpg "Product Avatar Image")

Amazon Relational Database...

](https://www.g2.com/products/amazon-relational-database-service-rds/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-s3-glacier.jpg "Product Avatar Image")

Amazon S3 Glacier

](https://www.g2.com/products/amazon-s3-glacier/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dc218a7b4e898f9384267cbd98b09aa8/apache-airflow.jpg "Product Avatar Image")

Apache Airflow

](https://www.g2.com/products/apache-airflow/reviews)[
View all
](https://www.g2.com/products/databricks/integrations)

Screenshots

**Apache Ambari**
No screenshot available

**Databricks**
 ![Databricks screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1231334/automated-etl-processing-img.png)

Ratings

Meets Requirements

**Apache Ambari**

8.1

8.117

**Databricks**

9.0

9.0668

Ease of Use

**Apache Ambari**

8.7

8.717

**Databricks**

8.8

8.81,047

Ease of Setup

**Apache Ambari**

8.0

8.010

**Databricks**

8.4

8.4896

Ease of Admin

**Apache Ambari**

8.7

8.710

**Databricks**

8.4

8.4197

Quality of Support

**Apache Ambari**

7.1

7.116

**Databricks**

8.7

8.7650

Has the product been a good partner in doing business?

**Apache Ambari**

8.7

8.710

**Databricks**

8.9

8.9200

Product Direction (% positive)

**Apache Ambari**

7.5

7.514

**Databricks**

9.6

9.6656

Features

Big Data Processing and Distribution[Hide 10 FeaturesShow 10 Features](javascript:void(0);)

8.0

13

9.0

535

Database

Real-Time Data Collection

7.6

9

8.8(won by 1.2)

257

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Data Distribution

7.8

10

8.9(won by 1.1)

252

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Data Lake

7.2

10

9.4(won by 2.2)

340

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Integrations

Hadoop Integration

8.6(won by 0.3)

12

8.3

223

Spark Integration

8.0

10

9.1(won by 1.1)

299

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Platform

Machine Scaling

8.3

8

9.0(won by 0.7)

330

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Data Preparation

8.6

7

9.1(won by 0.5)

318

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Spark Integration

8.0

10

9.1(won by 1.1)

299

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Processing

Cloud Processing

8.1

8

9.1(won by 1.0)

298

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Workload Processing

7.9

8

9.1(won by 1.2)

301

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Business Intelligence[Hide 85 FeaturesShow 85 Features](javascript:void(0);)

Not enough data

8.5

395

Reports

Reports Interface

Not enough data

9.1(won by default)

25

Steps to Answer

Not enough data

8.3(won by default)

20

Graphs and Charts

Not enough data

9.2(won by default)

23

Score Cards

Not enough data

8.8(won by default)

16

Dashboards

Not enough data

9.1(won by default)

30

Customizable Reports

Not enough data

Not enough data

Marketing Reports

Not enough data

Not enough data

Sales Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Interactive Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customizable Dashboard

Not enough data

Not enough data

Self Service 

Calculated Fields

Not enough data

8.6(won by default)

17

Data Column Filtering

Not enough data

8.8(won by default)

20

Data Discovery

Not enough data

9.1(won by default)

23

Search

Not enough data

8.6(won by default)

20

Collaboration / Workflow

Not enough data

9.0(won by default)

21

Automodeling

Not enough data

8.9(won by default)

15

Natural Language Search

Not enough data

Not enough data

Visual Discovery

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Advanced Analytics

Predictive Analytics

Not enough data

9.0(won by default)

18

Data Visualization

Not enough data

9.1(won by default)

24

Big Data Services

Not enough data

9.6(won by default)

28

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

9.3(won by default)

222

Data Modeling

Not enough data

9.0(won by default)

221

WYSIWYG Report Design

Not enough data

7.8(won by default)

173

Integration APIs

Not enough data

8.7(won by default)

224

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Platform

Mobile User Support

Not enough data

Not enough data

Customization 

Not enough data

Not enough data

User, Role, and Access Management

Not enough data

Not enough data

Internationalization

Not enough data

Not enough data

Sandbox / Test Environments

Not enough data

Not enough data

Performance and Reliability

Not enough data

Not enough data

Breadth of Partner Applications

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Additional Functionality

Customizable Branding

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Publishing/Sharing

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Strategic Planning

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Text Analysis

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Benchmarking

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Trend/Problem Indicators

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Profitability Analysis

Not enough data

Not enough data

OLAP

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Key Performance Indicators

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Data Mining

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Ad hoc Query

Not enough data

Not enough data

Data Visualization[Hide 83 FeaturesShow 83 Features](javascript:void(0);)

Not enough data

8.8

42

Reports

Reports Interface

Not enough data

9.1(won by default)

25

Steps to Answer

Not enough data

8.3(won by default)

20

Graphs and Charts

Not enough data

9.2(won by default)

23

Score Cards

Not enough data

8.8(won by default)

16

Dashboards

Not enough data

9.1(won by default)

30

Customizable Reports

Not enough data

Not enough data

Marketing Reports

Not enough data

Not enough data

Sales Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Interactive Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customizable Dashboard

Not enough data

Not enough data

Reports

Reports Interface

Not enough data

Not enough data

Share Reports

Not enough data

Not enough data

Steps to Answer

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Visualization

Graphs and Charts

Not enough data

Not enough data

Score Cards

Not enough data

Not enough data

Dashboards

Not enough data

Not enough data

Formats

Not enough data

Not enough data

Mobile Dashboards

Not enough data

Not enough data

Public Dashboards

Not enough data

Not enough data

Private Dashboards

Not enough data

Not enough data

Data Updates

Historical Snapshots

Not enough data

Not enough data

Real-Time Updating

Not enough data

Not enough data

Collaboration

Sharing

Not enough data

Not enough data

Co-Editing

Not enough data

Not enough data

Devices

Not enough data

Not enough data

Data Updates

Historical Snapshots

Not enough data

Not enough data

Real-Time Updating

Not enough data

Not enough data

Scheduled/Automated Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Additional Functionality

KPI Monitoring

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Natural Language Search

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Real-Time Notifications

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Data Aggregation

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

API

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Interactive Elements

Not enough data

Not enough data

Single Page View

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Functions/Calculations

Not enough data

Not enough data

Historical Reporting

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Visual Discovery

Not enough data

Not enough data

Real-Time Updates

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Relational Display

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

OLAP

Not enough data

Not enough data

Ad hoc Query

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);)

Not enough data

9.2

400

Reports

Reports Interface

Not enough data

9.1(won by default)

25

Steps to Answer

Not enough data

8.3(won by default)

20

Graphs and Charts

Not enough data

9.2(won by default)

23

Score Cards

Not enough data

8.8(won by default)

16

Dashboards

Not enough data

9.1(won by default)

30

Customizable Reports

Not enough data

Not enough data

Marketing Reports

Not enough data

Not enough data

Sales Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Interactive Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customizable Dashboard

Not enough data

Not enough data

Data Preparation

Connectors

Not enough data

9.4(won by default)

13

Data Governance

Not enough data

9.1(won by default)

15

Data Modeling and Blending

Data Querying

Not enough data

9.4(won by default)

13

Data Filtering

Not enough data

9.3(won by default)

12

Data Blending

Not enough data

9.3(won by default)

14

Data Capture and Transfer

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

9.4(won by default)

14

AI Text Summarization

Not enough data

9.5(won by default)

11

Generative AI

Not enough data

Not enough data

Agentic AI - Analytics Platforms

Autonomous Task Execution

Not enough data

9.2(won by default)

13

Multi-step Planning

Not enough data

9.3(won by default)

10

Cross-system Integration

Not enough data

9.1(won by default)

11

Adaptive Learning

Not enough data

9.1(won by default)

11

Natural Language Interaction

Not enough data

9.0(won by default)

12

Proactive Assistance

Not enough data

9.8(won by default)

11

Decision Making

Not enough data

9.7(won by default)

10

Third-Party Integrations

Not enough data

Not enough data

Self Service 

Calculated Fields

Not enough data

8.6(won by default)

17

Data Column Filtering

Not enough data

8.8(won by default)

20

Data Discovery

Not enough data

9.1(won by default)

23

Search

Not enough data

8.6(won by default)

20

Collaboration / Workflow

Not enough data

9.0(won by default)

21

Automodeling

Not enough data

8.9(won by default)

15

Natural Language Search

Not enough data

Not enough data

Visual Discovery

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Deployment & Integration - Analytics Platforms

No-code Dashboard Builder

Not enough data

8.8(won by default)

13

Report Scheduling and Automation

Not enough data

9.5(won by default)

13

Embedded Analytics and White-labeling

Not enough data

9.2(won by default)

11

Data Source Connectivity

Not enough data

9.5(won by default)

13

Multiple Data Sources

Not enough data

Not enough data

Query Builder

Not enough data

Not enough data

Advanced Analytics

Predictive Analytics

Not enough data

9.0(won by default)

18

Data Visualization

Not enough data

9.1(won by default)

24

Big Data Services

Not enough data

9.6(won by default)

28

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Performance & Scalability - Analytics Platforms

Large data handling and Query Speed

Not enough data

9.5(won by default)

17

Concurrent User Support

Not enough data

9.8(won by default)

9

Database Support

Not enough data

Not enough data

Advanced Analytics & Modeling - Analytics Platforms

Data Modeling and Governance

Not enough data

9.4(won by default)

15

Notebook and Script Integration

Not enough data

8.8(won by default)

14

Built-in Predictive and Statistical Models

Not enough data

9.2(won by default)

11

Agentic AI Capabilities - Analytics Platforms

Auto-generated Insights and Narratives

Not enough data

9.2(won by default)

12

Natural Language Queries

Not enough data

9.4(won by default)

15

Proactive KPI Monitoring and Alerts

Not enough data

9.4(won by default)

11

AI Agents for Analytical Follow-ups

Not enough data

9.2(won by default)

13

Personalized Intelligence - Analytics Platforms

Behavioral Learning for Contextual Query Refinement

Not enough data

9.5(won by default)

11

Role-based Insight Personalization

Not enough data

8.7(won by default)

13

Conversational and Prompt-based Analytics

Not enough data

9.0(won by default)

12

Ad hoc Query

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

9.3(won by default)

222

Data Modeling

Not enough data

9.0(won by default)

221

WYSIWYG Report Design

Not enough data

7.8(won by default)

173

Integration APIs

Not enough data

8.7(won by default)

224

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Drag & Drop

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Sales Trend Analysis

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Storytelling

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Financing Management

Not enough data

Not enough data

Self-service Analytics

Not enough data

Not enough data

KPI Monitoring

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Integration

Not enough data

Not enough data

Scorecards

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Progress Tracking

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Profitability Analysis

Not enough data

Not enough data

Project Tracking

Not enough data

Not enough data

Strategic Planning

Not enough data

Not enough data

Goal Setting/Tracking

Not enough data

Not enough data

Publishing/Sharing

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Templates

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Financial Reporting

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

OLAP

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Data Governance[Hide 70 FeaturesShow 70 Features](javascript:void(0);)

Not enough data

8.8

143

Administration

Data Modelling

Not enough data

8.8(won by default)

104

Recommendations

Not enough data

8.6(won by default)

95

Workflow Management

Not enough data

9.0(won by default)

99

Dashboards and Visualizations

Not enough data

8.8(won by default)

106

Configurable Workflow

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Management

Business Glossary

Not enough data

8.5(won by default)

89

Data Discovery

Not enough data

8.7(won by default)

90

Data Profililng

Not enough data

8.7(won by default)

90

Reporting and Visualization

Not enough data

8.5(won by default)

89

Data Lineage

Not enough data

8.8(won by default)

90

Data Visualization

Not enough data

Not enough data

Compliance

Sensitive Data Compliance

Not enough data

8.9(won by default)

101

Training and Guidelines

Not enough data

8.6(won by default)

96

Policy Enforcement

Not enough data

8.9(won by default)

101

Compliance Monitoring

Not enough data

8.7(won by default)

97

Real-Time Monitoring

Not enough data

Not enough data

Security

Access Control

Not enough data

9.0(won by default)

95

Roles Management

Not enough data

8.9(won by default)

88

Compliance Management

Not enough data

8.8(won by default)

88

Deletion Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Process Management

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Data Quality

Data Preparation

Not enough data

9.0(won by default)

98

Data Distribution

Not enough data

8.8(won by default)

96

Data Unification

Not enough data

9.1(won by default)

103

Maintainence

Data Quality Management

Not enough data

8.8(won by default)

87

Policy Management

Not enough data

8.8(won by default)

86

Data Storage Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

8.4(won by default)

84

AI Text Summarization

Not enough data

8.5(won by default)

83

Generative AI

Not enough data

Not enough data

Agentic AI - Data Governance

Autonomous Task Execution

Not enough data

8.8(won by default)

12

Multi-step Planning

Not enough data

9.0(won by default)

13

Cross-system Integration

Not enough data

8.9(won by default)

17

Adaptive Learning

Not enough data

8.7(won by default)

14

Natural Language Interaction

Not enough data

9.2(won by default)

14

Decision Making

Not enough data

9.1(won by default)

15

Third-Party Integrations

Not enough data

Not enough data

Active Directory Integration

Not enough data

Not enough data

Additional Functionality

AI Copilot

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Archiving & Retention

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

HIPAA Compliant

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Risk Assessment

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Self Service Portal

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

API

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Automatic Backup

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

ETL Tools[Hide 57 FeaturesShow 57 Features](javascript:void(0);)

Not enough data

9.0

216

Management

Reporting

Not enough data

8.6(won by default)

179

Auditing

Not enough data

8.5(won by default)

168

Functionality

Extraction

Not enough data

9.1(won by default)

186

Transformation

Not enough data

9.3(won by default)

191

Loading

Not enough data

9.2(won by default)

181

Automation

Not enough data

9.0(won by default)

176

Scalability

Not enough data

9.1(won by default)

181

Non-Relational Transformations

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Additional Functionality

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Pipeline Management

Not enough data

Not enough data

Job Scheduling

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Accounting Integration

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

eCommerce Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Replication

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Analysis Tools

Not enough data

Not enough data

MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

Not enough data

9.0

99

Deployment

Language Flexibility

Not enough data

9.0(won by default)

70

Framework Flexibility

Not enough data

8.9(won by default)

69

Versioning

Not enough data

9.0(won by default)

72

Ease of Deployment

Not enough data

9.0(won by default)

74

Scalability

Not enough data

9.0(won by default)

73

Deployment

Language Flexibility

Not enough data

9.0(won by default)

67

Framework Flexibility

Not enough data

8.8(won by default)

67

Versioning

Not enough data

8.7(won by default)

72

Ease of Deployment

Not enough data

9.0(won by default)

73

Scalability

Not enough data

9.0(won by default)

71

Management

Cataloging

Not enough data

9.0(won by default)

71

Monitoring

Not enough data

8.9(won by default)

71

Governing

Not enough data

9.2(won by default)

68

Model Registry

Not enough data

9.0(won by default)

74

Operations

Metrics

Not enough data

8.8(won by default)

67

Infrastructure management

Not enough data

8.9(won by default)

67

Collaboration

Not enough data

9.1(won by default)

70

Management

Cataloging

Not enough data

8.9(won by default)

67

Monitoring

Not enough data

8.8(won by default)

65

Governing

Not enough data

9.1(won by default)

64

Generative AI

AI Text Generation

Not enough data

8.6(won by default)

34

AI Text Summarization

Not enough data

8.5(won by default)

33

Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);)

Not enough data

8.7

242

System

Data Ingestion & Wrangling

Not enough data

8.9(won by default)

186

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

Not enough data

8.8(won by default)

192

Drag and Drop

Not enough data

8.0(won by default)

197

Pre-Built Algorithms

Not enough data

8.4(won by default)

192

Model Training

Not enough data

8.8(won by default)

204

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

Not enough data

8.5(won by default)

177

Machine/Deep Learning Services

Computer Vision

Not enough data

8.2(won by default)

181

Natural Language Processing

Not enough data

8.6(won by default)

189

Natural Language Generation

Not enough data

8.3(won by default)

178

Artificial Neural Networks

Not enough data

8.2(won by default)

177

Machine/Deep Learning Services

Natural Language Understanding

Not enough data

8.4(won by default)

163

Deep Learning

Not enough data

8.5(won by default)

166

Deployment

Managed Service

Not enough data

8.6(won by default)

186

Application

Not enough data

8.8(won by default)

187

Scalability

Not enough data

9.0(won by default)

197

Additional Functionality

Customizable Reports

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Linked Data Management

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Text Mining

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

8.3(won by default)

91

AI Text Summarization

Not enough data

8.5(won by default)

91

AI Text-to-Image

Not enough data

7.7(won by default)

90

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

9.4(won by default)

13

Multi-step Planning

Not enough data

8.9(won by default)

11

Cross-system Integration

Not enough data

8.8(won by default)

13

Adaptive Learning

Not enough data

9.1(won by default)

11

Natural Language Interaction

Not enough data

9.4(won by default)

14

Proactive Assistance

Not enough data

9.5(won by default)

10

Decision Making

Not enough data

9.5(won by default)

11

Third-Party Integrations

Not enough data

Not enough data

Data Warehouse[Hide 48 FeaturesShow 48 Features](javascript:void(0);)

Not enough data

8.9

238

Data Management

Data Integration

Not enough data

9.1(won by default)

201

|

Verified

Data Compression

Not enough data

8.9(won by default)

186

|

Verified

Data Quality

Not enough data

8.9(won by default)

192

|

Verified

Built-In Data Analytics

Not enough data

8.8(won by default)

187

|

Verified

In-Database Machine Learning

Not enough data

8.7(won by default)

174

|

Verified

Data Lake Analytics

Not enough data

9.1(won by default)

177

|

Verified

ETL - Extract Transfer Load

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Integration

AI/ ML Integration

Not enough data

8.9(won by default)

189

|

Verified

BI Tool Integration

Not enough data

8.8(won by default)

174

|

Verified

Data lake Integration

Not enough data

9.1(won by default)

186

|

Verified

Deployment

On-Premise

Not enough data

8.0(won by default)

161

|

Verified

Cloud

Not enough data

9.2(won by default)

188

|

Verified

Performance 

Scalability

Not enough data

9.2(won by default)

192

|

Verified

Security

Data Governance

Not enough data

8.9(won by default)

188

|

Verified

Data Security

Not enough data

8.9(won by default)

175

|

Verified

Generative AI

AI Text Generation

Not enough data

8.6(won by default)

83

AI Text Summarization

Not enough data

8.5(won by default)

81

Generative AI

Not enough data

Not enough data

Additional Functionality

Parallel Processing

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

API

Not enough data

Not enough data

In-Database Processing

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

In-Memory Processing

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

DataOps Platforms[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

Not enough data

9.1

99

Data Management

Data Integration

Not enough data

9.1(won by default)

76

Metadata

Not enough data

8.8(won by default)

77

Self-service

Not enough data

8.9(won by default)

74

Automated workflows

Not enough data

9.2(won by default)

75

Agentic AI - DataOps Platforms

Autonomous Task Execution

Not enough data

9.4(won by default)

13

Multi-step Planning

Not enough data

9.2(won by default)

11

Cross-system Integration

Not enough data

9.3(won by default)

14

Adaptive Learning

Not enough data

9.3(won by default)

12

Decision Making

Not enough data

9.6(won by default)

12

Analytics

Analytics capabilities

Not enough data

9.0(won by default)

76

Dasboard visualizations

Not enough data

8.6(won by default)

72

Monitoring and Management

Data Observability

Not enough data

8.7(won by default)

72

Testing capabilities

Not enough data

8.7(won by default)

73

Cloud Deployment

Hybrid cloud support

Not enough data

9.1(won by default)

67

Cloud migration capabilities

Not enough data

9.1(won by default)

69

Generative AI

AI Text Generation

Not enough data

9.0(won by default)

40

AI Text Summarization

Not enough data

9.0(won by default)

40

Generative AI Infrastructure[Hide 14 FeaturesShow 14 Features](javascript:void(0);)

Not enough data

9.5

22

Scalability and Performance - Generative AI Infrastructure

AI High Availability

Not enough data

10.0(won by default)

5

AI Model Training Scalability

Not enough data

10.0(won by default)

9

AI Inference Speed

Not enough data

10.0(won by default)

5

Cost and Efficiency - Generative AI Infrastructure

AI Resource Allocation Flexibility

Not enough data

8.3(won by default)

9

AI Cost per API Call

Not enough data

Not enough data

AI Energy Efficiency

Not enough data

Not enough data

Integration and Extensibility - Generative AI Infrastructure

AI Multi-cloud Support

Not enough data

8.3(won by default)

7

AI Data Pipeline Integration

Not enough data

10.0(won by default)

12

AI API Support and Flexibility

Not enough data

Not enough data

Security and Compliance - Generative AI Infrastructure

AI Role-based Access Control

Not enough data

9.7(won by default)

6

AI GDPR and Regulatory Compliance

Not enough data

Not enough data

AI Data Encryption

Not enough data

Not enough data

Usability and Support - Generative AI Infrastructure

AI Documentation Quality

Not enough data

10.0(won by default)

7

AI Community Activity

Not enough data

Not enough data

AI Agent Builders[Hide 43 FeaturesShow 43 Features](javascript:void(0);)

Not enough data

10.0

15

Customization - AI Agent Builders

Natural Language Configuration

Not enough data

Not enough data

Tone Customization

Not enough data

Not enough data

Security Guardrails

Not enough data

Not enough data

API Security

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Functionality - AI Agent Builders

Omni-channel Support

Not enough data

Not enough data

Agent Branding

Not enough data

Not enough data

Proactive Response Capabilities

Not enough data

Not enough data

Seamless Human Escalation

Not enough data

Not enough data

Multimedia Support

Not enough data

Not enough data

Multi-Modal Input Support

Not enough data

Not enough data

Data and Analytics - AI Agent Builders

Analytics & Reporting

Not enough data

Not enough data

Contextual Awareness

Not enough data

Not enough data

Data Privacy Compliance

Not enough data

Not enough data

Integration - AI Agent Builders

Workflow Automation

Not enough data

Not enough data

API Usage

Not enough data

Not enough data

Platform Interoperability

Not enough data

Not enough data

CRM Data Integration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Scalability

Not enough data

10.0(won by default)

5

Version Control

Not enough data

Not enough data

Personalization

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Webhooks

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Fallback Handling

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Multiple LLM Models

Not enough data

Not enough data

Built-in AI Assistant

Not enough data

Not enough data

Automated Testing

Not enough data

Not enough data

Data Governance

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Pre-built Templates

Not enough data

Not enough data

Agent Design Tools

Not enough data

Not enough data

Deep Learning

Not enough data

Not enough data

Model Training

Not enough data

Not enough data

Analytics

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Debugging

Not enough data

Not enough data

Deployment Management

Not enough data

Not enough data

Proactive Error Detection

Not enough data

Not enough data

Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);)

Not enough data

8.9

284

Data Transformation

Real-Time Analytics

Not enough data

8.9(won by default)

231

Data Querying

Not enough data

9.1(won by default)

244

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Connectivity

Hadoop Integration

Not enough data

8.7(won by default)

209

Spark Integration

Not enough data

9.2(won by default)

235

Multi-Source Analysis

Not enough data

9.0(won by default)

228

Data Lake

Not enough data

9.2(won by default)

235

Real-Time Data

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

What-if Analysis

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Operations

Data Visualization

Not enough data

8.5(won by default)

233

Data Workflow

Not enough data

8.8(won by default)

236

Governed Discovery

Not enough data

8.6(won by default)

220

Embedded Analytics

Not enough data

8.7(won by default)

214

Notebooks

Not enough data

9.3(won by default)

239

Data Discovery

Not enough data

Not enough data

Additional Functionality

Data Warehousing

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Templates

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Cleansing

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

High Volume Processing

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

Not enough data

8.7

364

Building Reports

Data Transformation

Not enough data

9.3(won by default)

222

Data Modeling

Not enough data

9.0(won by default)

221

WYSIWYG Report Design

Not enough data

7.8(won by default)

173

Integration APIs

Not enough data

8.7(won by default)

224

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Platform

Mobile User Support

Not enough data

Not enough data

Customization 

Not enough data

Not enough data

User, Role, and Access Management

Not enough data

Not enough data

Internationalization

Not enough data

Not enough data

Sandbox / Test Environments

Not enough data

Not enough data

Performance and Reliability

Not enough data

Not enough data

Breadth of Partner Applications

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Show 6 feature categories with incomplete data

Application Development Platforms[Hide 57 FeaturesShow 57 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Continuous Integration

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Backup and Recovery

Not enough data

Not enough data

Multiple Programming Languages Supported

Not enough data

Not enough data

Continuous Deployment

Not enough data

Not enough data

Code Development

Not enough data

Not enough data

For No-Code Development

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Graphical User Interface

Not enough data

Not enough data

For Low-Code Development

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

UI Prototyping

Not enough data

Not enough data

Source Control

Not enough data

Not enough data

Software Development

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Web App Development

Not enough data

Not enough data

Custom Development

Not enough data

Not enough data

Code Repository Integration

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Mobile Development

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Game Development

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Application Security

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Automated Testing

Not enough data

Not enough data

Integrated Development Environment

Not enough data

Not enough data

Offline Access

Not enough data

Not enough data

Debugging

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Compatibility Testing

Not enough data

Not enough data

Pre-built Templates

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Modeling

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Code Editing

Not enough data

Not enough data

Functionality

Ease of Use

Not enough data

Not enough data

File Management

Not enough data

Not enough data

Multi-Language Support

Not enough data

Not enough data

Customization

Not enough data

Not enough data

Straight-Out-the-Box Functionality

Not enough data

Not enough data

Help Guides

Not enough data

Not enough data

Patching & Updates

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Change Management

Not enough data

Not enough data

Deployment Management

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Lifecycle Management

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Data Management Software[Hide 45 FeaturesShow 45 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Data Cleansing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Verification

Not enough data

Not enough data

Information Governance

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Behavior Analytics

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Interactive queries

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

User Management

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Master Data Management

Not enough data

Not enough data

Task Scheduling

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Customer Database

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Full Text Search

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Automatic Backup

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Data Analysis Tools

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Integration

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Generative AI[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Code Generation

Not enough data

Not enough data

Text to Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Virtual Characters and Avatars

Not enough data

Not enough data

Content Generation

Not enough data

Not enough data

Personalization and Recommendation

Not enough data

Not enough data

Conditional Generation

Not enough data

Not enough data

Transformer Model

Not enough data

Not enough data

Automated Image & Video Editing

Not enough data

Not enough data

Interactive and Co-Creative Systems

Not enough data

Not enough data

Text Summarization

Not enough data

Not enough data

Data Augmentation

Not enough data

Not enough data

Variation Autoencoder Models

Not enough data

Not enough data

Adversarial Training

Not enough data

Not enough data

Transfer Learning and Fine-tuning

Not enough data

Not enough data

Simulation and Scenario Generation

Not enough data

Not enough data

Creative Design

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Prompt Engineering

Not enough data

Not enough data

Foundation Model

Not enough data

Not enough data

AI Gateways[Hide 6 FeaturesShow 6 Features](javascript:void(0);)

Not enough data

Not enough data

Traffic Management & Performance - AI Gateways

Token-Aware Rate Limiting

Not enough data

Not enough data

Semantic Caching

Not enough data

Not enough data

Multi-Model Routing & Fallbacks

Not enough data

Not enough data

Governance & Observability - AI Gateways

Data Privacy

Not enough data

Not enough data

Cost Tracking

Not enough data

Not enough data

Centralized API Key Security

Not enough data

Not enough data

Database as a Service (DBaaS)[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

Not enough data

Not enough data

Configuration

Application Performance

Not enough data

Not enough data

Orchestration

Not enough data

Not enough data

Database Monitoring

Not enough data

Not enough data

Anomaly Detection

Not enough data

Not enough data

Network Security

Not enough data

Not enough data

Database Administration

Provisioning

Not enough data

Not enough data

Governance

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Availability

Scalability

Not enough data

Not enough data

Backup

Not enough data

Not enough data

Archiving

Not enough data

Not enough data

Indexing

Not enough data

Not enough data

Security

Data Masking

Not enough data

Not enough data

Authentication And Single Sign-On

Not enough data

Not enough data

Data Anonymization

Not enough data

Not enough data

Data Management

Data Replication

Not enough data

Not enough data

Advanced Data Analytics

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![Apache Ambari](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_b1715b5723ca979cc096358331ad82df/apache-ambari.png "Apache Ambari")](https://www.g2.com/products/apache-ambari/reviews)

Apache Ambari

Small-Business(50 or fewer emp.)

19.0%

Mid-Market(51-1000 emp.)

9.5%

Enterprise(\> 1000 emp.)

71.4%

[![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](https://www.g2.com/products/databricks/reviews)

Databricks

Small-Business(50 or fewer emp.)

15.1%

Mid-Market(51-1000 emp.)

37.5%

Enterprise(\> 1000 emp.)

47.5%

Small-Business

(50 or fewer emp.)

19.0%

15.1%

Mid-Market

(51-1000 emp.)

9.5%

37.5%

Enterprise

(\> 1000 emp.)

71.4%

47.5%

Reviewers' Industry

[![Apache Ambari](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_b1715b5723ca979cc096358331ad82df/apache-ambari.png "Apache Ambari")](https://www.g2.com/products/apache-ambari/reviews)
Apache Ambari

Telecommunications

19.0%

Computer Software

14.3%

Banking

14.3%

Retail

9.5%

Marketing and Advertising

9.5%

Other

33.3%

[![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](https://www.g2.com/products/databricks/reviews)
Databricks

Information Technology and Services

12.9%

Financial Services

12.1%

Computer Software

7.9%

Consulting

4.9%

Manufacturing

4.6%

Other

57.6%

FAQs

## Apache Ambari vs Databricks FAQs

Generated using AI

Last updated: August 16, 2026

### What is the difference between Databricks vs Apache Ambari?

Databricks is a unified analytics and AI platform with a higher G2 rating and broader reviewer base, while Apache Ambari is focused on Hadoop cluster management with a smaller review footprint and slightly lower scores.

| [Databricks](https://www.g2.com/products/databricks/reviews) | [Apache Ambari](https://www.g2.com/products/apache-ambari/reviews) |
| --- | --- |
| 4.6/5 (1366 reviews) | 4.1/5 (23 reviews) |
| Enterprise | Enterprise |
| 8.4 | 8.0 |
| 8.8 | 7.1 |
| Unified analytics and AI platform with strong data governance and collaboration features | Intuitive Hadoop cluster management and customizable dashboards |

### How do the pricing models of Databricks and Apache Ambari compare?

Databricks is rated higher for value by reviewers, with a stronger satisfaction score on price and cost-related dimensions compared to Apache Ambari.

- **Databricks:** In recent reviews, many reviewers highlight the pay-for-what-you-use model, cloud-based flexibility, and cost efficiency, but note that costs can rise quickly if compute usage is not monitored.
- **Apache Ambari:** Reviewers consistently mention that Ambari is open-source and free to use, making it attractive for organizations seeking to avoid licensing costs, but note limited features compared to commercial solutions.

### What are the best alternatives to Databricks and Apache Ambari?

The top three alternatives to Databricks and Apache Ambari are Cloudera, Snowflake, and Amazon EMR.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | Reviewers highlight cost efficiency and flexible pay-for-what-you-use pricing | Unified analytics and AI platform with strong data governance |
| [Apache Ambari](https://www.g2.com/products/apache-ambari/reviews) | 4.1/5 (23 reviews) | Enterprise | Open-source and free to use | Intuitive Hadoop cluster management |
| [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | Comprehensive big data platform for enterprise workloads |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | Cloud-native data warehousing and high scalability |
| [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) | 4.2/5 (70 reviews) | Enterprise | — | Managed Hadoop and Spark clusters on AWS |

### Which Big Data Processing and Distribution features should I prioritize when comparing Databricks and Apache Ambari?

Buyers should prioritize scalability, ease of setup, quality of support, integrations, and governance features when comparing Databricks and Apache Ambari.

- **Scalability:** Databricks scores 8.4 on Ease of Setup and is frequently cited for handling large data volumes and distributed processing; Apache Ambari is noted for cluster management but with fewer recent scalability mentions.
- **Ease of Setup:** Databricks scores 8.4, Apache Ambari 8.0, with reviewers highlighting Databricks' cloud-based onboarding and Ambari's straightforward Hadoop installation.
- **Quality of Support:** Databricks scores 8.8, Apache Ambari 7.1, with Databricks reviewers citing responsive support and documentation.
- **Integrations:** Databricks is frequently mentioned for integrations with Git (30 all-time mentions), Tableau (10), and GitHub (7); Apache Ambari has limited recent integration mentions.
- **Governance:** Databricks reviewers highlight Unity Catalog for data governance and permissions; Apache Ambari is noted for access control within Hadoop clusters.

### What are the pros and cons of Databricks vs Apache Ambari?

Databricks' headline strength is unified analytics and AI with strong governance, while Apache Ambari excels in intuitive Hadoop cluster management.

- **Databricks strengths:** Unified analytics and AI platform, strong data governance with Unity Catalog, collaborative notebooks, broad integrations, and high scalability for large data volumes.
- **Databricks trade-offs:** Reviewers note a steep learning curve for new users, cost management challenges with compute usage, and occasional UI complexity.
- **Apache Ambari strengths:** Intuitive interface for Hadoop cluster management, customizable dashboards, easy configuration management, and open-source cost advantage.
- **Apache Ambari trade-offs:** Limited features compared to commercial platforms, slower response rates under heavy queries, and less robust monitoring and integration capabilities.

### Is Databricks or Apache Ambari better for small businesses?

Databricks is better suited for small businesses based on reviewer sentiment and its ease of onboarding for new teams.

- **Databricks:** Largest segment is Enterprise, but recent reviews highlight straightforward onboarding, cloud-based setup, and ease of use for new users, making it accessible for small businesses.
- **Apache Ambari:** Largest segment is Enterprise, and reviewers focus on its fit for Hadoop administration in larger environments, with less emphasis on small-business use cases.

### Which Big Data Processing and Distribution platform has better integrations?

Databricks is favored by reviewers for integrations, with significantly more integration mentions than Apache Ambari.

- **Databricks:** Git (30 all-time mentions), Tableau (10), and GitHub (7) are frequently cited as integrated tools, supporting a wide range of data workflows.
- **Apache Ambari:** Reviewers mention integration with Hadoop ecosystem components, but there are no recent high-frequency third-party integration mentions.

### How do Databricks and Apache Ambari compare on customer support?

Databricks outperforms Apache Ambari on Quality of Support by a margin of 1.7 points (8.8 vs 7.1), a material difference.

- **Databricks:** Reviewers consistently praise responsive support, comprehensive documentation, and helpful onboarding resources.
- **Apache Ambari:** Reviewers note that support is adequate for open-source software but cite slower response times and less comprehensive assistance compared to commercial platforms.

### Which is easier to implement, Databricks or Apache Ambari?

Databricks scores higher on Ease of Setup (8.4 vs 8.0), with reviewers describing a smoother implementation experience than Apache Ambari.

- **Databricks:** Reviewers highlight easy cloud-based onboarding, minimal configuration, and rapid initial setup, even for teams new to the platform.
- **Apache Ambari:** Reviewers describe straightforward Hadoop installation and configuration, but note occasional challenges with security setup and integration with non-Hadoop systems.

### Which product has better Scalability?

Databricks is rated higher for scalability, with reviewers frequently citing its ability to handle large data volumes and distributed processing.

- **Databricks:** Reviewers highlight high scalability, distributed processing, and efficient handling of large datasets, with frequent mentions of cluster autoscaling and performance at scale.
- **Apache Ambari:** Reviewers note effective Hadoop cluster management and scaling within the Hadoop ecosystem, but with fewer recent mentions of large-scale distributed processing beyond Hadoop.

Alternatives

**Apache Ambari Alternatives**

 ![Amazon EMR](https://images.g2crowd.com/uploads/product/hd_favicon/1528476487/amazon-emr.svg "Amazon EMR")

[
Amazon EMR
](/products/amazon-emr/reviews)

 ![Google Cloud Managed Service for Apache Spark](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_0c51d2c2e5f85fe45126eb818f748267/google-cloud-managed-service-for-apache-spark.png "Google Cloud Managed Service for Apache Spark")

[
Google Cloud Managed Service for Apache Spark
](/products/google-cloud-managed-service-for-apache-spark/reviews)

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")

[
BigQuery
](/products/google-cloud-bigquery/reviews)

**Databricks Alternatives**

 ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")

[
Cloudera
](/products/cloudera/reviews)

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform")

[
Teradata Autonomous Knowledge Platform
](/products/teradata-autonomous-knowledge-platform/reviews)

 ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")

[
BigQuery
](/products/google-cloud-bigquery/reviews)