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# IBM watsonx.data vs Teradata Autonomous Knowledge Platform Comparison - What are their main differences?

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IBM watsonx.dataTeradata Autonomous Knowledge Platform[+ Add Product](#)

Reviews

**IBM watsonx.data** [

4.4/5(173)

](https://www.g2.com/products/ibm-watsonx-data/reviews#reviews)

**Teradata Autonomous Knowledge Platform** [

4.3/5(374)

](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews#reviews)

Pricing

**IBM watsonx.data**
Free Trial

No pricing available

**Teradata Autonomous Knowledge Platform**
Free Trial

No pricing available

**Pricing Insights**
from reviews

Time to Implement

**IBM watsonx.data**
3 monthsFaster

Based on 8 responses

**Teradata Autonomous Knowledge Platform**
4 months

Based on 12 responses

Return on Investment

**IBM watsonx.data**
11 months3 months sooner

Based on 8 responses

**Teradata Autonomous Knowledge Platform**
14 months

Based on 11 responses

Perceived Cost

**IBM watsonx.data**
$$$$$

**Teradata Autonomous Knowledge Platform**
$$$$$

Average Discount

**IBM watsonx.data**
32%18% more

**Teradata Autonomous Knowledge Platform**
14%

 ![IBM watsonx.data](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-data.jpg "IBM watsonx.data")

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

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Pros & Cons

**IBM watsonx.data**
[
Ease of Use (67)
](https://www.g2.com/products/ibm-watsonx-data/reviews?filters%5Bsentiment_snippet%5D=1444586&qs=pros-and-cons#reviews)[
Features (47)
](https://www.g2.com/products/ibm-watsonx-data/reviews?filters%5Bsentiment_snippet%5D=1444026&qs=pros-and-cons#reviews)[
Learning Curve (38)
](https://www.g2.com/products/ibm-watsonx-data/reviews?filters%5Bsentiment_snippet%5D=1444361&qs=pros-and-cons#reviews)[
Complexity (25)
](https://www.g2.com/products/ibm-watsonx-data/reviews?filters%5Bsentiment_snippet%5D=1444851&qs=pros-and-cons#reviews)

**Teradata Autonomous Knowledge Platform**
[
Performance (14)
](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews?filters%5Bsentiment_snippet%5D=1407572&qs=pros-and-cons#reviews)[
Analytics (11)
](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews?filters%5Bsentiment_snippet%5D=1406728&qs=pros-and-cons#reviews)[
Learning Curve (9)
](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews?filters%5Bsentiment_snippet%5D=1407723&qs=pros-and-cons#reviews)[
Steep Learning Curve (5)
](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews?filters%5Bsentiment_snippet%5D=2097543&qs=pros-and-cons#reviews)

Integrations

**IBM watsonx.data**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_3a97b9f1db5fb047add69c0bdedf5939/amazon-simple-storage-service-s3.jpg "Product Avatar Image")

Amazon Simple Storage...

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

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/apache-spark-for-azure-hdinsight.jpg "Product Avatar Image")

Apache Spark for Azure...

](https://www.g2.com/products/apache-spark-for-azure-hdinsight/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_1347101f74abd8e5ad1e0887e585c1db/apache-systemml.jpg "Product Avatar Image")

Apache SystemML

](https://www.g2.com/products/apache-systemml/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_1d0092c590238189e14320421b5331dc/automation-anywhere-agentic-process-automation.png "Product Avatar Image")

Automation Anywhere Agentic...

](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews)[
View all
](https://www.g2.com/products/ibm-watsonx-data/integrations)

**Teradata Autonomous Knowledge Platform**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_6f919f1812ddc78f50e9c33929ab7beb/mixpanel.png "Product Avatar Image")

Mixpanel

](https://www.g2.com/products/mixpanel/reviews)[
View all
](https://www.g2.com/products/teradata-autonomous-knowledge-platform/integrations)

Screenshots

**IBM watsonx.data**
No screenshot available

**Teradata Autonomous Knowledge Platform**
 ![Teradata Autonomous Knowledge Platform 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/1380836/Cost-Calculator-Console---New-Branding.png)

Ratings

Meets Requirements

**IBM watsonx.data**

8.7

8.7133

**Teradata Autonomous Knowledge Platform**

8.7

8.7288

Ease of Use

**IBM watsonx.data**

8.2

8.2147

**Teradata Autonomous Knowledge Platform**

8.3

8.3291

Ease of Setup

**IBM watsonx.data**

8.0

8.0132

**Teradata Autonomous Knowledge Platform**

8.0

8.0149

Ease of Admin

**IBM watsonx.data**

8.0

8.056

**Teradata Autonomous Knowledge Platform**

8.0

8.0111

Quality of Support

**IBM watsonx.data**

8.5

8.5129

**Teradata Autonomous Knowledge Platform**

8.3

8.3270

Has the product been a good partner in doing business?

**IBM watsonx.data**

8.8

8.857

**Teradata Autonomous Knowledge Platform**

8.2

8.2113

Product Direction (% positive)

**IBM watsonx.data**

9.1

9.1134

**Teradata Autonomous Knowledge Platform**

8.3

8.3288

Features

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

8.1

13

8.0

25

Administration

Data Modelling

8.0

5

8.7(won by 0.7)

21

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

Recommendations

7.0

5

8.2(won by 1.2)

20

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

Workflow Management

8.0

5

8.1(won by 0.1)

19

Dashboards and Visualizations

7.7(won by 0.7)

5

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

7.0

19

Configurable Workflow

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Management

Business Glossary

8.3(won by 0.3)

5

8.0

20

Data Discovery

8.6(won by 0.4)

6

8.2

19

Data Profililng

8.0(won by 0.1)

5

7.9

21

Reporting and Visualization

8.1(won by 0.4)

6

7.7

20

Data Lineage

8.6(won by 1.5)

6

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

7.1

20

Data Visualization

Not enough data

Not enough data

Compliance

Sensitive Data Compliance

8.3

6

8.5(won by 0.2)

22

Training and Guidelines

7.0

5

8.3(won by 1.3)

21

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

Policy Enforcement

8.1

6

8.8(won by 0.7)

20

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

Compliance Monitoring

8.1

6

8.7(won by 0.6)

19

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

Real-Time Monitoring

Not enough data

Not enough data

Security

Access Control

8.8(tied score)

7

8.8(tied score)

20

Roles Management

9.2(won by 0.4)

6

8.8

20

Compliance Management

8.8(won by 0.7)

7

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

8.1

19

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

8.8(won by 0.1)

7

8.7

21

Data Distribution

8.6

6

8.9(won by 0.3)

21

Data Unification

9.0(won by 0.5)

8

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

8.5

20

Maintainence

Data Quality Management

8.3

5

8.4(won by 0.1)

19

Policy Management

8.7(won by 0.7)

5

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

8.0

19

Data Storage Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

5.6(won by default)

18

AI Text Summarization

Not enough data

5.6(won by default)

18

Generative AI

Not enough data

Not enough data

Agentic AI - Data Governance

Autonomous Task Execution

6.0(won by default)

5

Not enough data

Multi-step Planning

6.0(won by default)

5

Not enough data

Cross-system Integration

8.0(won by default)

5

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

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

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

7.8

10

8.0

8

System

Data Ingestion & Wrangling

9.0(won by 0.3)

7

8.7

5

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

8.6(tied score)

6

8.6(tied score)

7

Drag and Drop

6.9

6

8.0(won by 1.1)

5

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

Pre-Built Algorithms

8.3(won by 0.6)

5

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

7.7

5

Model Training

8.6(won by 0.3)

7

8.3

5

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

7.2(won by default)

6

Not enough data

Machine/Deep Learning Services

Computer Vision

6.3

5

7.7(won by 1.4)

5

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

Natural Language Processing

8.1(won by 0.4)

6

7.7

5

Natural Language Generation

7.3

5

7.7(won by 0.4)

5

Artificial Neural Networks

6.7

5

8.0(won by 1.3)

5

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

Machine/Deep Learning Services

Natural Language Understanding

8.0(won by default)

5

Not enough data

Deep Learning

7.2(won by default)

6

Not enough data

Deployment

Managed Service

8.6(won by default)

6

Not enough data

Application

7.8(won by default)

6

Not enough data

Scalability

9.0(won by default)

7

Not enough data

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

Not enough data

AI Text Summarization

Not enough data

Not enough data

AI Text-to-Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

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

8.8

14

7.8

85

Data Management

Data Integration

9.0(won by 0.7)

10

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

8.3

67

|

Verified

Data Compression

8.6(won by 0.3)

6

8.3

67

|

Verified

Data Quality

8.6(won by 0.3)

7

8.3

63

|

Verified

Built-In Data Analytics

8.6(won by 0.4)

7

8.2

63

|

Verified

In-Database Machine Learning

7.9(won by 0.9)

7

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

7.0

51

|

Verified

Data Lake Analytics

8.1(won by 0.8)

6

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

7.3

49

|

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

9.0(won by 1.8)

8

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

7.2

61

|

Verified

BI Tool Integration

8.6(won by 0.4)

7

8.2

63

|

Verified

Data lake Integration

8.8(won by 0.8)

7

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

8.0

59

|

Verified

Deployment

On-Premise

8.1

6

8.4(won by 0.3)

66

|

Verified

Cloud

9.6(won by 1.7)

8

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

7.9

63

|

Verified

Performance 

Scalability

9.1(won by 0.6)

9

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

8.5

69

|

Verified

Security

Data Governance

9.5(won by 1.6)

10

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

7.9

60

|

Verified

Data Security

9.4(won by 1.2)

6

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

8.2

54

|

Verified

Generative AI

AI Text Generation

8.6(won by 3.1)

6

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

5.5

40

AI Text Summarization

8.9(won by 3.4)

6

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

5.5

41

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

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

8.7

43

8.4

31

Database

Real-Time Data Collection

8.7(won by 0.8)

33

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

7.9

26

Data Distribution

8.8(tied score)

31

8.8(tied score)

25

Data Lake

8.8(won by 0.6)

34

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

8.2

26

Integrations

Hadoop Integration

8.4(won by 0.5)

30

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

7.9

24

Spark Integration

8.2(won by 0.1)

32

8.1

25

Platform

Machine Scaling

8.6

34

8.8(won by 0.2)

28

Data Preparation

8.8

31

9.0(won by 0.2)

27

Spark Integration

8.2(won by 0.1)

32

8.1

25

Processing

Cloud Processing

9.0(won by 0.4)

31

8.6

23

Workload Processing

9.0(won by 0.2)

27

8.8

27

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

7.9

20

7.8

41

Data Transformation

Real-Time Analytics

7.5

10

8.2(won by 0.7)

36

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

Data Querying

8.3

15

9.0(won by 0.7)

37

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

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

7.5(won by 0.1)

10

7.4

34

Spark Integration

7.7(won by 0.2)

10

7.5

34

Multi-Source Analysis

8.7(won by 0.8)

14

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

7.9

37

Data Lake

8.1(won by 0.1)

12

8.0

36

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

7.7(tied score)

11

7.7(tied score)

35

Data Workflow

8.3(won by 0.5)

12

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

7.8

35

Governed Discovery

8.7(won by 1.0)

14

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

7.7

34

Embedded Analytics

6.8

10

7.3(won by 0.5)

37

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

Notebooks

8.0(won by 0.5)

11

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

7.5

34

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

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

Not enough data

7.8

103

Reports

Reports Interface

Not enough data

7.7(won by default)

65

Steps to Answer

Not enough data

8.1(won by default)

63

Graphs and Charts

Not enough data

7.0(won by default)

61

Score Cards

Not enough data

7.5(won by default)

61

Dashboards

Not enough data

7.4(won by default)

57

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

8.3(won by default)

52

Data Governance

Not enough data

8.2(won by default)

51

Data Modeling and Blending

Data Querying

Not enough data

9.0(won by default)

46

Data Filtering

Not enough data

8.8(won by default)

45

Data Blending

Not enough data

8.2(won by default)

45

Data Capture and Transfer

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

6.5(won by default)

39

AI Text Summarization

Not enough data

6.4(won by default)

38

Generative AI

Not enough data

Not enough data

Agentic AI - Analytics Platforms

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Self Service 

Calculated Fields

Not enough data

8.4(won by default)

60

Data Column Filtering

Not enough data

8.5(won by default)

62

Data Discovery

Not enough data

8.4(won by default)

62

Search

Not enough data

8.1(won by default)

61

Collaboration / Workflow

Not enough data

7.7(won by default)

61

Automodeling

Not enough data

7.2(won by default)

57

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

Not enough data

Report Scheduling and Automation

Not enough data

Not enough data

Embedded Analytics and White-labeling

Not enough data

Not enough data

Data Source Connectivity

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Query Builder

Not enough data

Not enough data

Advanced Analytics

Predictive Analytics

Not enough data

7.9(won by default)

62

Data Visualization

Not enough data

7.0(won by default)

62

Big Data Services

Not enough data

8.3(won by default)

60

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

Not enough data

Concurrent User Support

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Advanced Analytics & Modeling - Analytics Platforms

Data Modeling and Governance

Not enough data

Not enough data

Notebook and Script Integration

Not enough data

Not enough data

Built-in Predictive and Statistical Models

Not enough data

Not enough data

Agentic AI Capabilities - Analytics Platforms

Auto-generated Insights and Narratives

Not enough data

Not enough data

Natural Language Queries

Not enough data

Not enough data

Proactive KPI Monitoring and Alerts

Not enough data

Not enough data

AI Agents for Analytical Follow-ups

Not enough data

Not enough data

Personalized Intelligence - Analytics Platforms

Behavioral Learning for Contextual Query Refinement

Not enough data

Not enough data

Role-based Insight Personalization

Not enough data

Not enough data

Conversational and Prompt-based Analytics

Not enough data

Not enough data

Ad hoc Query

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

8.5(won by default)

91

Data Modeling

Not enough data

8.4(won by default)

87

WYSIWYG Report Design

Not enough data

7.2(won by default)

79

Integration APIs

Not enough data

7.8(won by default)

82

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

Customer Journey Analytics[Hide 13 FeaturesShow 13 Features](javascript:void(0);)

Not enough data

8.8

18

Platform Basics

Dynamic Segmentation

Not enough data

9.0(won by default)

14

Journey Optimization

Not enough data

9.0(won by default)

13

Platform Data

Journey Reporting

Not enough data

9.0(won by default)

12

Trends Reporting

Not enough data

8.7(won by default)

13

Dashboards

Not enough data

8.5(won by default)

14

Advanced Data Filtering

Not enough data

8.7(won by default)

13

Platform Additional Functionality

Journey Mapping

Not enough data

8.3(won by default)

13

Integrations

Not enough data

8.8(won by default)

14

Automated Alerts

Not enough data

8.8(won by default)

14

Agentic AI - Customer Journey Analytics

Autonomous Task Execution

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Database Management Systems (DBMS)[Hide 48 FeaturesShow 48 Features](javascript:void(0);)

Not enough data

8.5

18

Management

Data dictionary

Not enough data

7.9(won by default)

16

Data Replication

Not enough data

7.8(won by default)

15

Query Language

Not enough data

9.2(won by default)

17

Data Modeling

Not enough data

8.4(won by default)

15

Performance Analysis

Not enough data

8.7(won by default)

14

Data Synchronization

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Maintenance

Data Migration

Not enough data

8.6(won by default)

16

Backup and Recovery

Not enough data

7.9(won by default)

15

Multi-User Environment

Not enough data

8.9(won by default)

16

Automatic Backup

Not enough data

Not enough data

Database Conversion

Not enough data

Not enough data

Security

Data Encryption

Not enough data

8.6(won by default)

13

User Access Control

Not enough data

9.0(won by default)

16

Mobile Access

Not enough data

Not enough data

Additional Functionality

Workflow Management

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Relational Database Management

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Full Text Search

Not enough data

Not enough data

Data Virtualization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Customizable Fields

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Multiple Programming Languages Supported

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

User Management

Not enough data

Not enough data

NOSQL Database Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Calendar Management

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Relational Databases[Hide 24 FeaturesShow 24 Features](javascript:void(0);)

Not enough data

8.7

141

Management 

Data Schema

Not enough data

8.9(won by default)

32

Query Language

Not enough data

8.8(won by default)

31

ACID - Complaint

Not enough data

8.7(won by default)

30

Data Replication

Not enough data

8.7(won by default)

28

Support 

Text Search

Not enough data

8.3(won by default)

30

Data Types

Not enough data

8.6(won by default)

32

Languages

Not enough data

8.5(won by default)

32

Operating Systems

Not enough data

8.8(won by default)

28

Security

Database Locking

Not enough data

8.7(won by default)

31

Access Control

Not enough data

8.6(won by default)

32

Encryption

Not enough data

8.6(won by default)

30

Authentication

Not enough data

8.8(won by default)

30

Performance 

Disaster Recovery

Not enough data

8.7(won by default)

29

Data Concurrency

Not enough data

8.5(won by default)

31

Workload Management

Not enough data

8.9(won by default)

33

Advanced Indexing

Not enough data

8.9(won by default)

30

Query Optimizer

Not enough data

8.6(won by default)

35

Database Features

Storage

Not enough data

9.0(won by default)

115

Availability

Not enough data

9.2(won by default)

117

Stability

Not enough data

8.9(won by default)

118

Scalability

Not enough data

8.7(won by default)

115

Security

Not enough data

8.6(won by default)

117

Data Manipulation

Not enough data

8.8(won by default)

116

Query Language

Not enough data

8.8(won by default)

118

Data as a Service (DaaS)[Hide 7 FeaturesShow 7 Features](javascript:void(0);)

8.4

60

Not enough data

Data Management

Data Migration

8.2(won by default)

48

Not enough data

Managing Data

8.5(won by default)

50

Not enough data

Secured Data Storage

8.5(won by default)

47

Not enough data

Data as a Service

Self-Service Isights

8.4(won by default)

47

Not enough data

DaaS Quality

8.6(won by default)

48

Not enough data

Architecture

Data Fabric Creation

8.2(won by default)

48

Not enough data

DaaS Architecture

8.5(won by default)

50

Not enough data

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

Not enough data

8.1

93

Building Reports

Data Transformation

Not enough data

8.5(won by default)

91

Data Modeling

Not enough data

8.4(won by default)

87

WYSIWYG Report Design

Not enough data

7.2(won by default)

79

Integration APIs

Not enough data

7.8(won by default)

82

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 2 feature categories with incomplete 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

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

Not enough data

Not enough data

Management

Reporting

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Functionality

Extraction

Not enough data

Not enough data

Transformation

Not enough data

Not enough data

Loading

Not enough data

Not enough data

Automation

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

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

User Insights

Reviewers' Company Size

[![IBM watsonx.data](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-data.jpg "IBM watsonx.data")](https://www.g2.com/products/ibm-watsonx-data/reviews)

IBM watsonx.data

Small-Business(50 or fewer emp.)

36.9%

Mid-Market(51-1000 emp.)

31.2%

Enterprise(\> 1000 emp.)

31.8%

[![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform")](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews)

Teradata Autonomous Knowledge Platform

Small-Business(50 or fewer emp.)

11.0%

Mid-Market(51-1000 emp.)

21.8%

Enterprise(\> 1000 emp.)

67.2%

Small-Business

(50 or fewer emp.)

36.9%

11.0%

Mid-Market

(51-1000 emp.)

31.2%

21.8%

Enterprise

(\> 1000 emp.)

31.8%

67.2%

Reviewers' Industry

[![IBM watsonx.data](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-data.jpg "IBM watsonx.data")](https://www.g2.com/products/ibm-watsonx-data/reviews)
IBM watsonx.data

Computer Software

20.8%

Information Technology and Services

20.1%

Consulting

6.0%

Financial Services

5.4%

Banking

4.0%

Other

43.6%

[![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform")](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews)
Teradata Autonomous Knowledge Platform

Information Technology and Services

17.0%

Financial Services

13.8%

Banking

11.2%

Retail

6.9%

Telecommunications

6.6%

Other

44.4%

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