Link copied to clipboard

# IBM Cloud Pak for Data vs Snowflake Comparison - What are their main differences?

Share
[
Export
](/compare/ibm-cloud-pak-for-data/snowflake/export.csv)

IBM Cloud Pak for DataSnowflake[+ Add Product](#)

Reviews

**IBM Cloud Pak for Data** [

4.3/5(89)

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

**Snowflake** [

4.6/5(762)

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

Pricing

**IBM Cloud Pak for Data**
No pricing available

**Snowflake**
Free Trial

**$2** Compute/Hour · Standard

**Pricing Insights**
from reviews

Time to Implement

**IBM Cloud Pak for Data**
4 months

Based on 5 responses

**Snowflake**
3 monthsFaster

Based on 18 responses

Return on Investment

**IBM Cloud Pak for Data**
19 months

Based on 6 responses

**Snowflake**
12 months7 months sooner

Based on 13 responses

Perceived Cost

**IBM Cloud Pak for Data**
$$$$$

**Snowflake**
$$$$$

Average Discount

**IBM Cloud Pak for Data**
Not enough reviews yet

**Snowflake**
14%

 ![IBM Cloud Pak for Data](https://images.g2crowd.com/uploads/product/hd_favicon/836e26af0223dcd39231ba7847881ba2/ibm-cloud-pak-for-data.svg "IBM Cloud Pak for Data")

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

G2 offers free advice on this comparison.

Chat with an expert

How would you like to receive Software Advice?

 ![](/assets/advisor_router/laptop_form-f1a7012279826105416befde8d882ffc7589b1f9db09c93a1379d601cafe8e0d.svg)

FormAnswer questions at your own pace, no call required.

 ![](/assets/advisor_router/ai_agent-4d78629a3ba354fed449a65c60df3a6f2eda90fb98411b711df4b25d7be52a38.svg)

AI AgentChat live and get a recommendation in minutes.

 ![](/assets/advisor_router/phone_call_picker-c48821ec36f4182d8ee3e54cfbd3937500eec54d7b7e0cfb80dc80a8a733842f.svg)

Phone CallTalk it through live with a software advisor.

Pros & Cons

**IBM Cloud Pak for Data**
Not enough data

**Snowflake**
[
Ease of Use (183)
](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1116325&qs=pros-and-cons#reviews)[
Features (118)
](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1109742&qs=pros-and-cons#reviews)[
Expensive (91)
](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1108150&qs=pros-and-cons#reviews)[
Feature Limitations (54)
](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1114934&qs=pros-and-cons#reviews)

Integrations

**IBM Cloud Pak for Data**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-orchestrate.jpg "Product Avatar Image")

IBM watsonx Orchestrate

](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-ai.jpg "Product Avatar Image")

IBM watsonx.ai

](https://www.g2.com/products/ibm-watsonx-ai/reviews)[
View all
](https://www.g2.com/products/ibm-cloud-pak-for-data/integrations)

**Snowflake**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_47b9d3e7c4b84274ac40b4dc6d693327/adverity.png "Product Avatar Image")

Adverity

](https://www.g2.com/products/adverity/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_d8d487b67574b56a5ad57a2f0f159a30/airtable.jpg "Product Avatar Image")

Airtable

](https://www.g2.com/products/airtable/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-ec2.jpg "Product Avatar Image")

Amazon EC2

](https://www.g2.com/products/amazon-ec2/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)[
View all
](https://www.g2.com/products/snowflake/integrations)

Screenshots

**IBM Cloud Pak for Data**
 ![IBM Cloud Pak for Data 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/135683/1.-CP4D-Homepage.png)

**Snowflake**
 ![Snowflake 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/89744/Screenshot-1b-Idealized.png)

Ratings

Meets Requirements

**IBM Cloud Pak for Data**

8.5

8.548

**Snowflake**

9.1

9.1583

Ease of Use

**IBM Cloud Pak for Data**

8.1

8.148

**Snowflake**

9.0

9.0621

Ease of Setup

**IBM Cloud Pak for Data**

7.2

7.227

**Snowflake**

9.0

9.0405

Ease of Admin

**IBM Cloud Pak for Data**

7.6

7.627

**Snowflake**

8.7

8.7216

Quality of Support

**IBM Cloud Pak for Data**

8.3

8.343

**Snowflake**

8.7

8.7534

Has the product been a good partner in doing business?

**IBM Cloud Pak for Data**

8.1

8.125

**Snowflake**

9.0

9.0218

Product Direction (% positive)

**IBM Cloud Pak for Data**

8.8

8.848

**Snowflake**

9.3

9.3549

Features

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

8.9

15

8.7

40

System

Data Ingestion & Wrangling

9.5(won by 0.3)

11

9.2

30

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

8.3

8

9.2(won by 0.9)

32

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

Drag and Drop

8.7(won by 0.1)

9

8.6

29

Pre-Built Algorithms

9.2(won by 0.8)

10

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

8.4

31

Model Training

8.9(won by 0.1)

9

8.8

31

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

8.6

13

8.8(won by 0.2)

29

Machine/Deep Learning Services

Computer Vision

8.7(won by 0.1)

9

8.6

29

Natural Language Processing

9.4(won by 0.7)

8

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

8.7

31

Natural Language Generation

9.6(won by 1.2)

8

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

8.4

29

Artificial Neural Networks

9.0(won by 0.6)

7

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

8.4

28

Machine/Deep Learning Services

Natural Language Understanding

9.2(won by 0.6)

8

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

8.6

29

Deep Learning

9.3(won by 0.7)

7

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

8.6

26

Deployment

Managed Service

9.3(won by 0.1)

10

9.2

33

Application

9.3(won by 0.3)

10

9.0

29

Scalability

9.0

10

9.2(won by 0.2)

31

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

8.3

5

8.6(won by 0.3)

28

AI Text Summarization

8.3

5

8.5(won by 0.2)

27

AI Text-to-Image

8.3

5

8.5(won by 0.2)

26

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

8.4(won by default)

15

Multi-step Planning

Not enough data

8.4(won by default)

15

Cross-system Integration

Not enough data

8.5(won by default)

14

Adaptive Learning

Not enough data

8.6(won by default)

14

Natural Language Interaction

Not enough data

8.4(won by default)

15

Proactive Assistance

Not enough data

8.4(won by default)

15

Decision Making

Not enough data

8.4(won by default)

15

Third-Party Integrations

Not enough data

Not enough data

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

8.6

35

9.0

108

Data Transformation

Real-Time Analytics

8.5

28

|

Verified

9.2(won by 0.7)

96

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

Data Querying

9.2

16

|

Verified

9.4(won by 0.2)

96

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

8.0

23

|

Verified

8.6(won by 0.6)

82

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

Spark Integration

8.6

22

|

Verified

8.7(won by 0.1)

83

Multi-Source Analysis

8.1

25

|

Verified

9.1(won by 1.0)

86

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

Data Lake

8.7

25

|

Verified

9.1(won by 0.4)

88

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

8.7(tied score)

26

|

Verified

8.7(tied score)

92

Data Workflow

8.9

25

|

Verified

9.2(won by 0.3)

88

Governed Discovery

8.5

24

|

Verified

8.9(won by 0.4)

80

Embedded Analytics

8.9(won by 0.1)

25

|

Verified

8.8

84

Notebooks

8.7

13

|

Verified

8.8(won by 0.1)

84

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

Virtual Private Cloud (VPC)[Hide 13 FeaturesShow 13 Features](javascript:void(0);)

8.6

8

Not enough data

Customization

Custom VMs

8.0(won by default)

5

Not enough data

Console Configuration

Not enough data

Not enough data

Operating Systems

Not enough data

Not enough data

Infrastructure

Virtual Machines

9.2(won by default)

6

Not enough data

Network Management

Not enough data

Not enough data

Security

Not enough data

Not enough data

Maintenance

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Management

Cloud Migration

Not enough data

Not enough data

Storage Management

Not enough data

Not enough data

Analytics

Not enough data

Not enough data

Database Management

Not enough data

Not enough data

Logging

Not enough data

Not enough data

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

Not enough data

9.2

14

Deployment

Language Flexibility

Not enough data

9.2(won by default)

13

Framework Flexibility

Not enough data

9.0(won by default)

13

Versioning

Not enough data

9.1(won by default)

13

Ease of Deployment

Not enough data

9.4(won by default)

13

Scalability

Not enough data

9.4(won by default)

13

Deployment

Language Flexibility

Not enough data

9.4(won by default)

11

Framework Flexibility

Not enough data

9.5(won by default)

11

Versioning

Not enough data

9.5(won by default)

11

Ease of Deployment

Not enough data

9.5(won by default)

11

Scalability

Not enough data

9.4(won by default)

11

Management

Cataloging

Not enough data

9.0(won by default)

13

Monitoring

Not enough data

9.0(won by default)

12

Governing

Not enough data

9.2(won by default)

13

Model Registry

Not enough data

9.1(won by default)

13

Operations

Metrics

Not enough data

8.9(won by default)

11

Infrastructure management

Not enough data

8.9(won by default)

11

Collaboration

Not enough data

9.5(won by default)

11

Management

Cataloging

Not enough data

9.2(won by default)

11

Monitoring

Not enough data

9.3(won by default)

10

Governing

Not enough data

8.8(won by default)

11

Generative AI

AI Text Generation

Not enough data

8.6(won by default)

11

AI Text Summarization

Not enough data

8.5(won by default)

11

Infrastructure as a Service (IaaS)[Hide 64 FeaturesShow 64 Features](javascript:void(0);)

8.2

9

Not enough data

Infrastructure Provision

Public Cloud

7.7(won by default)

8

Not enough data

Private Cloud

8.1(won by default)

7

Not enough data

Hybrid Cloud

7.9(won by default)

7

Not enough data

Bare Metal

8.3(won by default)

6

Not enough data

High-Performance Computing (HPC)

8.5(won by default)

8

Not enough data

Virtual Machines (VMs)

7.9(won by default)

8

Not enough data

Edge Computing

8.3(won by default)

8

Not enough data

Virtual Networks

8.3(won by default)

7

Not enough data

Cloud Computing

Not enough data

Not enough data

Management

Pay by Usage

8.6(won by default)

7

Not enough data

Usage Tracking

8.3(won by default)

7

Not enough data

Performance Tracking

8.1(won by default)

8

Not enough data

Activity Tracking

Not enough data

Not enough data

Functionality

Resource Auto-Scaling

8.3(won by default)

8

Not enough data

Additional Functionality

Version Control

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Server Monitoring

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

API

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Resource Management

Not enough data

Not enough data

Activity Management

Not enough data

Not enough data

Scheduling

Not enough data

Not enough data

Load Balancing

Not enough data

Not enough data

Backup and Recovery

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Secure Login

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Network Monitoring

Not enough data

Not enough data

Service Level Agreement (SLA) Management

Not enough data

Not enough data

Task Scheduling

Not enough data

Not enough data

Application Management

Not enough data

Not enough data

Resource Allocation & Planning

Not enough data

Not enough data

Real-Time Notifications

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Configuration Management

Not enough data

Not enough data

Log Access

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Performance Monitoring

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Fabric[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

9.4

9

Not enough data

Data Management

Data Integration

9.7(won by default)

5

Not enough data

Data Discovery

9.3(won by default)

5

Not enough data

Multi - Platform

9.3(won by default)

5

Not enough data

Metadata

8.6(won by default)

6

Not enough data

Analytics

Data Analytics

9.7(won by default)

5

Not enough data

Security

Compliance

9.2(won by default)

6

Not enough data

Governance

9.3(won by default)

5

Not enough data

Data Protection

9.7(won by default)

5

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Agentic AI - Data Fabric

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

Decision Making

Not enough data

Not enough data

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

Not enough data

8.8

294

Data Management

Data Integration

Not enough data

9.1(won by default)

220

|

Verified

Data Compression

Not enough data

8.9(won by default)

181

|

Verified

Data Quality

Not enough data

9.1(won by default)

192

|

Verified

Built-In Data Analytics

Not enough data

8.4(won by default)

190

|

Verified

In-Database Machine Learning

Not enough data

8.2(won by default)

169

|

Verified

Data Lake Analytics

Not enough data

8.7(won by default)

169

|

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

8.4(won by default)

171

|

Verified

BI Tool Integration

Not enough data

9.0(won by default)

207

|

Verified

Data lake Integration

Not enough data

8.9(won by default)

173

|

Verified

Deployment

On-Premise

Not enough data

7.8(won by default)

149

|

Verified

Cloud

Not enough data

9.3(won by default)

215

|

Verified

Performance 

Scalability

Not enough data

9.3(won by default)

230

|

Verified

Security

Data Governance

Not enough data

8.9(won by default)

194

|

Verified

Data Security

Not enough data

9.1(won by default)

200

|

Verified

Generative AI

AI Text Generation

Not enough data

8.1(won by default)

90

AI Text Summarization

Not enough data

8.2(won by default)

87

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

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

Not enough data

9.2

110

Management

Data dictionary

Not enough data

9.0(won by default)

87

Data Replication

Not enough data

9.1(won by default)

88

Query Language

Not enough data

9.4(won by default)

94

Data Modeling

Not enough data

9.0(won by default)

92

Performance Analysis

Not enough data

9.1(won by default)

91

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

9.3(won by default)

90

Backup and Recovery

Not enough data

9.0(won by default)

89

Multi-User Environment

Not enough data

9.3(won by default)

93

Automatic Backup

Not enough data

Not enough data

Database Conversion

Not enough data

Not enough data

Security

Data Encryption

Not enough data

9.3(won by default)

90

User Access Control

Not enough data

9.2(won by default)

95

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

Columnar Databases[Hide 12 FeaturesShow 12 Features](javascript:void(0);)

Not enough data

9.2

53

Storage

Data Model

Not enough data

9.2(won by default)

46

Data Types

Not enough data

9.2(won by default)

46

Availability

Auto Sharding

Not enough data

9.1(won by default)

41

Auto Recovery

Not enough data

9.2(won by default)

39

Data Replication

Not enough data

9.2(won by default)

43

Performance

Integrated Cache

Not enough data

9.2(won by default)

46

Security

Role-Based Authorization

Not enough data

9.1(won by default)

46

Authentication

Not enough data

9.2(won by default)

47

Audit Logs

Not enough data

9.0(won by default)

40

Encryption

Not enough data

9.2(won by default)

40

Support

Multi-Model

Not enough data

9.3(won by default)

38

Operating Systems

Not enough data

9.2(won by default)

37

Data Clean Room[Hide 2 FeaturesShow 2 Features](javascript:void(0);)

Not enough data

9.2

28

Centralized computation

Centralized Computation

Not enough data

9.3(won by default)

27

Localized computation

Localized computation

Not enough data

9.0(won by default)

26

Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);)

8.6

11

Not enough data

Statistical Tool

Scripting

8.3(won by default)

5

Not enough data

Data Mining

8.8(won by default)

8

Not enough data

Algorithms

8.6(won by default)

7

Not enough data

Data Analysis

Analysis

8.7(won by default)

9

Not enough data

Data Interaction

9.0(won by default)

7

Not enough data

Time Series Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Decision Making

Modeling

8.3(won by default)

6

Not enough data

Data Visualizations

8.8(won by default)

7

Not enough data

Report Generation

8.8(won by default)

8

Not enough data

Data Unification

8.3(won by default)

8

Not enough data

Customizable Reports

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

Additional Functionality

Demand Forecasting

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Healthcare

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Decision Support

Not enough data

Not enough data

Modeling & Simulation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Retail

Not enough data

Not enough data

For Education

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Business Rules Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Classification

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

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

Not enough data

9.1

120

Database

Real-Time Data Collection

Not enough data

9.0(won by default)

102

Data Distribution

Not enough data

9.3(won by default)

105

Data Lake

Not enough data

9.3(won by default)

98

Integrations

Hadoop Integration

Not enough data

8.7(won by default)

79

Spark Integration

Not enough data

8.7(won by default)

85

Platform

Machine Scaling

Not enough data

9.1(won by default)

95

Data Preparation

Not enough data

9.0(won by default)

100

Spark Integration

Not enough data

8.7(won by default)

85

Processing

Cloud Processing

Not enough data

9.3(won by default)

100

Workload Processing

Not enough data

9.1(won by default)

98

Show 5 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

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

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

Not enough data

Not enough data

Administration

Data Modelling

Not enough data

Not enough data

Recommendations

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Dashboards and Visualizations

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Management

Business Glossary

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Data Profililng

Not enough data

Not enough data

Reporting and Visualization

Not enough data

Not enough data

Data Lineage

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Compliance

Sensitive Data Compliance

Not enough data

Not enough data

Training and Guidelines

Not enough data

Not enough data

Policy Enforcement

Not enough data

Not enough data

Compliance Monitoring

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Security

Access Control

Not enough data

Not enough data

Roles Management

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

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

Not enough data

Data Distribution

Not enough data

Not enough data

Data Unification

Not enough data

Not enough data

Maintainence

Data Quality Management

Not enough data

Not enough data

Policy Management

Not enough data

Not enough data

Data Storage 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

Generative AI

Not enough data

Not enough data

Agentic AI - Data Governance

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

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

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

Not enough data

Not enough data

Scalability and Performance - Generative AI Infrastructure

AI High Availability

Not enough data

Not enough data

AI Model Training Scalability

Not enough data

Not enough data

AI Inference Speed

Not enough data

Not enough data

Cost and Efficiency - Generative AI Infrastructure

AI Cost per API Call

Not enough data

Not enough data

AI Resource Allocation Flexibility

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

Not enough data

AI Data Pipeline Integration

Not enough data

Not enough data

AI API Support and Flexibility

Not enough data

Not enough data

Security and Compliance - Generative AI Infrastructure

AI GDPR and Regulatory Compliance

Not enough data

Not enough data

AI Role-based Access Control

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

Not enough data

AI Community Activity

Not enough data

Not enough data

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

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

Not enough data

Data Modeling

Not enough data

Not enough data

WYSIWYG Report Design

Not enough data

Not enough data

Integration APIs

Not enough data

Not enough data

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

User Insights

Reviewers' Company Size

[![IBM Cloud Pak for Data](https://images.g2crowd.com/uploads/product/hd_favicon/836e26af0223dcd39231ba7847881ba2/ibm-cloud-pak-for-data.svg "IBM Cloud Pak for Data")](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews)

IBM Cloud Pak for Data

Small-Business(50 or fewer emp.)

30.0%

Mid-Market(51-1000 emp.)

20.0%

Enterprise(\> 1000 emp.)

50.0%

[![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")](https://www.g2.com/products/snowflake/reviews)

Snowflake

Small-Business(50 or fewer emp.)

13.0%

Mid-Market(51-1000 emp.)

44.9%

Enterprise(\> 1000 emp.)

42.2%

Small-Business

(50 or fewer emp.)

30.0%

13.0%

Mid-Market

(51-1000 emp.)

20.0%

44.9%

Enterprise

(\> 1000 emp.)

50.0%

42.2%

Reviewers' Industry

[![IBM Cloud Pak for Data](https://images.g2crowd.com/uploads/product/hd_favicon/836e26af0223dcd39231ba7847881ba2/ibm-cloud-pak-for-data.svg "IBM Cloud Pak for Data")](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews)
IBM Cloud Pak for Data

Computer Software

12.9%

Information Technology and Services

10.0%

Banking

8.6%

Education Management

5.7%

Financial Services

5.7%

Other

57.1%

[![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")](https://www.g2.com/products/snowflake/reviews)
Snowflake

Information Technology and Services

15.0%

Computer Software

14.0%

Financial Services

10.2%

Marketing and Advertising

4.7%

Hospital & Health Care

3.3%

Other

52.7%

FAQs

## IBM Cloud Pak for Data vs Snowflake FAQs

Generated using AI

Last updated: August 14, 2026

### What is the difference between Snowflake vs IBM Cloud Pak for Data?

Snowflake stands out for its higher ease of setup and support scores, while IBM Cloud Pak for Data is favored for its comprehensive data workflow management and virtualization capabilities.

| [Snowflake](https://www.g2.com/products/snowflake/reviews) | [IBM Cloud Pak for Data](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews) |
| --- | --- |
| G2 Rating (reviews): 4.5/5 (763 reviews) | G2 Rating (reviews): 4.3/5 (90 reviews) |
| Largest Segment: Mid-Market | Largest Segment: Enterprise |
| Ease of Setup: 9.0 | Ease of Setup: 7.2 |
| Quality of Support: 8.7 | Quality of Support: 8.3 |
| Top Reviewer-Cited Strength: Easy to use, fast setup, strong integrations, and scalable cloud-native architecture | Top Reviewer-Cited Strength: Comprehensive data workflow management, data virtualization, and strong governance features |

### How do the pricing models of Snowflake and IBM Cloud Pak for Data compare?

Snowflake is rated higher for value and cost satisfaction than IBM Cloud Pak for Data, according to G2 reviewers.

- **Snowflake:** Reviewers frequently highlight Snowflake's flexible pay-as-you-go pricing, but note that costs can spike if compute resources are not carefully managed.
- **IBM Cloud Pak for Data:** Reviewers describe IBM Cloud Pak for Data as powerful but cite its pricing and licensing as complex and often excessive, especially for smaller teams or organizations.
- **Switching reasons:** Recent reviews mention that organizations move to Snowflake for more predictable cost management and easier scaling, while IBM Cloud Pak for Data is chosen for its integrated governance and hybrid cloud capabilities despite higher perceived costs.

### What are the best alternatives to Snowflake and IBM Cloud Pak for Data?

The top three alternatives to Snowflake and IBM Cloud Pak for Data are Databricks, Cloudera, and BigQuery.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | Flexible pay-as-you-go, but requires careful monitoring to avoid cost spikes | Easy to use, fast setup, strong integrations, scalable cloud-native architecture |
| [IBM Cloud Pak for Data](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews) | 4.3/5 (90 reviews) | Enterprise | Complex licensing, often described as excessive for smaller teams | Comprehensive data workflow management, data virtualization, strong governance |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Unified analytics platform with strong support for big data and AI workloads |
| [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | Enterprise-grade data management and analytics, hybrid deployment options |
| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5 (1224 reviews) | Enterprise | — | Serverless architecture, high performance for large-scale analytics |

### Which Data Warehouse features should I prioritize when comparing Snowflake and IBM Cloud Pak for Data?

Buyers should prioritize ease of setup, integration capabilities, scalability, governance features, and cloud architecture when comparing Snowflake and IBM Cloud Pak for Data.

- **Ease of Setup:** Snowflake scores 9.0, IBM Cloud Pak for Data scores 7.2.
- **Integration Capabilities:** Snowflake is frequently cited for integrations with Tableau (31 all-time mentions) and Looker (11 all-time mentions); IBM Cloud Pak for Data is noted for strong data virtualization and integration with Watson Knowledge Catalog.
- **Scalability:** Snowflake is praised for elastic scaling and separation of compute and storage; IBM Cloud Pak for Data is recognized for hybrid and multi-cloud support.
- **Governance Features:** IBM Cloud Pak for Data is highlighted for dynamic data masking and automated metadata tagging; Snowflake is noted for secure data sharing and role-based access controls.
- **Cloud Architecture:** Snowflake is cloud-native with high marks for performance and minimal infrastructure management; IBM Cloud Pak for Data supports hybrid deployments and containerization.

### What are the pros and cons of Snowflake vs IBM Cloud Pak for Data?

Snowflake's headline strength is ease of use and rapid setup, while IBM Cloud Pak for Data excels in comprehensive data workflow management and governance.

- **Snowflake strengths:** Easy to use, fast setup (Ease of Setup 9.0), strong integrations with Tableau and Looker, scalable cloud-native architecture, separation of compute and storage, secure data sharing, and minimal infrastructure management.
- **Snowflake trade-offs:** Reviewers note cost management challenges, potential for unexpected compute cost spikes, and a learning curve for advanced features.
- **IBM Cloud Pak for Data strengths:** Comprehensive data workflow management, data virtualization, strong governance features (dynamic data masking, automated metadata tagging), hybrid and multi-cloud support, and integration with Watson Knowledge Catalog.
- **IBM Cloud Pak for Data trade-offs:** Reviewers cite complex setup and configuration, higher perceived costs, a steep learning curve, and complexity for smaller teams or organizations.

### Is Snowflake or IBM Cloud Pak for Data better for small businesses?

Snowflake is the better fit for small businesses, as indicated by its largest segment being Mid-Market and reviewer sentiment highlighting ease of use and rapid onboarding.

- **Snowflake:** Largest segment is Mid-Market; reviewers consistently praise its straightforward setup, intuitive interface, and suitability for teams without dedicated data platform expertise.
- **IBM Cloud Pak for Data:** Largest segment is Enterprise; reviewers note that its complexity and infrastructure requirements make it less suitable for small businesses or organizations with limited technical resources.

### Which Data Warehouse platform has better integrations?

Snowflake is favored for integrations, with more frequent reviewer mentions of third-party tool connectivity.

- **Snowflake:** Tableau (31 all-time mentions), Looker (11 all-time mentions), Airtable (recent reviews); reviewers highlight ease of integration with BI and data engineering tools.
- **IBM Cloud Pak for Data:** Reviewers mention integration with Watson Knowledge Catalog and data virtualization, but fewer third-party tool mentions compared to Snowflake.

### How do Snowflake and IBM Cloud Pak for Data compare on customer support?

Snowflake and IBM Cloud Pak for Data are rated within 0.4 points on Quality of Support, indicating near parity in reviewer satisfaction.

- **Snowflake:** Reviewers describe support as responsive and helpful, with a Quality of Support score of 8.7.
- **IBM Cloud Pak for Data:** Reviewers note good customer support, especially for enterprise deployments, with a Quality of Support score of 8.3.

### Which is easier to implement, Snowflake or IBM Cloud Pak for Data?

Snowflake is easier to implement than IBM Cloud Pak for Data, with a 1.8-point higher Ease of Setup score.

- **Snowflake:** Reviewers consistently highlight fast and simple setup, minimal configuration, and clear documentation, reflected in an Ease of Setup score of 9.0.
- **IBM Cloud Pak for Data:** Reviewers frequently mention complex and time-consuming setup, requiring dedicated resources and expertise, with an Ease of Setup score of 7.2.

### Which product has better Cloud?

Snowflake is rated higher for Cloud, with reviewers emphasizing its cloud-native architecture and performance.

- **Snowflake:** Cloud is the most frequently mentioned feature; reviewers highlight its cloud-native design, high performance, and minimal infrastructure management.
- **IBM Cloud Pak for Data:** Reviewers note hybrid and multi-cloud support, containerization, and flexibility for enterprise cloud deployments.

Alternatives

**IBM Cloud Pak for Data Alternatives**

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

[
Databricks
](/products/databricks/reviews)

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

[
Cloudera
](/products/cloudera/reviews)

 ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform")

[
Gemini Enterprise Agent Platform
](/products/gemini-enterprise-agent-platform/reviews)

 ![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku")

[
Dataiku
](/products/dataiku/reviews)

**Snowflake Alternatives**

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

[
Cloudera
](/products/cloudera/reviews)

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

[
Databricks
](/products/databricks/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)

 ![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)