# Azure Databricks vs IBM Cloud Pak for Data Comparison

| | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 238 | 89 | 
| **Largest Market Segment** | Enterprise (48.1% of reviews) | Enterprise (49.3% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Azure Databricks

Pros:
- Ease of Use (9 reviews)
- Features (8 reviews)

Cons:
- Complexity (3 reviews)
- Difficult Setup (3 reviews)

### IBM Cloud Pak for Data

**Not enough data**

---
## Ratings Comparison
| Rating | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
  | **Meets Requirements** | 8.9 (168 reviews) | 8.5 (48 reviews) | 
  | **Ease of Use** | 8.7 (170 reviews) | 8.1 (48 reviews) | 
  | **Ease of Setup** | 8.7 (83 reviews) | 7.2 (27 reviews) | 
  | **Ease of Admin** | 8.5 (61 reviews) | 7.6 (27 reviews) | 
  | **Quality of Support** | 8.5 (154 reviews) | 8.3 (43 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (60 reviews) | 8.1 (25 reviews) | 
  | **Product Direction (% positive)** | 9.5 (159 reviews) | 8.8 (48 reviews) | 

---
## Pricing

### Azure Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### IBM Cloud Pak for Data

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Virtual Private Cloud (VPC)

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.6/10 | 8 |

#### Customization

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Custom VMs** | Not enough data | 8.0 (5 reviews) | 
| **Console Configuration** | Not enough data | Not enough data | 
| **Operating Systems** | Not enough data | Not enough data | 

#### Infrastructure

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Network Management** | Not enough data | Not enough data | 
| **Virtual Machines** | Not enough data | 9.2 (6 reviews) | 
| **Security** | Not enough data | Not enough data | 
| **Maintenance** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Infrastructure as a Service (IaaS)

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.2/10 | 9 |

#### Infrastructure Provision

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Public Cloud** | Not enough data | 7.7 (8 reviews) | 
| **Private Cloud** | Not enough data | 8.1 (7 reviews) | 
| **Hybrid Cloud** | Not enough data | 7.9 (7 reviews) | 
| **Bare Metal** | Not enough data | 8.3 (6 reviews) | 
| **High-Performance Computing (HPC)** | Not enough data | 8.5 (8 reviews) | 
| **Virtual Machines (VMs)** | Not enough data | 7.9 (8 reviews) | 
| **Edge Computing** | Not enough data | 8.3 (8 reviews) | 
| **Virtual Networks** | Not enough data | 8.3 (7 reviews) | 

#### Management

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Pay by Usage** | Not enough data | 8.6 (7 reviews) | 
| **Usage Tracking** | Not enough data | 8.3 (7 reviews) | 
| **Performance Tracking** | Not enough data | 8.1 (8 reviews) | 

#### Functionality

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Resource Auto-Scaling** | Not enough data | 8.3 (8 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.9/10 | 15 |

#### System

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.5 (11 reviews) | 

#### Model Development

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Language Support** | Not enough data | 8.3 (8 reviews) | 
| **Drag and Drop** | Not enough data | 8.7 (9 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 9.2 (10 reviews) | 
| **Model Training** | Not enough data | 8.9 (9 reviews) | 

#### Model Development

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.6 (13 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.7 (9 reviews) | 
| **Natural Language Processing** | Not enough data | 9.4 (8 reviews) | 
| **Natural Language Generation** | Not enough data | 9.6 (8 reviews) | 
| **Artificial Neural Networks** | Not enough data | 9.0 (7 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 9.2 (8 reviews) | 
| **Deep Learning** | Not enough data | 9.3 (7 reviews) | 

#### Deployment

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Managed Service** | Not enough data | 9.3 (10 reviews) | 
| **Application** | Not enough data | 9.3 (10 reviews) | 
| **Scalability** | Not enough data | 9.0 (10 reviews) | 

#### Generative AI

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (5 reviews) | 
| **AI Text Summarization** | Not enough data | 8.3 (5 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.3 (5 reviews) | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | 9.4/10 | 8 |

#### Data Management

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Integration** | Not enough data | 9.7 (5 reviews) | 
| **Data Discovery** | Not enough data | 9.3 (5 reviews) | 
| **Multi - Platform** | Not enough data | 9.3 (5 reviews) | 
| **Metadata** | Not enough data | 8.6 (6 reviews) | 

#### Analytics

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Analytics** | Not enough data | 9.7 (5 reviews) | 

#### Security

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Compliance** | Not enough data | 9.2 (6 reviews) | 
| **Governance** | Not enough data | 9.3 (5 reviews) | 
| **Data Protection** | Not enough data | 9.7 (5 reviews) | 

#### Generative AI

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.6/10 | 11 |

#### Statistical Tool

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Scripting** | Not enough data | 8.3 (5 reviews) | 
| **Data Mining** | Not enough data | 8.8 (8 reviews) | 
| **Algorithms** | Not enough data | 8.6 (7 reviews) | 

#### Data Analysis

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Analysis** | Not enough data | 8.7 (9 reviews) | 
| **Data Interaction** | Not enough data | 9.0 (7 reviews) | 

#### Decision Making

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Modeling** | Not enough data | 8.3 (6 reviews) | 
| **Data Visualizations** | Not enough data | 8.8 (7 reviews) | 
| **Report Generation** | Not enough data | 8.8 (8 reviews) | 
| **Data Unification** | Not enough data | 8.3 (8 reviews) | 

#### Generative AI

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | 8.8/10 | 169 |
| **IBM Cloud Pak for Data** | 8.6/10 | 35 |

#### Data Transformation

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (136 reviews) ✓ Verified | 8.5 (28 reviews) ✓ Verified | 
| **Data Querying** | 9.3 (90 reviews) ✓ Verified | 9.2 (16 reviews) ✓ Verified | 

#### Connectivity

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Hadoop Integration** | 8.4 (122 reviews) ✓ Verified | 8.0 (23 reviews) ✓ Verified | 
| **Spark Integration** | 9.0 (140 reviews) ✓ Verified | 8.6 (22 reviews) ✓ Verified | 
| **Multi-Source Analysis** | 9.0 (132 reviews) ✓ Verified | 8.1 (25 reviews) ✓ Verified | 
| **Data Lake** | 9.2 (138 reviews) ✓ Verified | 8.7 (25 reviews) ✓ Verified | 

#### Operations

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Visualization** | 8.4 (131 reviews) ✓ Verified | 8.7 (26 reviews) ✓ Verified | 
| **Data Workflow** | 8.7 (133 reviews) ✓ Verified | 8.9 (25 reviews) ✓ Verified | 
| **Governed Discovery** | 8.5 (121 reviews) ✓ Verified | 8.5 (24 reviews) ✓ Verified | 
| **Embedded Analytics** | 8.5 (113 reviews) ✓ Verified | 8.9 (25 reviews) ✓ Verified | 
| **Notebooks** | 9.3 (84 reviews) ✓ Verified | 8.7 (13 reviews) ✓ Verified | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Building Reports

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

#### Platform

| Feature | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (1):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)


**Unique to IBM Cloud Pak for Data (6):** [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Virtual Private Cloud (VPC) Software](https://www.g2.com/categories/virtual-private-cloud-vpc), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Infrastructure as a Service (IaaS) Software](https://www.g2.com/categories/infrastructure-as-a-service-iaas), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)


---
## Reviewer Demographics

### By Company Size

| Segment | Azure Databricks | IBM Cloud Pak for Data | 
|---|---|---|
| **Small-Business** | 24.3% | 31.0% | 
| **Mid-Market** | 27.6% | 19.7% | 
| **Enterprise** | 48.1% | 49.3% | 

### By Industry

#### Azure Databricks

- **Information Technology and Services:** 23.4%
- **Computer Software:** 11.5%
- **Retail:** 4.8%
- **Financial Services:** 4.8%
- **Automotive:** 3.8%
- **Computer & Network Security:** 3.8%
- **Hospital & Health Care:** 3.8%
- **Insurance:** 3.3%
- **Health, Wellness and Fitness:** 3.3%
- **Logistics and Supply Chain:** 2.9%
- **Other:** 34.4%

#### IBM Cloud Pak for Data

- **Computer Software:** 12.7%
- **Information Technology and Services:** 9.9%
- **Banking:** 8.5%
- **Education Management:** 5.6%
- **Financial Services:** 5.6%
- **Accounting:** 4.2%
- **Computer & Network Security:** 2.8%
- **Computer Networking:** 2.8%
- **Entertainment:** 2.8%
- **Government Administration:** 2.8%
- **Other:** 42.3%

---
## Alternatives

### Alternatives to Azure Databricks

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (837 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (213 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [EXASOL](https://www.g2.com/products/exasol/reviews) — 4.7/5 stars (28 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1334 reviews)

### Alternatives to IBM Cloud Pak for Data

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1334 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (213 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (837 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)

---
## Top Discussions

### Azure Databricks

- Title: [Is Azure Databricks PaaS or SAAS?](https://www.g2.com/discussions/is-azure-databricks-paas-or-saas) — 2 comments
  > **Top comment:** "Platform as a service "
- Title: [Does Microsoft own Databricks?](https://www.g2.com/discussions/does-microsoft-own-databricks) — 2 comments
  > **Top comment:** "no"
- Title: [When data is small how can I reconfigure cluster to automatically adjust . I don't know which day data coming will be small.](https://www.g2.com/discussions/azure-databricks-when-data-is-small-how-can-i-reconfigure-cluster-to-automatically-adjust-i-don-t-know-which-day-dat) — 1 comment, 1 upvote
  > **Top comment:** "You can't change cluster once create, if u want to change cluster type create a new cluster "
- Title: [What is Azure Databricks used for?](https://www.g2.com/discussions/azure-databricks-what-is-azure-databricks-used-for) — 1 comment
  > **Top comment:** "It is mostly for Data Engineering and Analytics."
- Title: [What is Databricks Azure?](https://www.g2.com/discussions/what-is-databricks-azure) — 1 comment
  > **Top comment:** "Databricks is the implementation of Apache Spark on Azure. With fully managed Spark clusters, it is used to process large workloads of data and also helps in..."

### IBM Cloud Pak for Data

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/azure-databricks-vs-ibm-cloud-pak-for-data)