# Amazon Kinesis Data Streams, Spotfire Analytics vs IBM Cognos Analytics Comparison

| | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.2 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 90 | 362 | 461 | 
| **Largest Market Segment** | Mid-Market (37.0% of reviews) | Enterprise (51.6% of reviews) | Enterprise (58.5% of reviews) | 
| **Entry Level Price** | No pricing available | Free Trial | Starting at $44.90 1 User Per Month | 

---
## Top Pros & Cons

### Amazon Kinesis Data Streams

Pros:
- Real-time Data (2 reviews)
- Real-Time Processing (2 reviews)

Cons:
- Difficult Setup (2 reviews)
- Expensive (2 reviews)

### Spotfire Analytics

Pros:
- Data Visualization (15 reviews)
- Ease of Use (15 reviews)

Cons:
- Learning Curve (9 reviews)
- Learning Difficulty (7 reviews)

### IBM Cognos Analytics

Pros:
- Ease of Use (36 reviews)
- Report Generation (17 reviews)

Cons:
- Learning Curve (18 reviews)
- Learning Difficulty (10 reviews)

---
## Ratings Comparison
| Rating | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
  | **Meets Requirements** | 9.1 (53 reviews) | 8.6 (283 reviews) | 8.2 (318 reviews) | 
  | **Ease of Use** | 8.3 (53 reviews) | 8.1 (284 reviews) | 7.5 (341 reviews) | 
  | **Ease of Setup** | 8.5 (20 reviews) | 7.7 (137 reviews) | 7.2 (199 reviews) | 
  | **Ease of Admin** | 8.4 (18 reviews) | 7.8 (112 reviews) | 7.0 (143 reviews) | 
  | **Quality of Support** | 8.6 (48 reviews) | 7.8 (248 reviews) | 7.5 (285 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (18 reviews) | 8.4 (111 reviews) | 7.8 (139 reviews) | 
  | **Product Direction (% positive)** | 8.1 (44 reviews) | 7.9 (280 reviews) | 7.9 (301 reviews) | 

---
## Pricing

### Amazon Kinesis Data Streams

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Spotfire Analytics

#### Entry-Level Pricing

Plan: Spotfire Free Trial

Price: Free Trial

Description: Try Spotfire for yourself and visualize your data unlike ever before.
Spotfire is the most complete visual data science solution in the market. Take advantage of this data visualization free trial offer today, and see how easy it is to discover new insights from your data. 

Key Features:
- https://buy.spotfire.com/try/

[Browse all 2 editions](https://www.g2.com/products/spotfire-analytics/pricing)

#### Free Trial

Yes

### IBM Cognos Analytics

#### Entry-Level Pricing

Plan: Cognos® Analytics On Demand  - Premium

Price: Starting at $44.90 1 User Per Month

Description: A fully managed solution for up to 200 users
• AI Agents, reporting, data discovery and dashboarding
• Upgrades, infrastructure and scaling
• Mix and match licenses based on user requirements in one tenant
• No minimum quantity, pay as you grow


Key Features:
- https://www.ibm.com/marketplace/purchase/configuration/en/us/checkout?editionID=EID2RPAX
- All Standard features +
- Create, run and schedule reports

[Browse all 3 editions](https://www.g2.com/products/ibm-cognos-analytics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | 8.2/10 | 236 |
| **IBM Cognos Analytics** | 8.6/10 | 265 |

#### Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 8.3 (192 reviews) ✓ Verified | 8.1 (206 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | 7.9 (184 reviews) ✓ Verified | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | 8.8 (209 reviews) ✓ Verified | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | 8.1 (170 reviews) ✓ Verified | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | 8.7 (199 reviews) ✓ Verified | 7.9 (189 reviews) ✓ Verified | 

#### Self Service 

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | 8.5 (198 reviews) ✓ Verified | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.6 (204 reviews) ✓ Verified | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.3 (186 reviews) ✓ Verified | 8.0 (179 reviews) ✓ Verified | 
| **Search** | Not enough data | 7.8 (179 reviews) ✓ Verified | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (168 reviews) ✓ Verified | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.4 (140 reviews) ✓ Verified | 7.3 (126 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | 8.0 (156 reviews) ✓ Verified | 7.8 (132 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 8.9 (203 reviews) ✓ Verified | 8.0 (168 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.1 (156 reviews) ✓ Verified | 8.0 (120 reviews) | 

#### Building Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (113 reviews) ✓ Verified | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.2 (105 reviews) ✓ Verified | 8.2 (121 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.0 (84 reviews) ✓ Verified | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.0 (85 reviews) ✓ Verified | 7.5 (92 reviews) ✓ Verified | 

#### Platform

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | 8.3/10 | 233 |
| **IBM Cognos Analytics** | N/A | N/A |

#### Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 8.3 (192 reviews) ✓ Verified | 8.1 (206 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | 7.9 (184 reviews) ✓ Verified | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | 8.8 (209 reviews) ✓ Verified | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | 8.1 (170 reviews) ✓ Verified | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | 8.7 (199 reviews) ✓ Verified | 7.9 (189 reviews) ✓ Verified | 

#### Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 8.6 (6 reviews) | Not enough data | 
| **Share Reports** | Not enough data | 8.1 (6 reviews) | Not enough data | 
| **Steps to Answer** | Not enough data | 7.8 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.1 (6 reviews) | Not enough data | 

#### Visualization

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Graphs and Charts** | Not enough data | 8.1 (6 reviews) | Not enough data | 
| **Score Cards** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **Dashboards** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **Formats** | Not enough data | 8.3 (6 reviews) | Not enough data | 

#### Data Updates

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Historical Snapshots** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **Real-Time Updating** | Not enough data | 8.6 (6 reviews) | Not enough data | 

#### Collaboration

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Sharing** | Not enough data | 8.6 (7 reviews) | Not enough data | 
| **Co-Editing** | Not enough data | 7.3 (5 reviews) | Not enough data | 
| **Devices** | Not enough data | 8.1 (6 reviews) | Not enough data | 

#### Data Updates

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Historical Snapshots** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **Real-Time Updating** | Not enough data | 8.1 (6 reviews) | Not enough data | 
| **Email Reports** | Not enough data | 8.6 (6 reviews) | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | 8.2/10 | 236 |
| **IBM Cognos Analytics** | 8.1/10 | 272 |

#### Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 8.3 (192 reviews) ✓ Verified | 8.1 (206 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | 7.9 (184 reviews) ✓ Verified | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | 8.8 (209 reviews) ✓ Verified | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | 8.1 (170 reviews) ✓ Verified | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | 8.7 (199 reviews) ✓ Verified | 7.9 (189 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Connectors** | Not enough data | 8.4 (71 reviews) ✓ Verified | 8.2 (72 reviews) ✓ Verified | 
| **Data Governance** | Not enough data | 7.8 (65 reviews) ✓ Verified | 8.3 (73 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Querying** | Not enough data | 8.5 (77 reviews) ✓ Verified | 8.4 (77 reviews) ✓ Verified | 
| **Data Filtering** | Not enough data | 8.4 (81 reviews) ✓ Verified | 8.5 (77 reviews) ✓ Verified | 
| **Data Blending** | Not enough data | 8.4 (75 reviews) ✓ Verified | 8.2 (74 reviews) ✓ Verified | 

#### Generative AI

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.4 (31 reviews) | 7.3 (37 reviews) | 
| **AI Text Summarization** | Not enough data | 7.1 (32 reviews) | 7.5 (37 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (10 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.6 (9 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.8 (10 reviews) | 

#### Self Service 

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | 8.5 (198 reviews) ✓ Verified | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.6 (204 reviews) ✓ Verified | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.3 (186 reviews) ✓ Verified | 8.0 (179 reviews) ✓ Verified | 
| **Search** | Not enough data | 7.8 (179 reviews) ✓ Verified | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (168 reviews) ✓ Verified | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.4 (140 reviews) ✓ Verified | 7.3 (126 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.1 (7 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.3 (7 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 8.3 (7 reviews) | 

#### Advanced Analytics

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | 8.0 (156 reviews) ✓ Verified | 7.8 (132 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 8.9 (203 reviews) ✓ Verified | 8.0 (168 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.1 (156 reviews) ✓ Verified | 8.0 (120 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 8.6 (7 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 8.8 (7 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 9.1 (9 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.9 (6 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.8 (7 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 9.2 (8 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 8.8 (7 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Feature Not Available | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Feature Not Available | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 8.1 (6 reviews) | 

#### Building Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (113 reviews) ✓ Verified | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.2 (105 reviews) ✓ Verified | 8.2 (121 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.0 (84 reviews) ✓ Verified | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.0 (85 reviews) ✓ Verified | 7.5 (92 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | 8.1/10 | 236 |
| **IBM Cognos Analytics** | 8.6/10 | 263 |

#### Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 8.3 (192 reviews) ✓ Verified | 8.1 (206 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | 7.9 (184 reviews) ✓ Verified | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | 8.8 (209 reviews) ✓ Verified | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | 8.1 (170 reviews) ✓ Verified | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | 8.7 (199 reviews) ✓ Verified | 7.9 (189 reviews) ✓ Verified | 

#### Self Service 

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | 8.5 (198 reviews) ✓ Verified | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.6 (204 reviews) ✓ Verified | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.3 (186 reviews) ✓ Verified | 8.0 (179 reviews) ✓ Verified | 
| **Search** | Not enough data | 7.8 (179 reviews) ✓ Verified | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (168 reviews) ✓ Verified | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.4 (140 reviews) ✓ Verified | 7.3 (126 reviews) ✓ Verified | 

#### Building Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (113 reviews) ✓ Verified | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.2 (105 reviews) ✓ Verified | 8.2 (121 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.0 (84 reviews) ✓ Verified | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.0 (85 reviews) ✓ Verified | 7.5 (92 reviews) ✓ Verified | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Administration

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | Not enough data | 
| **Access Control** | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | 

#### Federation

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Architecture** | Not enough data | Not enough data | Not enough data | 
| **Provisioning** | Not enough data | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | Not enough data | 
| **API / Integrations** | Not enough data | Not enough data | Not enough data | 

#### Transformation

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Application Performance** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | 9.0/10 | 20 |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Data

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Processing** | 9.0 (19 reviews) | Not enough data | Not enough data | 
| **Data Sources** | 9.1 (17 reviews) | Not enough data | Not enough data | 
| **Integration** | 8.7 (19 reviews) | Not enough data | Not enough data | 
| **Real-Time Processing** | 9.4 (19 reviews) | Not enough data | Not enough data | 

#### Analytics

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Reporting & Analytics** | 8.9 (12 reviews) | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Administration

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | Not enough data | 
| **Data Sampling** | Not enough data | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | Not enough data | 

#### Capabilities

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Survival Analysis** | Not enough data | Not enough data | Not enough data | 
| **Risk Data Attributes** | Not enough data | Not enough data | Not enough data | 
| **Cost Analysis** | Not enough data | Not enough data | Not enough data | 

#### Methodology

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | Not enough data | 
| **Regression** | Not enough data | Not enough data | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### System

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | 
| **Model Training** | Not enough data | Feature Not Available | Not enough data | 

#### Model Development

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | 8.5/10 | 13 |
| **IBM Cognos Analytics** | 8.5/10 | 37 |

#### Statistical Tool

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Scripting** | Not enough data | 6.9 (6 reviews) | 8.2 (32 reviews) | 
| **Data Mining** | Not enough data | 8.6 (7 reviews) | 8.9 (6 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.6 (6 reviews) | 

#### Data Analysis

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Analysis** | Not enough data | 8.9 (9 reviews) | 8.7 (35 reviews) | 
| **Data Interaction** | Not enough data | 8.9 (9 reviews) | 8.8 (34 reviews) | 

#### Decision Making

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Modeling** | Not enough data | 8.3 (8 reviews) | 8.7 (32 reviews) | 
| **Data Visualizations** | Not enough data | 9.0 (8 reviews) | 8.6 (35 reviews) | 
| **Report Generation** | Not enough data | 9.5 (10 reviews) | 8.4 (36 reviews) | 
| **Data Unification** | Not enough data | 7.9 (8 reviews) | 8.3 (32 reviews) | 

#### Generative AI

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.9 (19 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.0 (19 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Amazon Kinesis Data Streams** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Building Reports

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (113 reviews) ✓ Verified | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.2 (105 reviews) ✓ Verified | 8.2 (121 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.0 (84 reviews) ✓ Verified | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.0 (85 reviews) ✓ Verified | 7.5 (92 reviews) ✓ Verified | 

#### Platform

| Feature | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Amazon Kinesis Data Streams (2):** [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics)

**Unique to Spotfire Analytics (10):** [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace)

**Unique to IBM Cognos Analytics (3):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Amazon Kinesis Data Streams | Spotfire Analytics | IBM Cognos Analytics | 
|---|---|---|---|
| **Small-Business** | 27.2% | 23.0% | 15.6% | 
| **Mid-Market** | 37.0% | 25.5% | 25.9% | 
| **Enterprise** | 35.8% | 51.6% | 58.5% | 

### By Industry

#### Amazon Kinesis Data Streams

- **Information Technology and Services:** 14.8%
- **Computer Software:** 14.8%
- **Financial Services:** 12.3%
- **Consumer Services:** 4.9%
- **Banking:** 4.9%
- **Insurance:** 3.7%
- **Internet:** 3.7%
- **Marketing and Advertising:** 3.7%
- **Retail:** 3.7%
- **Computer & Network Security:** 2.5%
- **Other:** 30.9%

#### Spotfire Analytics

- **Oil & Energy:** 21.4%
- **Information Technology and Services:** 10.1%
- **Pharmaceuticals:** 5.2%
- **Education Management:** 4.6%
- **Financial Services:** 4.3%
- **Biotechnology:** 3.1%
- **Computer Software:** 3.1%
- **Semiconductors:** 2.4%
- **Research:** 2.4%
- **Accounting:** 2.1%
- **Other:** 41.3%

#### IBM Cognos Analytics

- **Information Technology and Services:** 11.1%
- **Insurance:** 8.5%
- **Financial Services:** 8.2%
- **Computer Software:** 6.4%
- **Banking:** 5.4%
- **Education Management:** 4.9%
- **Higher Education:** 4.9%
- **Government Administration:** 3.9%
- **Retail:** 3.6%
- **Consulting:** 2.8%
- **Other:** 40.2%

---
## Alternatives

### Alternatives to Amazon Kinesis Data Streams

- [Confluent](https://www.g2.com/products/confluent/reviews) — 4.4/5 stars (114 reviews)
- [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews) — 4.5/5 stars (131 reviews)
- [Google Cloud Dataflow](https://www.g2.com/products/google-cloud-dataflow/reviews) — 4.2/5 stars (45 reviews)
- [Spark Streaming](https://www.g2.com/products/spark-streaming/reviews) — 4.2/5 stars (40 reviews)
- [Google Cloud Pub/Sub](https://www.g2.com/products/google-cloud-pub-sub/reviews) — 4.5/5 stars (39 reviews)
- [Apache Flink](https://www.g2.com/products/apache-flink/reviews) — 4.3/5 stars (16 reviews)
- [Azure Event Hubs](https://www.g2.com/products/azure-event-hubs/reviews) — 4.2/5 stars (13 reviews)
- [Aiven for Apache Kafka](https://www.g2.com/products/aiven-for-apache-kafka/reviews) — 4.3/5 stars (250 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)

### Alternatives to Spotfire Analytics

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1640 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (589 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3649 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)

### Alternatives to IBM Cognos Analytics

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3649 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (589 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (285 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1640 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)

---
## Top Discussions

### Amazon Kinesis Data Streams

No discussions available for this product.

### Spotfire Analytics

- Title: [Is Tibco Spotfire free?](https://www.g2.com/discussions/is-tibco-spotfire-free) — 2 comments
  > **Top comment:** "No"
- Title: [What is TIBCO Spotfire used for?](https://www.g2.com/discussions/what-is-tibco-spotfire-used-for) — 1 comment *(includes official response)*
  > **Top comment:** "Spotfire is a visual data science platform with powerful self-service analytics and data visualization capabilities that empowers decision-makers to analyze..."
- Title: [What is most like Tibco Spotfire?](https://www.g2.com/discussions/what-is-most-like-tibco-spotfire) — 1 comment
  > **Top comment:** "TIBCO Spotfire provides excellent visualization and reporting capability as a BI tool. It enables connections to various data sources and advanced..."
- Title: [What's New In Tibco Spotfire?](https://www.g2.com/discussions/what-s-new-in-tibco-spotfire) — 1 comment *(includes official response)*
  > **Top comment:** "If you want to see the latest in Spotfire, you can check out our "What's New" page on the Spotfire community:..."

### IBM Cognos Analytics

- Title: [I heard Cognos Analytics 11.11 was out - where can I find more information?](https://www.g2.com/discussions/cognos-11-11) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "https://www.ibm.com/communities/analytics/cognos-analytics-blog/cognos-analytics-release-r11-11-0-11-is-here/"
- Title: [Where can I find more answers on my questions?](https://www.g2.com/discussions/further-faqs) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Check out this blog 
https://www.ibm.com/communities/analytics/cognos-analytics/blog/"
- Title: [What is IBM Cognos Analytics with Watson used for?](https://www.g2.com/discussions/what-is-ibm-cognos-analytics-with-watson-used-for) — 1 comment
  > **Top comment:** "You can leverage IBM Cognos Analytics with Watson for many of the reasons:

Business Intelligence & Reporting: It helps organizations turn raw data into..."
- Title: [What are all the different types of prompt in Cognos?](https://www.g2.com/discussions/what-are-all-the-different-types-of-prompt-in-cognos) — 1 comment, 1 upvote
  > **Top comment:** "In IBM Cognos, prompts are user interface objects that allow users to enter parameter values that are used to filter and control the content of a report...."
- Title: [Why only 10000 limit is kept in filters for dashboard](https://www.g2.com/discussions/why-only-10000-limit-is-kept-in-filters-for-dashboard) — 1 comment, 1 upvote
  > **Top comment:** "When you ran data big banks which has million of records, thats why filters capacity 10k is defined."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/aws-amazon-kinesis-data-streams-vs-spotfire-analytics-vs-ibm-cognos-analytics)