# Astro by Astronomer vs Prefect Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Astro by Astronomer excels in user experience, particularly with its seamless integration with Slack for monitoring. Users appreciate how easy it is to track DAG status and receive alerts, which enhances their workflow management.
- **According to verified reviews** , Astro by Astronomer is praised for its reliability and scalability, with users noting that it significantly reduces the need for a dedicated DevOps team member. This allows teams to focus more on development rather than infrastructure management.
- **Users say** that Prefect stands out for its cost-effectiveness and ease of use, especially for beginners. Many find it straightforward to set up flows and appreciate the UI benefits for orchestration, making it accessible even for those with limited technical knowledge.
- **Reviewers mention** that while Astro by Astronomer has a higher overall satisfaction score, Prefect's recent updates have made developing flows much more intuitive compared to earlier versions. This improvement has been well-received by users who value a smoother development experience.
- **G2 reviewers highlight** that Astro by Astronomer offers robust built-in observability features, which enhance developer productivity. Users find that it simplifies monitoring and upgrades, making it a strong choice for teams looking to streamline their data workflows.
- **According to user feedback** , while both products have similar star ratings, Astro by Astronomer benefits from a larger volume of recent reviews, indicating a more consistent user experience. This suggests that potential buyers may find more up-to-date insights when considering Astro over Prefect.



---
## Frequently Asked Questions

### What is the difference between Astro by Astronomer vs Prefect?

Astro by Astronomer and Prefect both score 4.5/5 on G2, but Astro by Astronomer stands out for its ease of use and support, while Prefect is favored for meeting requirements and flexibility.

| | [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | [Prefect](https://www.g2.com/products/prefect/reviews) |
| --- | --- | --- |
| G2 Rating (reviews) | 4.5/5 (136 reviews) | 4.5/5 (125 reviews) |
| Largest Segment | Mid-Market | Small-Business |
| Ease of Setup score | 8.7 | 8.1 |
| Quality of Support score | 8.9 | 8.5 |
| Top Reviewer-Cited Strength | Ease of Use (25 all-time mentions) | Meets Requirements (score: 9.0) |



### How do the pricing models of Astro by Astronomer and Prefect compare?

Astro by Astronomer and Prefect are rated at parity for value, with no significant difference in reviewer satisfaction on price or cost.

- **Astro by Astronomer:** In recent reviews, several reviewers mention that the pay-as-you-go option is reasonably priced, but some cite concerns about cost and pricing transparency, especially for small teams.
- **Prefect:** Recent reviews highlight Prefect as a low-cost orchestration tool, with positive sentiment around affordability and cost efficiency.
- **Switching reasons:** Reviewers have switched from Astro by Astronomer to other platforms like GCP Composer due to financial relief and available credits, but express intent to return once credits expire.



### What are the best alternatives to Astro by Astronomer and Prefect?

The top three alternatives to Astro by Astronomer and Prefect are Databricks, Monte Carlo, and PagerDuty.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | 4.5/5 (136 reviews) | Mid-Market | Pricing can be high for small teams; pay-as-you-go option noted as reasonable | Ease of Use (25 all-time mentions) |
| [Prefect](https://www.g2.com/products/prefect/reviews) | 4.5/5 (125 reviews) | Small-Business | Low-cost orchestration tool; positive sentiment on affordability | Meets Requirements (score: 9.0) |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Scalability and advanced analytics capabilities |
| [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) | 4.3/5 (536 reviews) | — | — | Data observability and reliability |
| [PagerDuty](https://www.g2.com/products/pagerduty/reviews) | 4.5/5 (972 reviews) | Mid-Market | — | Incident response and alerting |



### Which Big Data Integration Platforms features should I prioritize when comparing Astro by Astronomer and Prefect?

Buyers comparing Astro by Astronomer and Prefect should prioritize Ease of Use, Integrations, Quality of Support, Meets Requirements, and Ease of Setup.

- **Ease of Use:** Astro by Astronomer scores 9.0 (25 all-time mentions); Prefect scores 8.4 (1 all-time mention).
- **Integrations:** Astro by Astronomer has 8 all-time mentions; Prefect has 1 all-time mention.
- **Quality of Support:** Astro by Astronomer scores 8.9; Prefect scores 8.5.
- **Meets Requirements:** Astro by Astronomer scores 8.9; Prefect scores 9.0.
- **Ease of Setup:** Astro by Astronomer scores 8.7; Prefect scores 8.1.



### What are the pros and cons of Astro by Astronomer vs Prefect?

Astro by Astronomer is strongest for ease of use, while Prefect is strongest for meeting requirements and flexibility.

- **Astro by Astronomer strengths:** Ease of Use (25 all-time mentions), Efficiency Improvement (14), User Interface (13), Automation (11), Deployment Ease (10), Reliability (10), Features (9), Scalability (9), Customer Support (8), Easy Integrations (8), Monitoring (7), Productivity Improvement (7), UX Design (7), Cloud Services (6), Orchestration (6).
- **Astro by Astronomer trade-offs:** Expensive (8), Learning Difficulty (8), Learning Curve (6).
- **Prefect strengths:** Meets Requirements (score: 9.0), Affordable, Cost Efficiency, Data Integration, Development Efficiency, Ease of Use, Easy Integrations, Features, Implementation Ease, Orchestration.
- **Prefect trade-offs:** Automation Limitations, Complex Learning, Learning Curve, Limited Features, Maintenance Issues, Management Issues, Missing Features, Performance Issues, Platform Limitations, Poor Performance (all with 1 all-time mention each).



### Is Astro by Astronomer or Prefect better for small businesses?

Prefect is the better fit for small businesses, as its largest reviewer segment is Small-Business and reviewers highlight affordability and ease of use for smaller teams.

- **Astro by Astronomer:** Largest segment is Mid-Market; reviewers note the platform is user-friendly but cite pricing as a concern for small teams.
- **Prefect:** Largest segment is Small-Business; reviewers consistently mention cost efficiency and suitability for smaller organizations.



### Which Big Data Integration Platforms platform has better integrations?

Astro by Astronomer is favored for integrations, with more reviewer-cited mentions and a broader range of integration use cases.

- **Astro by Astronomer:** Integrations and Easy Integrations are cited in 8 reviews each, with specific mentions of Slack, GitHub, and Bitbucket integrations.
- **Prefect:** Integrations and Easy Integrations are each cited in 1 review, with recent mentions of Databricks and Snowflake integrations.



### How do Astro by Astronomer and Prefect compare on customer support?

Astro by Astronomer and Prefect are rated within 0.4 points on Quality of Support, with Astro by Astronomer holding a slight edge at 8.9 versus Prefect's 8.5.

- **Astro by Astronomer:** Reviewers frequently highlight responsive and knowledgeable support, with 8 all-time mentions of Customer Support and a Quality of Support score of 8.9.
- **Prefect:** Reviewers describe helpful community support and responsive Slack channels, with a Quality of Support score of 8.5.



### Which is easier to implement, Astro by Astronomer or Prefect?

Astro by Astronomer leads on Ease of Setup with a 0.6-point advantage (8.7 vs 8.1), and both products score equally on Ease of Admin (8.8).

- **Astro by Astronomer:** Reviewers consistently describe setup as straightforward, with many citing the managed environment and documentation as key benefits.
- **Prefect:** Reviewers note that setup is easy for Python users, but some mention a learning curve and the need for Python knowledge to get started.



### Which product has better Integrations?

Astro by Astronomer has stronger reviewer support for Integrations, with more all-time mentions and broader cited use cases.

- **Astro by Astronomer:** Integrations and Easy Integrations are each cited in 8 reviews; reviewers highlight Slack, GitHub, and Bitbucket integrations.
- **Prefect:** Integrations and Easy Integrations are each cited in 1 review; reviewers mention Databricks and Snowflake integrations.



| | Astro by Astronomer | Prefect | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 136 | 125 | 
| **Largest Market Segment** | Mid-Market (48.1% of reviews) | Small-Business (42.7% of reviews) | 
| **Entry Level Price** | No pricing available | Pay As You Go Per Month | 

---
## Top Pros & Cons

### Astro by Astronomer

Pros:
- Ease of Use (25 reviews)
- Efficiency Improvement (14 reviews)

Cons:
- Expensive (8 reviews)
- Learning Difficulty (8 reviews)

### Prefect

Pros:
- Affordable (1 reviews)
- Cost Efficiency (1 reviews)

Cons:
- Automation Limitations (1 reviews)
- Complex Learning (1 reviews)

---
## Ratings Comparison
| Rating | Astro by Astronomer | Prefect | 
|---|---|---|
  | **Meets Requirements** | 8.9 (106 reviews) | 9.0 (117 reviews) | 
  | **Ease of Use** | 9.0 (109 reviews) | 8.4 (119 reviews) | 
  | **Ease of Setup** | 8.7 (74 reviews) | 8.1 (43 reviews) | 
  | **Ease of Admin** | 8.8 (57 reviews) | 8.8 (39 reviews) | 
  | **Quality of Support** | 8.9 (98 reviews) | 8.5 (94 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.0 (57 reviews) | 8.9 (32 reviews) | 
  | **Product Direction (% positive)** | 9.0 (103 reviews) | 9.4 (121 reviews) | 

---
## Pricing

### Astro by Astronomer

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Prefect

#### Entry-Level Pricing

Plan: Prefect Cloud

Price: Pay As You Go Per Month

Description: Prefer the open source Prefect framework with Prefect Cloud to power up your dataflows. Let us take care of the orchestration and enable collaboration, teams, security controls and more.

Key Features:
- Managed orchestration-as-a-service
- Collaboration Tools
- Enhanced UI

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

#### Free Trial

Yes

---
## Features Comparison By Category

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | N/A | N/A |
| **Prefect** | N/A | N/A |

#### Additional Functionality

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **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 | 

### Workload Automation

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | 8.1/10 | 71 |
| **Prefect** | 8.3/10 | 107 |

#### Automation

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Workload Processing** | 9.0 (70 reviews) | 8.8 (105 reviews) | 
| **Scalability** | 8.9 (70 reviews) | 8.7 (107 reviews) | 
| **Intelligent Automation** | 7.9 (54 reviews) | 7.9 (103 reviews) | 

#### Administration

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Administration Console** | 8.4 (66 reviews) | 8.1 (106 reviews) | 
| **Workflow Management** | 8.8 (67 reviews) | 8.7 (106 reviews) | 
| **IT Issue Identification** | 8.2 (64 reviews) | 7.8 (104 reviews) | 
| **Proactive Workflow** | 8.1 (60 reviews) | 8.2 (101 reviews) | 
| **Error Alerts** | 8.2 (64 reviews) | 7.8 (103 reviews) | 
| **Service Management** | 8.5 (62 reviews) | 8.1 (103 reviews) | 

#### Functionality

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Job Scheduling** | 9.0 (66 reviews) | 9.1 (106 reviews) | 
| **API / Integrations** | 8.5 (65 reviews) | 8.4 (104 reviews) | 
| **Integrations** | 8.5 (65 reviews) | 8.2 (103 reviews) | 

#### Agentic AI - Workload Automation

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Autonomous Task Execution** | 7.3 (17 reviews) | Not enough data | 
| **Multi-step Planning** | 7.5 (17 reviews) | Not enough data | 
| **Cross-system Integration** | 7.7 (17 reviews) | Not enough data | 
| **Adaptive Learning** | 7.6 (17 reviews) | Not enough data | 
| **Natural Language Interaction** | 6.9 (17 reviews) | Not enough data | 
| **Proactive Assistance** | 6.9 (17 reviews) | Not enough data | 
| **Decision Making** | 6.9 (17 reviews) | Not enough data | 

### Batch Management

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | N/A | N/A |
| **Prefect** | N/A | N/A |

#### Functionality

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Batch Scheduling** | Not enough data | Not enough data | 
| **Batch Management** | Not enough data | Not enough data | 
| **Compatibility** | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 
| **Process Automation** | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | 8.8/10 | 20 |
| **Prefect** | N/A | N/A |

#### Data Management

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Data Integration** | 8.5 (17 reviews) | Not enough data | 
| **Data Discovery** | 7.5 (14 reviews) | Not enough data | 
| **Multi - Platform** | 8.1 (16 reviews) | Not enough data | 
| **Metadata** | 7.6 (15 reviews) | Not enough data | 

#### Analytics

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Data Analytics** | 7.3 (15 reviews) | Not enough data | 

#### Security

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Compliance** | 7.7 (14 reviews) | Not enough data | 
| **Governance** | 8.0 (14 reviews) | Not enough data | 
| **Data Protection** | 8.0 (14 reviews) | Not enough data | 

#### Generative AI

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **AI Text Generation** | 5.0 (11 reviews) | Not enough data | 
| **AI Text Summarization** | 5.3 (11 reviews) | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Autonomous Task Execution** | 6.5 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 6.5 (10 reviews) | Not enough data | 
| **Cross-system Integration** | 6.5 (10 reviews) | Not enough data | 
| **Adaptive Learning** | 6.0 (10 reviews) | Not enough data | 
| **Decision Making** | 6.2 (10 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | 7.7/10 | 40 |
| **Prefect** | N/A | N/A |

#### Data Management

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Data Integration** | 8.5 (35 reviews) | Not enough data | 
| **Metadata** | 8.2 (33 reviews) | Not enough data | 
| **Self-service** | 8.5 (34 reviews) | Not enough data | 
| **Automated workflows** | 8.6 (36 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Autonomous Task Execution** | 6.2 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 5.9 (11 reviews) | Not enough data | 
| **Cross-system Integration** | 6.8 (11 reviews) | Not enough data | 
| **Adaptive Learning** | 6.2 (11 reviews) | Not enough data | 
| **Decision Making** | 5.8 (11 reviews) | Not enough data | 

#### Analytics

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Analytics capabilities** | 7.6 (34 reviews) | Not enough data | 
| **Dasboard visualizations** | 7.3 (34 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Data Observability** | 8.2 (34 reviews) | Not enough data | 
| **Testing capabilities** | 8.0 (33 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Hybrid cloud support** | 8.7 (32 reviews) | Not enough data | 
| **Cloud migration capabilities** | 8.4 (31 reviews) | Not enough data | 

#### Generative AI

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **AI Text Generation** | 6.7 (21 reviews) | Not enough data | 
| **AI Text Summarization** | 6.7 (22 reviews) | Not enough data | 

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | 8.4/10 | 12 |
| **Prefect** | N/A | N/A |

#### Functionality

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Real-time Analytics** | 8.3 (11 reviews) | Not enough data | 
| **Data quality monitoring** | 7.4 (11 reviews) | Not enough data | 
| **Automation** | 8.1 (9 reviews) | Not enough data | 
| **End to End visiblity** | 7.8 (10 reviews) | Not enough data | 

#### Management

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Anomaly identification** | 7.7 (10 reviews) | Not enough data | 
| **Single pane view** | 7.6 (9 reviews) | Not enough data | 
| **Real-time alerts** | 8.2 (10 reviews) | Not enough data | 
| **Data lineage** | 7.3 (10 reviews) | Not enough data | 
| **Integrations** | 7.5 (10 reviews) | Not enough data | 

#### Generative AI

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **AI Text Generation** | 5.7 (9 reviews) | Not enough data | 

#### Agentic AI - Data Observability

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Autonomous Task Execution** | 6.1 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 6.5 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 7.6 (9 reviews) | Not enough data | 
| **Natural Language Interaction** | 6.7 (8 reviews) | Not enough data | 
| **Proactive Assistance** | 7.7 (8 reviews) | Not enough data | 

### AI Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | N/A | N/A |
| **Prefect** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Dependency Management** | Not enough data | Not enough data | 
| **Workflow Coordination** | Not enough data | Not enough data | 
| **Multi-Provider API Connectivity** | Not enough data | Not enough data | 
| **Multi-Step Workflow Creation** | Not enough data | Not enough data | 
| **Enterprise System Integration** | Not enough data | Not enough data | 
| **Real-Time Data Pipelines** | Not enough data | Not enough data | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | Not enough data | 
| **Workflow Reporting** | Not enough data | Not enough data | 
| **Resource Utilization Monitoring** | Not enough data | Not enough data | 
| **Computational Resource Management** | Not enough data | Not enough data | 
| **Dynamic Scaling** | Not enough data | Not enough data | 
| **Component Monitoring** | Not enough data | Not enough data | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Regulatory Compliance** | Not enough data | Not enough data | 
| **Governance Policy Enforcement** | Not enough data | Not enough data | 
| **Role-Based Access Control** | Not enough data | Not enough data | 
| **Audit Trail Management** | Not enough data | Not enough data | 
| **Security Protocols** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | N/A | N/A |
| **Prefect** | N/A | N/A |

#### Database

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | 

#### Integrations

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | 

#### Platform

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Machine Scaling** | Not enough data | Not enough data | 
| **Data Preparation** | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | 

#### Processing

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **Cloud Processing** | Not enough data | Not enough data | 
| **Workload Processing** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Astro by Astronomer** | N/A | N/A |
| **Prefect** | N/A | N/A |

#### Building Reports

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **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

| Feature | Astro by Astronomer | Prefect | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (2):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Workload Automation Software](https://www.g2.com/categories/workload-automation)

**Unique to Astro by Astronomer (4):** [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Observability Software](https://www.g2.com/categories/data-observability), [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)

**Unique to Prefect (3):** [Batch Management Software](https://www.g2.com/categories/batch-management), [Container Orchestration Tools](https://www.g2.com/categories/container-orchestration), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)


---
## Reviewer Demographics

### By Company Size

| Segment | Astro by Astronomer | Prefect | 
|---|---|---|
| **Small-Business** | 13.5% | 42.7% | 
| **Mid-Market** | 48.1% | 41.9% | 
| **Enterprise** | 38.3% | 15.3% | 

### By Industry

#### Astro by Astronomer

- **Information Technology and Services:** 15.8%
- **Financial Services:** 12.8%
- **Computer Software:** 11.3%
- **Online Media:** 6.0%
- **Retail:** 5.3%
- **Marketing and Advertising:** 4.5%
- **Media Production:** 4.5%
- **Hospital & Health Care:** 3.8%
- **Hospitality:** 3.0%
- **Computer Games:** 2.3%
- **Other:** 30.8%

#### Prefect

- **Information Technology and Services:** 14.5%
- **Computer Software:** 14.5%
- **Financial Services:** 11.3%
- **Insurance:** 5.6%
- **Health, Wellness and Fitness:** 4.8%
- **Consulting:** 4.0%
- **Marketing and Advertising:** 3.2%
- **Real Estate:** 2.4%
- **Computer Games:** 2.4%
- **Entertainment:** 1.6%
- **Other:** 35.5%

---
## Alternatives

### Alternatives to Astro by Astronomer

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1362 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (547 reviews)
- [PagerDuty](https://www.g2.com/products/pagerduty/reviews) — 4.5/5 stars (972 reviews)
- [Hightouch](https://www.g2.com/products/hightouch/reviews) — 4.6/5 stars (406 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (828 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) — 4.6/5 stars (7579 reviews)

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## Top Discussions

### Astro by Astronomer

No discussions available for this product.

### Prefect

- Title: [What is Prefect used for?](https://www.g2.com/discussions/what-is-prefect-used-for) — 1 comment, 1 upvote
  > **Top comment:** "Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines. With Prefect, control and observe: 1. What..."

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/astro-by-astronomer-vs-prefect)