--- title: Dagster Reviews meta_title: 'Dagster Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how Dagster works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 2 scale: '5' date_modified: '2026-07-17' parent_category: name: IT Management url: https://www.g2.com/categories/it-management --- # Dagster Reviews **Vendor:** Dagster Labs **Category:** [Workload Automation Software](https://www.g2.com/categories/workload-automation) **Average Rating:** 4.5/5.0 **Total Reviews:** 2 ## About Dagster Ship data pipelines with extraordinary velocity. Dagster is the cloud-native orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming model, and best-in-class testability. ## Dagster Pros & Cons **What users like:** - Users appreciate the **robust analytics capabilities** of Dagster, highlighting its reliability and transparency in data orchestration. (2 reviews) - Users highlight the **ease of use** of Dagster, noting its intuitive design and reduced complexity for data orchestration. (2 reviews) - Users value the **asset-centric approach** of Dagster, enhancing reliability and transparency in data orchestration. (2 reviews) - Users value the **flexibility** of Dagster, appreciating its asset-centric approach to diverse data engineering use cases. (2 reviews) - Users admire the **sophisticated and modern tool** that fits nearly all data engineering use cases effectively. (1 reviews) - Documentation Quality (1 reviews) - Easy Integrations (1 reviews) - Easy Setup (1 reviews) - Users commend Dagster for its **efficiency** , seamlessly handling various data engineering use-cases with sophistication. (1 reviews) - Integrations (1 reviews) **What users dislike:** - Users find the **difficult learning** process challenging, complicating initial adoption and hindering usability for smaller teams. (2 reviews) - Users find the **steep learning curve** of Dagster challenging, hindering smooth adoption and initial usage. (2 reviews) - Users find the **steep learning difficulty** of Dagster challenging, complicating adoption for smaller teams. (2 reviews) - Users find Dagster's **steep learning curve** challenging, especially during initial setup and integration into workflows. (2 reviews) - Users find the **complex setup** of Dagster challenging, complicating adoption and overwhelming smaller teams. (1 reviews) - Complex Usability (1 reviews) - Difficult Learning Curve (1 reviews) - Difficult Setup (1 reviews) - Expensive (1 reviews) - Limitations (1 reviews) ## Dagster Reviews ### 1. Dagster: Review **Rating:** 4.0/5.0 stars **Reviewed by:** Aarsh B. | Technical officer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Dagster?** Dagster stands out for its asset‑centric approach to data orchestration, treating data as first‑class assets rather than just tasks. This makes pipelines more reliable, transparent, and easier to monitor. Users appreciate its strong integrations with modern data tools (like dbt, Snowflake, and Databricks), built‑in observability and monitoring, and a developer‑friendly design that emphasizes testability and maintainability. Its scalability across small and enterprise workflows ensures long‑term relevance, while the clear abstractions reduce complexity compared to older orchestrators. **What do you dislike about Dagster?** Dagster’s main drawbacks are its steep learning curve, evolving ecosystem, and complex setup, which can make adoption challenging. Documentation gaps and performance tuning needs further add to the hurdles, making it less ideal for smaller teams seeking simplicity and cost‑effectiveness. **What problems is Dagster solving and how is that benefiting you?** agster solves the problem of scattered, unreliable data pipelines by introducing asset‑centric orchestration, clear lineage tracking, and strong observability. This reduces complexity, improves reliability, and makes collaboration easier. The benefit is faster, more trustworthy insights with less manual effort, empowering teams to scale analytics and AI workflows confidently. ### 2. Much more advanced and modern alternative to Apache Airflow **Rating:** 5.0/5.0 stars **Reviewed by:** Kelvin Ngoc Nguyen L. | Staff Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** June 19, 2025 **What do you like best about Dagster?** The tool is very sophisticated, modern and suitable for almost all use-cases of data engineering. **What do you dislike about Dagster?** The learning curve at the beginning can be steep. **What problems is Dagster solving and how is that benefiting you?** Full automation of data extraction, load and transform. - [View Dagster pricing details and edition comparison](https://www.g2.com/products/dagster/reviews?section=pricing&secure%5Bexpires_at%5D=2026-08-05+17%3A39%3A00+-0500&secure%5Bsession_id%5D=ff04cb61-0817-4baa-8db0-adf504f51acb&secure%5Btoken%5D=13b03129d31f9bb92078664093f1c8c8edefa6068c4b1e39425afd58a0195497&format=llm_user) ## Dagster Features **** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot **Automation** - Workload Processing - Scalability - Intelligent Automation **Management** - Reporting - Auditing **Functionality** - Deployment-Ready Staging - Integration - Extensible **Functionality** - Integrations - Extensibility - Test Customization **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Functionality** - Real-time Analytics - Data quality monitoring - Automation - End to End visiblity **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Workflow Design & Integration - AI Orchestration** - Dependency Management - Workflow Coordination - Multi-Provider API Connectivity - Multi-Step Workflow Creation - Enterprise System Integration - Real-Time Data Pipelines **Administration** - Administration Console - Workflow Management - IT Issue Identification - Proactive Workflow - Error Alerts - Service Management **Functionality** - Extraction - Transformation - Loading - Automation - Scalability **Management** - Processes and Workflow - Reporting - Automation **Management** - Automation - Processes and Workflow - Reporting **Analytics** - Analytics capabilities - Dasboard visualizations **Management** - Anomaly identification - Single pane view - Real-time alerts - Data lineage - Integrations **Performance Optimization & Analytics - AI Orchestration** - Workflow Performance Dashboards - Workflow Reporting - Resource Utilization Monitoring - Computational Resource Management - Dynamic Scaling - Component Monitoring **** - Data Mapping - Monitoring - Charting - Integration Management - Reporting/Analytics - Ad hoc Analysis - Access Controls/Permissions - API - Match & Merge - Real-Time Monitoring - Metadata Management - Pipeline Management - Job Scheduling - Dashboard Creation - Data Storage Management - Multiple Data Sources - Data Import/Export - Generative AI - Data Quality Control - Data Connectors - Customizable Reports - Single Sign On - Version Control - Visual Analytics - Accounting Integration - Real-Time Data - eCommerce Management - AI Copilot - CRM - Data Visualization - SSL Security - Search/Filter - Real-Time Analytics - Data Capture and Transfer - Collaboration Tools - Performance Management - Data Synchronization - Drag & Drop - Data Replication - Activity Dashboard - Database Support - Workflow Management - Alerts/Notifications - Predictive Analytics - Data Migration - Third-Party Integrations - Reporting & Statistics - Data Analysis Tools **Functionality** - Job Scheduling - API / Integrations - Integrations **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation **Agentic AI - Continuous Integration** - Autonomous Task Execution - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Agentic AI - Continuous Delivery** - Autonomous Task Execution - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Governance & Compliance Controls - AI Orchestration** - Regulatory Compliance - Governance Policy Enforcement - Role-Based Access Control - Audit Trail Management - Security Protocols **** - Continuous Deployment - Source-Code Scanning - Continuous Delivery - Prioritization - Generative AI - Compliance Management - Data Import/Export - Access Controls/Permissions - Bug Tracking - Reporting/Analytics - For Developers - Issue Management - Repository Management - Workflow Management - Monitoring - Pipeline Management - Application Management - API - AI Copilot - Configuration Management - Data Storage Management - Multi-User Collaboration - Project Management - Version Control - Activity Dashboard - Data Synchronization - Lifecycle Management - Change Management - Status Tracking - Authentication - Alerts/Notifications - Automated Testing - Debugging - Approval Process Control - Build Log - Quality Assurance **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching - Real-Time Data **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Agentic AI - Data Observability** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Natural Language Interaction - Proactive Assistance **Agentic AI - Workload Automation** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Management** - Reporting - Automation - Quality Audits - Dashboard - Governance **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **** - Metadata Management - Collaboration Tools - Search/Filter - Workflow Management - AI Copilot - Third-Party Integrations - Data Synchronization - Data Import/Export - Customizable Rules - Master Data Management - Monitoring - Data Transformation - Multiple Data Sources - Self Service Portal - Customer Database - Data Verification - Data Migration - Multi-Language - Single Sign On - Duplicate Detection - Email Address Extraction - Reporting/Analytics - Data Profiling - Data Extraction - Data Mapping - Address Validation - Match & Merge - Performance Metrics - Visual Analytics - Version Control - API - Data Capture and Transfer - Access Controls/Permissions - Compliance Management - Data Discovery ## Top Dagster Alternatives - [Workato](https://www.g2.com/products/workato/reviews) - 4.7/5.0 (747 reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (533 reviews) - [GitHub](https://www.g2.com/products/github/reviews) - 4.7/5.0 (2,330 reviews)