--- title: Astro by Astronomer Reviews meta_title: 'Astro by Astronomer Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 136 reviews by the users' company size, role or industry to find out how Astro by Astronomer works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 136 scale: '5' date_modified: '2026-07-17' parent_category: name: Cloud Data Integration url: https://www.g2.com/categories/cloud-data-integration --- # Astro by Astronomer Reviews **Vendor:** Astronomer **Category:** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) **Average Rating:** 4.5/5.0 **Total Reviews:** 136 ## About Astro by Astronomer For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code. Astronomer is the driving force behind Apache Airflow™, the de facto standard for expressing data flows as code. Airflow is downloaded more than 31 million times each month and is used by hundreds of thousands of teams around the world. ## Astro by Astronomer Pros & Cons **What users like:** - Users appreciate the **ease of use** of Astro, highlighting its intuitive UI and efficient workflow management. (25 reviews) - Users appreciate the **efficiency improvement** of Astro, enhancing workflow management and saving valuable time in data processes. (14 reviews) - Users highlight the **intuitive user interface** of Astro by Astronomer, making complex workflows easy to manage and monitor. (13 reviews) - Users value the **automation features** of Astro, which streamline tasks and enhance data orchestration processes effectively. (11 reviews) - Users commend the **deployment ease** of Astro by Astronomer, facilitating reliable pipelines and efficient management of Airflow. (10 reviews) - Reliability (10 reviews) - Features (9 reviews) - Scalability (9 reviews) - Users commend the **responsive customer support** from Astro, enhancing their Airflow management experience significantly. (8 reviews) - Easy Integrations (8 reviews) **What users dislike:** - Users find Astro by Astronomer to be **expensive** , with concerns about pricing transparency and vendor lock-in for small teams. (8 reviews) - Users find the **learning difficulty** steep, requiring significant time for new team members to adapt to Astro. (8 reviews) - Users find the **steep learning curve** of Astro challenging, requiring significant time for adaptation and training. (6 reviews) - Users note that there's a **steep learning curve** for new users, requiring extra time and training to adapt. (5 reviews) - Users find the **feature limitations** of Astro restrictive, preferring more customization and transparency in pricing. (5 reviews) - Technical Issues (5 reviews) - UX Improvement (5 reviews) - Users often face **bugs and breaking changes** that disrupt workflows and complicate task management in Astro. (4 reviews) - Data Management (4 reviews) - Limited Features (4 reviews) ## Astro by Astronomer Reviews ### 1. Excellent developer and customer experience **Rating:** 5.0/5.0 stars **Reviewed by:** Juan Roberto H. | coCTO, Small-Business (50 or fewer emp.) **Reviewed Date:** August 08, 2023 **What do you like best about Astro by Astronomer?** We migrated away to GCP Composer due to their credits offerings. We're a small startup and really needed every possible financial relief we could get, otherwise we wouldn't have done so. We really miss the great UX/DX. And even when we were migrating, Astronomer generously extended our payed-credits usage beyond the contract so we could **migrate away from them without so much pressure**, and this we never asked for, it was their own proactive offering!! We will probably come back once our GCP credits run out :) **What do you dislike about Astro by Astronomer?** Previously I had as a con their pricing, but I think I need a correction here. Their pay-as-you-go option without dedicated clusters is very reasonably priced. **What problems is Astro by Astronomer solving and how is that benefiting you?** Extremely easy and user-friendly to maintain Airflow environments with the latest releases readily available and top Airflow contributors giving you support ### 2. Asro literally assists in data engineering work, making it easier and more productive. **Rating:** 5.0/5.0 stars **Reviewed by:** Lakshminarayanan K. | Data Platform Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** August 24, 2023 **What do you like best about Astro by Astronomer?** Astronomer's agent purpose-built for Airflow that can build pipelines, debug failures, investigate production incidents, and help with Airflow upgrades. When a production DAG fails you can ask it to pull the logs, analyze the failure, and propose a fix, and it's accessible from the terminal with astro otto or in the Astro IDE. Useful for cutting down incident response time. **What do you dislike about Astro by Astronomer?** sometimes sone database error Popping up **What problems is Astro by Astronomer solving and how is that benefiting you?** The tool offers a user-friendly solution for managing complex workflows through its intuitive interface. Users can easily create, schedule, and monitor intricate data pipelines, benefiting from enhanced logging and monitoring features. ### 3. Data Pipeline use case **Rating:** 5.0/5.0 stars **Reviewed by:** Vineeth D. | Enterprise (> 1000 emp.) **Reviewed Date:** August 10, 2023 **What do you like best about Astro by Astronomer?** Managed Astro setup was good.We don't need to maintain, astro itself will maintain the dags. **What do you dislike about Astro by Astronomer?** Turn more of the new workflow into GA, stable defaults. Astro IDE is still in Preview **What problems is Astro by Astronomer solving and how is that benefiting you?** Supporting integerations with different platforms. ### 4. Seamless orchestration and reliability for data analytics pipelines! **Rating:** 5.0/5.0 stars **Reviewed by:** Mayara A. | Data Analytics & BI Intern, Enterprise (> 1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** Astro makes managing Airflow in our data analytics workflows incredibly smooth. It takes away the pain of infrastructure management, allowing us to focus on building insights instead of firefighting. The UI is clean, monitoring is straightforward, and scaling is effortless. I also appreciate the reliability – critical pipelines just run without constant babysitting. For our team, this has been a huge productivity boost. **What do you dislike about Astro by Astronomer?** There’s not much to dislike. Sometimes the learning curve for new team members can be steep because of Airflow concepts, but that’s not really Astro’s fault. If anything, I’d like to see even more built-in templates or best-practice guides for common data analytics use cases. **What problems is Astro by Astronomer solving and how is that benefiting you?** What problems is Astro by Astronomer solving and how is that benefiting you? Astro is helping our FP&A data analytics team orchestrate and automate workflows that used to take a lot of manual effort. By running Airflow on Astro, we can easily move and transform data from Redshift into clean, reliable tables that power our dashboards and financial reports. This has made it much faster to build charts and insights that our business leaders rely on. The biggest benefit is consistency and trust in the data — processes run smoothly, without constant maintenance, and we spend more time analyzing results instead of fixing pipelines. ### 5. Excellent support **Rating:** 5.0/5.0 stars **Reviewed by:** Angel O. | Machine Learning Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** Astronomer has significantly improved how our team manages Airflow. What I appreciate most is the support—they are consistently available to answer our questions and offer practical guidance. Previously, we had to handle our own Airflow instance, which required a lot of preparation, learning, and time for every update. Now, with Astronomer, updates occur more frequently and seamlessly, allowing us to access the latest features without the complexity we faced before. **What do you dislike about Astro by Astronomer?** What I don’t like as much is that some features are still not fully supported. For example, Dataline or having an interface to better understand why certain pods are not starting, which can make troubleshooting more challenging in some cases. **What problems is Astro by Astronomer solving and how is that benefiting you?** In my case, the latest Airflow use case I’m working on with Astro is building a CI/CD workflow for ML models (MLOps). This includes model validation, integration testing, and deployment, all orchestrated smoothly through Airflow. Astro's managed platform makes it easier to maintain the Airflow instance with continuous updates and solid support, which helps ensure reliability and reduces downtime while I focus on delivering robust ML pipelines in production. This operational simplification benefits productivity and reduces the risk of pipeline failures due to infrastructure issues. ### 6. Streamlined Airflow orchestration with strong observability and support **Rating:** 5.0/5.0 stars **Reviewed by:** Veerendra Patil P. | Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2025 **What do you like best about Astro by Astronomer?** Astro by Astronomer makes deploying and scaling Airflow much easier. The managed environment takes care of scheduling, logging, and monitoring with very little setup required. Its integration with CI/CD tools and compatibility with both Kubernetes and cloud-native runtimes help streamline pipeline operations. Customer support and documentation are excellent, making it well-suited for enterprise use. **What do you dislike about Astro by Astronomer?** There is less flexibility for custom configuration compared to managing your own Airflow instance. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro by Astronomer enables us to orchestrate complex data pipelines across multiple sources in a scalable and reliable manner. It significantly reduces the operational overhead of manually managing Airflow clusters and offers deep visibility into DAG performance, scheduling, and failure points. As a result, our data reliability has improved, downtime has decreased, and the delivery of analytics and reporting pipelines has become much faster. ### 7. Reliable & Effortless orchestration tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** August 10, 2023 **What do you like best about Astro by Astronomer?** The new operators and functionalities that have made life easier and seamless orchestration. **What do you dislike about Astro by Astronomer?** As a data organisation we have multiple workspace, and various deployments. if the process to create various deployments is reduced, it would be great. **What problems is Astro by Astronomer solving and how is that benefiting you?** Leveraging operators to integrate and customize the connection of other tools to perform the Analytics problems. ### 8. Great for getting started with Airflow without worrying about infra setup **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Maritime | Mid-Market (51-1000 emp.) **Reviewed Date:** October 15, 2025 **What do you like best about Astro by Astronomer?** I started using Astro at my company back in 2021, focusing on Astro Hybrid deployments. Setting up a reliable Airflow cluster with proper networking and load balancing can be a complex task. Astronomer's Astro Hybrid product, however, significantly reduces the DevOps workload involved in maintaining the cluster, while still allowing you and your organization to keep control over your infrastructure and data. This lets you spend more time on what really matters: developing Airflow DAG code. Additionally, it's straightforward to spin up or tear down Airflow clusters as needed for development purposes, which is especially helpful for comprehensive end-to-end or staging tests. **What do you dislike about Astro by Astronomer?** While the support team is generally helpful, I've noticed that response times for support tickets have become increasingly slow, likely due to a growing customer base. Support is especially limited during East Asia timezones, where it can feel almost non-existent. Additionally, when dealing with more complex issues, the responses to support tickets can sometimes be vague, even when I've provided all the necessary context in my initial request. I recognize that it's challenging to address complicated problems thoroughly, particularly when communication involves both support engineers and developers. For these more involved cases, if your company has access to a dedicated Slack channel shared with Astronomer developers, I recommend using it. This direct line of communication can make it much easier to resolve issues efficiently. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro streamlines the often tedious process of setting up infrastructure with Airflow, allowing you to concentrate on what truly matters for your business: writing DAG code and deploying changes to production more efficiently. ### 9. Stellar Experience with Astronomer—Highly Recommended! **Rating:** 4.5/5.0 stars **Reviewed by:** Mayuresh P. | Senior software engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Astro by Astronomer?** Choosing the right partner, especially in complex technical domains, can be challenging, but working with Astronomer has been a truly exceptional experience. From the initial consultation to the final deployment, their team demonstrated a level of expertise and dedication that is rarely seen. What stands out most is their commitment to our success. The Astronomer team didn't just provide a solution; they acted as true partners, deeply understanding our specific needs and delivering reliable, high-performance results quickly and efficiently. Their solutions are robust, scalable, and clearly built on a foundation of deep, industry-leading knowledge. The customer support is also top-notch—responsive, knowledgeable, and always ready to go the extra mile. If you are looking for a company that combines innovation with unwavering dependability, look no further than Astronomer. They are, without a doubt, a first-rate organization. **What do you dislike about Astro by Astronomer?** The initial learning curve for the platform's advanced features was steep; a few more introductory tutorial videos would be a huge benefit for new users. This, however, is a small trade-off for the power and flexibility the platform offers. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro by Astronomer solves the major operational complexity associated with self-managing Apache Airflow at scale. Specifically, it eliminates the burden of maintaining, securing, and scaling the underlying Airflow infrastructure (schedulers, workers, Kubernetes) ### 10. Great Observability and Easy Integration, but Issues with New Airflow Version **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** October 14, 2025 **What do you like best about Astro by Astronomer?** I appreciate the observability the platform provides for all of our company's deployments. Additionally, the integration with platforms such as GitHub and Bitbucket to sync the DAGs is very useful. Deploying with the API is straightforward and user-friendly, but at the moment, I personally prefer syncing DAGs rather than including them in the image. My team always push new dags and the tool's uptime is quite good, as I have never seen any problems. **What do you dislike about Astro by Astronomer?** With the new version of airflow, I have some problems with the pods that run all the process. But nothing with astronomer. **What problems is Astro by Astronomer solving and how is that benefiting you?** A significant portion of our data processes relies on Airflow, which allows us to monitor everything through the Astronomer UI and respond quickly if any process fails. Previously, I managed a self-deployed Airflow instance on Kubernetes, but the observability features provided by Astro have noticeably improved my workflow at work. ### 11. A powerful and user-friendly platform for data workflows **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** I really like how easy it's to use, even for complex workflows. The variety of operators makes it possible to handle almost any task, which saves a lot of time. The cost-to-benefit ratio is excellent, especially considering how much effort it reduces in managing pipelines. The UI is intuitive, scaling is straightforward, and the integration with Airflow gives me confidence in its reliability. It also helps the team collaborate better by making workflows transparent and easy to monitor. **What do you dislike about Astro by Astronomer?** Documentation can sometimes feel a bit fragmented, and deeper troubleshooting guidance would be helpful. Some advanced features require extra setup or technical knowledge, which can slow down new users. Pricing can also scale up quickly for larger teams or heavy usage, so better cost visibility would be a plus. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro helps me manage complex data pipelines more efficiently and reliably. With multiple integrations available out of the box, it simplifies connecting different data sources and destinations. This reduces the amount of manual work needed and ensures that workflows run consistently at scale. It also improves collaboration across teams, since the pipelines are easier to monitor and maintain. Overall, it saves time, increases productivity, and provides peace of mind that critical data processes are running smoothly. ### 12. Top class at ease of use, with improvement points **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** Getting everything set up and running was a smooth process, thanks in part to the abundance of tutorials available for guidance. Whenever I needed assistance, the customer support team responded promptly and provided valuable help. Features can also be considered quite complete for a scheduling tool. It has also lots of integration with different types of cloud vendors, databases, and third parties. **What do you dislike about Astro by Astronomer?** I think stability can be improved further. At times, we experience a small short performance issues, for example Astro API endpoints that went down. I also feel like the support can provide a bit more insights into our environment/deployment setup. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro takes care of the technical infrastructure involved in setting up Airflow, which saves us a significant amount of time. We no longer have to be concerned about software incompatibilities or managing package versions. ### 13. Excellent Application with Open Accessibility for Support Engineers. **Rating:** 4.5/5.0 stars **Reviewed by:** Wade R. | Site Reliability Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 14, 2025 **What do you like best about Astro by Astronomer?** I appreciate the UI improvements and the ability to access run statistics. Although I haven't had the opportunity to develop directly on Astro, the integration between GitHub and Astro provides me with all the information I need to carry out my responsibilities as a product support engineer. **What do you dislike about Astro by Astronomer?** The start time vs run time can be a little misleading. I don't have many complaints about Astro, it functions well, and does what it needs to do. **What problems is Astro by Astronomer solving and how is that benefiting you?** Automating client file ingestion, building our reporting DB and creating reports for our clients. ### 14. Efficient platform for managing Airflow **Rating:** 4.5/5.0 stars **Reviewed by:** Lucas M. | Business Intelligence Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** October 15, 2025 **What do you like best about Astro by Astronomer?** I use it on a daily basis to manage Airflow environments efficiently. It simplifies Airflow orchestration with an intuitive interface and easy deployment. It’s well-documented, stable, and saves time when managing environments. **What do you dislike about Astro by Astronomer?** Some advanced configurations require manual steps or deeper platform knowledge. The pricing can be high for small teams. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro addresses the complexity of managing Airflow environments by providing a scalable platform. This reduces operational overhead and the risks associated with workflow failures, enabling a focus on process optimization rather than infrastructure management. ### 15. Effortless Airflow Management, Though Customization and Cost Could Improve **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** October 22, 2025 **What do you like best about Astro by Astronomer?** I like that Astro by Astronomer makes managing Airflow effortless — it’s reliable, scalable, and saves time by handling infrastructure, monitoring, and upgrades for you. It also improves developer productivity with built-in observability, integrations, and streamlined CI/CD. **What do you dislike about Astro by Astronomer?** It can be a bit costly, offers limited customization compared to self-hosted Airflow, and has a learning curve for new users. Some features are still maturing and can feel less flexible at times. **What problems is Astro by Astronomer solving and how is that benefiting you?** Problems solved: Removes the burden of managing orchestration infrastructure. Provides built-in pipeline observability and reliability. Let's teams focus on data logic—not tooling. Benefits: Less ops work, faster delivery. More reliable and scalable workflows. Clearer visibility into data pipelines. ### 16. My experience with Astronomer has been really great. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** I really like how Astronomer is a great tool that gives me a lot of time back with helping with data orchestration and seamless processes. **What do you dislike about Astro by Astronomer?** Sometimes I wish that Astronomer would be more intuitive and less memory intensive. Especially with starting up local instances. And better documentation for when things go awry. Also sometimes with deployments I wish that the support team was more useful with helping debug. **What problems is Astro by Astronomer solving and how is that benefiting you?** I use Astronomer to help give me a lot of time back in my day to day. I use it to help orchestrate tasks and workflows, especially when I use the DAGs. It helps automate a lot of menial processes that would otherwise take hours or even the full day. ### 17. From Infrastructure Headaches to Seamless DataOps **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Commercial Real Estate | Mid-Market (51-1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Astro by Astronomer?** The greatest strength of Astro by Astronomer is that it provides a fully managed, enterprise-grade DataOps platform built on top of Apache Airflow, effectively removing the painful burden of infrastructure management from data teams. This allows engineers to focus entirely on building data pipelines that drive business value, rather than on maintenance, scaling, or troubleshooting the orchestration system itself. **What do you dislike about Astro by Astronomer?** While Astro is a robust platform, it does present some notable drawbacks. Cost is the most frequently cited concern, as the service is considered expensive with a pricing model that lacks transparency, especially when compared to self-hosted solutions. For new users, the tool has a steep learning curve, requiring extra time for adaptation and training. Technically, there are reports of problematic dependencies (particularly with Google services) that lead to time-consuming maintenance, along with occasional bugs and breaking changes that affect system stability. Furthermore, some users feel that the data lineage functionality needs improvement to be more valid and easier to use. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro by Astronomer solves the challenge of managing and scaling Apache Airflow environments. Before using Astro, our team spent a significant amount of time handling infrastructure maintenance, dependency management, and deployment issues. With Astro’s fully managed platform, we can now focus on building, monitoring, and optimizing data pipelines that directly support business goals. This has led to greater productivity, fewer operational incidents, and faster delivery of data insights. ### 18. Astronomer: Easy Managed Airflow with Great Local Dev and Cloud Integration **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** October 14, 2025 **What do you like best about Astro by Astronomer?** Astronomer offers a nice managed Airflow service. A few things that I like: - Easy way to start new deployments/environment through the UI - Good documentation - Great support for local development using Docker - Seamless integration with Cloud provider **What do you dislike about Astro by Astronomer?** I haven't stumbled on anything so far and I have been using the tool for the past 5 months. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astronomer is helping us to manage a few instances of Airflow which are operated by distinct teams. Apart from the isolation, it helps us with automation/authentication of these environments. Astro also provides an easy way to upgrade and test new versions of Airflow. ### 19. Astronomer: The best scheduling tool **Rating:** 4.5/5.0 stars **Reviewed by:** Satyaki M. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** I appreciate the user interface, as well as how easy it is to use and to identify both failures and successes. **What do you dislike about Astro by Astronomer?** The integration of the Airflow UI leaves room for improvement. I feel it could be more seamless and user-friendly. **What problems is Astro by Astronomer solving and how is that benefiting you?** Scheduling multiple processes has become effortless for me. I am now able to schedule and keep track of anything I need for the project. ### 20. Astronomer for Data pipeline **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Online Media | Mid-Market (51-1000 emp.) **Reviewed Date:** August 09, 2023 **What do you like best about Astro by Astronomer?** Monitoring made easy by having Slack integrations. DAG status can be easily tracked with Slack alerts. Triggering the DAGs with configs enables multiple functions to be done in the same DAG by passing required params. **What do you dislike about Astro by Astronomer?** Logs retention can be improved in terms duration. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro soley fulfills the Load part of our ETL data pipelines with easy of scheduling the jobs and effectively helps in tracking the load status. Detailed history and visualization of the run history. ### 21. Ease in process automation **Rating:** 4.5/5.0 stars **Reviewed by:** Renan C. | Analista de Supply Chain, Enterprise (> 1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** It is a fully managed service that eliminates the need to manage infrastructure, providing significant improvements in the performance and execution speed of pipelines. This allows for a greater focus on business logic, without the concern of managing infrastructure. **What do you dislike about Astro by Astronomer?** The learning curve can be a bit steep for beginners, requiring some time to adapt until they feel comfortable using the tool. **What problems is Astro by Astronomer solving and how is that benefiting you?** Process automation. With Astronomer, I can create ETLs, alert systems, execute machine learning models, and meet other business needs as if they were jobs. This allows me to focus my attention on other activities. ### 22. Astronomer review rom DS/DE **Rating:** 4.5/5.0 stars **Reviewed by:** Akash J. | Principal AI Software Architect, Mid-Market (51-1000 emp.) **Reviewed Date:** October 01, 2025 **What do you like best about Astro by Astronomer?** Astronomer has been easy to use and removes the burden of managing complex dependencies. We completed a hosted migration with their team, and they were extremely supportive throughout the process. We’ve relied on it for our mission-critical data engineering and data science pipelines and it has run reliably without issues. **What do you dislike about Astro by Astronomer?** It is a very good product. There is not much to dislike about it. **What problems is Astro by Astronomer solving and how is that benefiting you?** - Solving dependecy management for Airflow - Hassle-free hosting of big data pipelines on GCP using dbt - Integration with Slack for error alerting ### 23. Efficient DAG Monitoring, Needs Improved Stability **Rating:** 4.5/5.0 stars **Reviewed by:** Just R. **Reviewed Date:** October 14, 2025 **What do you like best about Astro by Astronomer?** I find Astro by Astronomer easy and fast for identifying tags in Airflow. The filter feature allows me to search for DAGs across different environments efficiently. I appreciate the overall experience with its simple UI, and how it helps me switch deployments and find everything I need easily. **What do you dislike about Astro by Astronomer?** Sometimes the filters don't really work, maybe because there's so much data, and they crash. **What problems is Astro by Astronomer solving and how is that benefiting you?** I find the product makes identifying and filtering DAGs in Airflow easier and faster across different environments. ### 24. Seamless Data Orchestration Flow **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Consumer Services | Enterprise (> 1000 emp.) **Reviewed Date:** October 15, 2025 **What do you like best about Astro by Astronomer?** What I like best about Astro by Astronomer is how it simplifies and standardizes Airflow deployments, giving teams reliable pipelines, observability, and CI/CD integration out of the box — it turns Airflow into a truly production-ready data platform. **What do you dislike about Astro by Astronomer?** What I dislike about Astro by Astronomer is that it can feel too opinionated and dependent on Astronomer’s ecosystem, which limits flexibility for custom Airflow setups — plus, pricing and vendor lock-in can be concerns for smaller teams or self-hosted environments. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro by Astronomer solves deployment and monitoring issues in Airflow, making pipelines more stable, scalable, and easy to manage, which lets me focus on building data workflows instead of maintaining infrastructure. ### 25. User-Friendly Tool for Automating Data Pipelines **Rating:** 3.5/5.0 stars **Reviewed by:** Devesh A. | Applied Science **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** I appreciate that Astro by Astronomer automates data pipelines end-to-end, from extracting and transforming data to loading it into data warehouses and lakes. The software is user-friendly and abstracts the infrastructure setup, scaling, and sometimes even maintenance, making it easier to handle complex tasks without much hassle. **What do you dislike about Astro by Astronomer?** I would like to see some forward deployed engineers to improve the service experience. **What problems is Astro by Astronomer solving and how is that benefiting you?** I use the product to automate data pipelines, easing infrastructure setup and scaling, which makes it user-friendly and efficient. ### 26. It is very simple and effective. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Leisure, Travel & Tourism | Mid-Market (51-1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** It saves time, runs tasks on schedule, and shows clear workflows. **What do you dislike about Astro by Astronomer?** It can be hard to set up and needs some coding knowledge and operator **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro by Astronomer helps solve problems with managing and scheduling data workflows. It makes it easy to build, monitor, and fix data pipelines. This saves time, reduces errors, and lets me focus more on analyzing data instead of managing systems ### 27. Effortless Scheduling with Flexible Configurations **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Leisure, Travel & Tourism | Enterprise (> 1000 emp.) **Reviewed Date:** October 27, 2025 **What do you like best about Astro by Astronomer?** It's easy to schedule tasks using different configurations. **What do you dislike about Astro by Astronomer?** There is no filtering by logical date or user. This makes it challenging to determine both when and who ran the DAG. The issue becomes even more noticeable when adjusting the display from 50 to 100 runs. **What problems is Astro by Astronomer solving and how is that benefiting you?** Scheduling complex workflows ### 28. Astro Simplifies DevOps, Reducing Team Needs **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Law Practice | Mid-Market (51-1000 emp.) **Reviewed Date:** October 17, 2025 **What do you like best about Astro by Astronomer?** Astro reduces the necessity for a dedicated DevOps team member. **What do you dislike about Astro by Astronomer?** Some of the tasks provided by Astro have more limited capabilities compared to Airflow, and in certain areas, such as alerts, they are not as effective. **What problems is Astro by Astronomer solving and how is that benefiting you?** We use Airflow as our orchestrator, which allows us to monitor the progress of our pipelines. ### 29. Very pleasant and easy going **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Public Relations and Communications | Small-Business (50 or fewer emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** Management of the deployments and in general the documentation **What do you dislike about Astro by Astronomer?** The DAGs view from the Astro website. I prefer to jump directly into the Airflow deployment to find the DAGs that I want **What problems is Astro by Astronomer solving and how is that benefiting you?** It allows to manage our Airflow deployments easily and also the documentation is really good. Additionally, I love the setup for testing it locally. ### 30. good design, easy to use **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** I think the UI UX is well designed for someone new to understand the product quickly and use it seamlessly **What do you dislike about Astro by Astronomer?** When too many jobs are done on a single day at similar times the astronomer may crash **What problems is Astro by Astronomer solving and how is that benefiting you?** The basic airflow functionality ### 31. BI software Engineer since last 10 year, works on snowflake, dbt, airflow **Rating:** 5.0/5.0 stars **Reviewed by:** Mehul K. | Senior BI Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Astro by Astronomer?** The platform offers straightforward code deployment and provides managed Airflow, making it convenient to set up and maintain workflows. **What do you dislike about Astro by Astronomer?** The cost is quite high, but it does save a significant amount of time when setting up Airflow. **What problems is Astro by Astronomer solving and how is that benefiting you?** Managing the cloud server for the Airflow backend is very straightforward. ### 32. great product for data teams **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** User-friendly interface, improving workflow management and ease of adoption. **What do you dislike about Astro by Astronomer?** High learning curve for new users, requiring more time to explain concepts. **What problems is Astro by Astronomer solving and how is that benefiting you?** Allows data teams to focus on building reliable data products rather than managing complex systems. ### 33. User friendly and easy to use interface and reliable infrastructure **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2025 **What do you like best about Astro by Astronomer?** User friendly UX and Reliable Infra using Kubernetes Cluster **What do you dislike about Astro by Astronomer?** Lots of cases, I have to go into Airflow UI for trouble shooting and debugging **What problems is Astro by Astronomer solving and how is that benefiting you?** Used to orchestrate DAG fo ML features ### 34. Pretty easy to setup. Support is responsive. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Astro by Astronomer?** Great support. Leading the changes in Airflow **What do you dislike about Astro by Astronomer?** The cost is somewhat high, but I appreciate not having to manage the infrastructure myself. **What problems is Astro by Astronomer solving and how is that benefiting you?** Removes the need to manage airflow infra. ### 35. Good automation but with a few rough edges **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** October 06, 2025 **What do you like best about Astro by Astronomer?** I like that its managed, and its the best way to get into airflow by far. **What do you dislike about Astro by Astronomer?** Not as transparent in terms of pricing, i can host airflow locally myself and save money. They have to work more to support the core features for the enterprise. **What problems is Astro by Astronomer solving and how is that benefiting you?** Its a highly programmable platform for data pipeline creation. ### 36. Astronmer env **Rating:** 4.5/5.0 stars **Reviewed by:** Suneel P. | Associate Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** July 29, 2025 **What do you like best about Astro by Astronomer?** We have used the astronmer environment for the airflow , it's easier and flexible **What do you dislike about Astro by Astronomer?** I worked as associate level. All are good **What problems is Astro by Astronomer solving and how is that benefiting you?** All are worked fine for my project as required. All the functions worked properly ### 37. Excelent Airflow as a Service Platform **Rating:** 4.5/5.0 stars **Reviewed by:** Diogo F. | Enterprise (> 1000 emp.) **Reviewed Date:** March 18, 2024 **What do you like best about Astro by Astronomer?** With Astronomer we don't need to worry about the infrastructure, everything is abstracted to us, we just need to click a few times to implement a new deployment (very easy) access the Astronomer UI, and start doing things. This improved our team's speed to develop new solutions a lot! Astronomer became our daily tool for workflow management. Avoiding wasting time with deployments and machines and focusing on what is truly important, the business. Having the most recent version of airflow available one day after the release is a plus, we can count on the bug fixes and new features as fast as possible (faster than if we had our airflow solution or any other SaaS). The airflow support team has helped us to unblock many problems, most of them about how Airflow works and the best use of the tool, also we were able to deploy easily every single integration that we use with our current cloud provider. **What do you dislike about Astro by Astronomer?** Astronomer still lacks some "premium features", something that is not available at opensource version of Airflow. I know that we have some extra tools like lineage (this one needs a lot more of attention from astronomers team to be something easy and valid to use) and the "cloud ide" which is a great idea however needs more completeness, for example it lacks the ability to simply install private libraries or connect with macro functions (like jinja) from our SQL definition. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astronomer is our main workflow tool. We use it for all the data pipelines that we create. Orchestrating every data transformation using SQL + Jinja and with Redshift as a data warehouse, we are able to run 100% of our data platform workflows inside Astronomer. The new pricing model based not on task execution but in resources usage was a game change for us! Now we can create dags as they should, using all the best practices. ### 38. Data Scientist using Astronomer for custom ETLs and ML **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Games | Enterprise (> 1000 emp.) **Reviewed Date:** April 19, 2024 **What do you like best about Astro by Astronomer?** I like that it is flexible, well documented, has good support. Its UI is pleasing too. It's fast, allows to schedule lots differents jobs by nature (data engineering, ML models, MLOps, etc). It's overall a fantastic orchestration service. **What do you dislike about Astro by Astronomer?** I wish it was easier to see duration of each task over the recent runs. I also wish we didn't have to have all our ETLs in one github repository as it makes going from dev to prod messy at times. I would love to see even more training for new people. As an experienced user it clearly has a high learning curve and find myself having to explain stuff a lot to people! Quite a lot of breaking changes with google dependencies especially - can be quite time consuming to just maintain the instances running despite no changes to code. **What problems is Astro by Astronomer solving and how is that benefiting you?** Primarily it is a simple interface to orchestrate jobs on GCP - that's it. It allows me to run big data jobs fluidly, and allows me to easily see when a job hasn't run. ### 39. Stable Platform with good service **Rating:** 5.0/5.0 stars **Reviewed by:** Neeraj V. | Enterprise (> 1000 emp.) **Reviewed Date:** December 17, 2023 **What do you like best about Astro by Astronomer?** I like the fact that they have come a long way from being a startup supporting opensource airflow to becoming an enterprise focusing on what their customers want. They have a history of feature rich development to provide best cutomer support. Their dev and production enviornment deployment via CI/CD provide an ease of implementation and integration of Airflow for their customers. I find the system easy to use that gives me confidence. They had their ups and downs as an orgination but they have come a long way from there. I am happy to say Fanduel 's decion to use Astronomer has proven to be a good success. **What do you dislike about Astro by Astronomer?** There are no major problems in using Astro but some quirks here and there. Overall I like the way they are building the product and support Airflow. **What problems is Astro by Astronomer solving and how is that benefiting you?** They are providing a stable platform on Kubernetes to run our big workload orchestration of around thousand data piplines and they are doing a very good job. ### 40. Great product and collaboration **Rating:** 5.0/5.0 stars **Reviewed by:** Nazli M. | Manager, Data Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** December 09, 2022 **What do you like best about Astro by Astronomer?** The Astro by Astronomer is a well-engineered product with the flexibility to use The talent at Astronomer makes the process as smooth as possible The team is supportive and very knowledgeable **What do you dislike about Astro by Astronomer?** The experience of using astronomer for the migration of existing DAGs and new developments has been great, and all positive. **What problems is Astro by Astronomer solving and how is that benefiting you?** Migration of existing pipelines to Astronomer and continuing new development using Astronomer ### 41. Best Way to take the pain out of Airflow **Rating:** 5.0/5.0 stars **Reviewed by:** Michael V. | Mid-Market (51-1000 emp.) **Reviewed Date:** October 26, 2023 **What do you like best about Astro by Astronomer?** I've worked with Airflow for the last 6 year, both administering it myself and using managed services like AWS MWAA. In my opinion Astronomer is the only feasible managed service currently available for Airflow. It's the first managed service I've used that does not entail a surprising number of performance bugs even when used only as an orchestration engine (which generally deferable functionality has resolved), and the only approach I would recommend if you want to also use it as an execution engine in its own right. In our use case, our per deployment costs were cut in half relative to AWS MWAA. Additionally it greatly increases ease of use, so non-engineering teams can make use of it with minimal need for engineering staff once it's set up. Additionally, customer service is excellent. Always a response time proportional to the level of severity, and even complex bug fixes (generally caused by underlying Airflow libraries, not Astronomer itself) that have popped up had tested fixes available within a few days. If you're using Airflow for a non-trivial, production workload and not managing the cluster yourself, I don't think there's any other way to go than Astronomer. **What do you dislike about Astro by Astronomer?** Typical painpoints of using a managed service and the limited access that entails, particularly around the shared-compute cluster options and lack of CLI access to remote deployments. That they're serious about addressing with developing new features to ease these painpoints shows they take issues of access more seriously than most managed service providers (Airflow-based and beyond). **What problems is Astro by Astronomer solving and how is that benefiting you?** Complex orchestration of all data ingestion and processing at our company, which ingests data from numerous third party media entities and internally-owned web applications. Will also soon be used in orchestrating MLOps platform ### 42. Best product for a startup **Rating:** 5.0/5.0 stars **Reviewed by:** Hannah L. | Senior Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** October 28, 2023 **What do you like best about Astro by Astronomer?** When working at a startup with limited resources, we don't have time to worry about self-managing Airflow. Astronomer enabled us to get started with Airflow very quickly without the hassel of setting it up ourselves or worrying about as much maintenance. The customer support is amazing. The field engineer assigned to us is very smart and proactive to make sure all of our requirements are met. **What do you dislike about Astro by Astronomer?** Nothing to dislike. I've worked at companies where we self-hosted Airflow which was such a hassel. Astronomer makes everything so much easier. **What problems is Astro by Astronomer solving and how is that benefiting you?** -Don't have to worry about self-hosting -Less time spent on maintenance -Local development is so easy -Deployment processes is very quick and efficient -Very easy to update requirements -Thorough documentation ### 43. Great option for easy Airflow **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** October 31, 2023 **What do you like best about Astro by Astronomer?** Easy to implement and maintain. Setup is pretty quick and the painful parts of managing Airflow are removed. Deploying and upgrading are simple. Also very easy to get a local environment up and running, which is a big win. The Docker based deployments make it easy to test out version upgrading locally before deploying. Astro CLI is great for implementing a CI/CD process. Customer service team has been great to work with - very responsive and quick to escalate to more technical team members as needed. Overall a great option for easy Airflow deployment - I can mostly forget about the infrastrcuture and just focus on pipeline development. **What do you dislike about Astro by Astronomer?** Astronomer has rolled out a few new features and/or products over the past year or so that have looked great in the marketing material and demos, but have been less impressive under the hood. Cloud IDE being the latest. Great potential, just still a bit half baked and not worth encorporating on my current project (yet). Great to see Astro consistently working towards value adding features though. Relatively high price - probably wouldn't be worth it for smaller use cases or companies. **What problems is Astro by Astronomer solving and how is that benefiting you?** Managing Airflow - relatively pain free via Astronomer. Great support from their team to helps with any issues - nice to be able to take advantage of their Airflow expertise and experience. Overall improves Airflow ease of use - in comparison to self managed or other managed options. ### 44. Astronomer made running Airflow easy **Rating:** 5.0/5.0 stars **Reviewed by:** Waqar A. | Small-Business (50 or fewer emp.) **Reviewed Date:** August 08, 2023 **What do you like best about Astro by Astronomer?** I can solely focus on my development without worrying about infra side issues. Before moving to Astronomer, most of my time spent searching about 'Task not getting queued', 'Zombie processes' 'Scheduler not running'... nad never got enough time for development. Astronomer made it super easy for me. That's why this is the third project I'm doing where I've recommended Astronomer to the client as a freelancer in their team. **What do you dislike about Astro by Astronomer?** I never got anything bad up until now. Just also wanted have access to Airflow side CLI to execute certain commands which I sometimes need for stuff like bulk backfilling etc. And very recently had an issue with getting in touch with support with one of my query. **What problems is Astro by Astronomer solving and how is that benefiting you?** All the developers in the team only focus on development. We only had to spend time to setup CI/CD once and everything is sorted now. We never have to manually check if Airflow is up, scheduler and workers are running. Also local setup is extremely simple with just like 3 commands to spin up your personal Airflow instance locally. Save so much time. ### 45. If you have the capital, it's the best of the bunch **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.) **Reviewed Date:** November 28, 2023 **What do you like best about Astro by Astronomer?** Of the three best known managed Airflow options (MWAA, Cloud Composer, Astronomer), I think Astronomer is the most streamlined and easy-to-use. The Docker image/runtime is well thought out, and the hybrid managed Dataplane option has sensible ways of doing things and removes the burden of maintaining the deployment. I love the Astro CLI and how easy it is to customize the base Airflow image they provide. The docs are good and they are closest to the actual core Airflow community. **What do you dislike about Astro by Astronomer?** Pricier than the other two, but IMO the extra features are well worth it. Charging by task run also requires care. Outside of pricing/cost though... it's great. I gave them a 9 instead of a 10 because of the cost. **What problems is Astro by Astronomer solving and how is that benefiting you?** Workflow orchestration/data pipelines. ### 46. Streamlining Data Workflow Excellence: Perspective Astronomer for Airflow DAG Management **Rating:** 4.0/5.0 stars **Reviewed by:** Lorenzo C. | Enterprise (> 1000 emp.) **Reviewed Date:** August 09, 2023 **What do you like best about Astro by Astronomer?** Astronomer has transformed my data pipeline journey as a software engineer. Its intuitive interface and drag-and-drop functionality make designing and troubleshooting Airflow DAGs a breeze. Real-time visualization offers quick insights into DAG runs, enhancing monitoring. Collaborative features and scalability seal the deal, making it a must-have tool for managing projects of any size. **What do you dislike about Astro by Astronomer?** While Astronomer is a game-changer, there's room for growth. New users might face a slight learning curve despite the user-friendly interface. Expanding the range of pre-built operators would add flexibility. Although the documentation is decent, more detailed guides, especially for advanced features, would be a welcome addition. Overall, refinement in these areas would enhance the experience even more. **What problems is Astro by Astronomer solving and how is that benefiting you?** Simplifies complex DAG management, provides real-time monitoring and visualization, help us collaborate and do version control, make the growing workloads scalable, and make troubleshooting and debugging more efficient ### 47. Using Astronomer for 12 months in a data engineering team **Rating:** 4.0/5.0 stars **Reviewed by:** Silvia H. | Enterprise (> 1000 emp.) **Reviewed Date:** August 09, 2023 **What do you like best about Astro by Astronomer?** The fact that it is a SaaS lets our team focus on the coding side; it is quite simple to start using Airflow as you can skip all the initial setups. This is particularly useful for those teams that started using Python and are more distant from the infra side (i.e. data Scientists, analysts, etc.). **What do you dislike about Astro by Astronomer?** I feel that the monitoring dashboard is not rich enough in all circumstances so that we can fully understand possible issues there. For instance, there is no option for accessing KubernetesPod settings alongside our cloud account. **What problems is Astro by Astronomer solving and how is that benefiting you?** It has become a powerful resource in the team to quickly deploy Python scripts, being our use cases mainly focused on ETL pipelines. It is also easy for us to provide a workspace to other teams so that they can run their scripts easily too. ### 48. Astronomer Powered Airflow **Rating:** 5.0/5.0 stars **Reviewed by:** Karthik D. | Mid-Market (51-1000 emp.) **Reviewed Date:** September 05, 2023 **What do you like best about Astro by Astronomer?** Ease of setting up and launching Airflow in production. Suits well for teams which have limited data engineering capacity and allows to focus more on the business logic for the pipelines. **What do you dislike about Astro by Astronomer?** Have been using the product for 3 months now. I do not see any limitations per se with the Astro itself. It used to have very limited functionality for integrating dbt projects but with the latest release, this concern is addressed. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro is solving the major pain point of managing the Airflow instance and allowing users to focus on the actual pipelines. This allowed us to go live in production for our data workload automation in a very short time. ~ 1 Month ### 49. Best Orchestration **Rating:** 5.0/5.0 stars **Reviewed by:** Premkumar G. | Mid-Market (51-1000 emp.) **Reviewed Date:** August 10, 2023 **What do you like best about Astro by Astronomer?** - Till date , best Orchestration tool in Market. - Ability to integrate multiple tools,services across Market. - Better UI till date to see job status. - Easy of use . - Various Executor based on use case(celery , kubernetes) **What do you dislike about Astro by Astronomer?** - Cost transperancy could be improved. - Library guidelines needs to be stated clearly. - Detailed loggin would be beneficial for issue tracking. - In windows, we are facing frequent UI loading issue. **What problems is Astro by Astronomer solving and how is that benefiting you?** - Best Orchestration in terms of integrating multiple platforms,services. - Since it is in Python , easy for developers to write a code and deploy it. - User friendly UI to find the failure ,Sucess status and Mail integration to track the Job status quickly. ### 50. Best in Orchestration **Rating:** 4.5/5.0 stars **Reviewed by:** Vinod B. | Data Warehouse Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 09, 2023 **What do you like best about Astro by Astronomer?** - Astro is a very easy-to-use platform. - The Astro CLI makes it simple to manage your Airflow deployments from the command line, and the Astro UI is user-friendly and well-designed -. Being a Managed platform developer can more focus on providing business solutions. **What do you dislike about Astro by Astronomer?** Costing is sometimes not transparent and the COSMOS library is still something we can do and add new features as it is restricted on to DBT and hoping it can also give addition view if added for DLT tables. **What problems is Astro by Astronomer solving and how is that benefiting you?** Astro helps to develop the pipeline with minimal effort which give the best view of DAG in web UI. also being 24/7 support the issues and clarification are being rectified. ## Astro by Astronomer Discussions - [What is your experience with Astro by Astronomer for data orchestration, and what challenges have you faced?](https://www.g2.com/discussions/what-is-your-experience-with-astro-by-astronomer-for-data-orchestration-and-what-challenges-have-you-faced) - [What is Astro by Astronomer used for?](https://www.g2.com/discussions/what-is-astro-by-astronomer-used-for) - [View Astro by Astronomer pricing details and edition comparison](https://www.g2.com/products/astro-by-astronomer/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-17+01%3A22%3A43+-0500&secure%5Bsession_id%5D=e19f085d-de54-4559-9e61-384e8d3cdbe9&secure%5Btoken%5D=d485b4ee36827cc6e4b0ba76b51e73ad3910978ba2c067001ef06052dcf2924f&format=llm_user) ## Astro by Astronomer Features **Automation** - Workload Processing - Scalability - Intelligent Automation **Data Management** - Data Integration - Data Discovery - Multi - Platform - Metadata **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 **Analytics** - Data Analytics **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 **Functionality** - Job Scheduling - API / Integrations - Integrations **Security** - Compliance - Governance - Data Protection **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation **Governance & Compliance Controls - AI Orchestration** - Regulatory Compliance - Governance Policy Enforcement - Role-Based Access Control - Audit Trail Management - Security Protocols **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization **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 **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Data Fabric** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making ## Top Astro by Astronomer Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,316 reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (527 reviews) - [PagerDuty](https://www.g2.com/products/pagerduty/reviews) - 4.5/5.0 (944 reviews)