# Top 10 Astro by Astronomer Alternatives & Competitors **Average Rating:** 4.5/5 **Total Number of Reviews:** 136 Looking for alternatives or competitors to Astro by Astronomer? Big Data Integration Platforms is a widely used technology, and many people are seeking innovative, productive software solutions with parallel processing, data chunker, and big data connectors. Other important factors to consider when researching alternatives to Astro by Astronomer include features. The best overall Astro by Astronomer alternative is Databricks. Other similar apps like Astro by Astronomer are Monte Carlo, PagerDuty, Hightouch, and Google Cloud BigQuery. Astro by Astronomer alternatives can be found in [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) but may also be in [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse) or [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution). ## Best Paid & Free Alternatives to Astro by Astronomer - [Databricks](https://www.g2.com/products/databricks/reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - [PagerDuty](https://www.g2.com/products/pagerduty/reviews) - [Hightouch](https://www.g2.com/products/hightouch/reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - [Workato](https://www.g2.com/products/workato/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) ## Top 10 Alternatives to Astro by Astronomer Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Astro by Astronomer stacks up to the competition, check reviews from current & previous users in industries like Information Technology and Services, Online Media, and Media Production, and find the best product for your business. ### 1. [Databricks](https://www.g2.com/products/databricks/reviews) By Databricks Inc. **Average Rating:** 4.6/5 **Total Reviews:** 1,348 Making big data simple Reviewers say compared to Astro by Astronomer, Databricks is: - More expensive - Better at meeting requirements Categories in common with Astro by Astronomer: [DataOps Platforms](https://www.g2.com/categories/dataops-platforms) **Compare:** [Astro by Astronomer vs Databricks](https://www.g2.com/compare/astro-by-astronomer-vs-databricks) **Compare Databricks with other alternatives:** - [Databricks vs Monte Carlo](https://www.g2.com/compare/databricks-vs-monte-carlo) - [Databricks vs PagerDuty](https://www.g2.com/compare/databricks-vs-pagerduty) - [Databricks vs Hightouch](https://www.g2.com/compare/databricks-vs-hightouch) - [Databricks vs Google Cloud BigQuery](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) - [Databricks vs Workato](https://www.g2.com/compare/databricks-vs-workato) - [Databricks vs Snowflake](https://www.g2.com/compare/databricks-vs-snowflake) - [Databricks vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-databricks) - [Databricks vs UiPath Agentic Automation](https://www.g2.com/compare/databricks-vs-uipath-agentic-automation) - [Databricks vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-databricks) ### 2. [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) By Monte Carlo **Average Rating:** 4.3/5 **Total Reviews:** 531 Monte Carlo is the first end-to-end solution to prevent broken data pipelines. Monte Carlo’s solution delivers the power of data observability, giving data engineering and analytics teams the ability to solve the costly problem of data downtime. Reviewers say compared to Astro by Astronomer, Monte Carlo is: - Easier to do business with - More expensive - Better at support Categories in common with Astro by Astronomer: [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Observability](https://www.g2.com/categories/data-observability) **Compare:** [Astro by Astronomer vs Monte Carlo](https://www.g2.com/compare/astro-by-astronomer-vs-monte-carlo) **Compare Monte Carlo with other alternatives:** - [Monte Carlo vs Databricks](https://www.g2.com/compare/databricks-vs-monte-carlo) - [Monte Carlo vs PagerDuty](https://www.g2.com/compare/monte-carlo-vs-pagerduty) - [Monte Carlo vs Hightouch](https://www.g2.com/compare/hightouch-vs-monte-carlo) - [Monte Carlo vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-monte-carlo) - [Monte Carlo vs Workato](https://www.g2.com/compare/monte-carlo-vs-workato) - [Monte Carlo vs Snowflake](https://www.g2.com/compare/monte-carlo-vs-snowflake) - [Monte Carlo vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-monte-carlo) - [Monte Carlo vs UiPath Agentic Automation](https://www.g2.com/compare/monte-carlo-vs-uipath-agentic-automation) - [Monte Carlo vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-monte-carlo) ### 3. [PagerDuty](https://www.g2.com/products/pagerduty/reviews) By PagerDuty **Average Rating:** 4.5/5 **Total Reviews:** 967 PagerDuty is an end-to-end incident management and response platform that provides developers, IT operations, and business stakeholders the insights they need to resolve and prevent business-impacting incidents quickly. PagerDuty makes it easy to monitor your infrastructure, set up on-call schedules, establish escalation policies, create automated workflows, and alert the right people at the right time. Reviewers say compared to Astro by Astronomer, PagerDuty is: - Better at meeting requirements Categories in common with Astro by Astronomer: [Workload Automation](https://www.g2.com/categories/workload-automation) **Compare:** [Astro by Astronomer vs PagerDuty](https://www.g2.com/compare/astro-by-astronomer-vs-pagerduty) **Compare PagerDuty with other alternatives:** - [PagerDuty vs Databricks](https://www.g2.com/compare/databricks-vs-pagerduty) - [PagerDuty vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-pagerduty) - [PagerDuty vs Hightouch](https://www.g2.com/compare/hightouch-vs-pagerduty) - [PagerDuty vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-pagerduty) - [PagerDuty vs Workato](https://www.g2.com/compare/pagerduty-vs-workato) - [PagerDuty vs Snowflake](https://www.g2.com/compare/pagerduty-vs-snowflake) - [PagerDuty vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-pagerduty) - [PagerDuty vs UiPath Agentic Automation](https://www.g2.com/compare/pagerduty-vs-uipath-agentic-automation) - [PagerDuty vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-pagerduty) ### 4. [Hightouch](https://www.g2.com/products/hightouch/reviews) By Hightouch **Average Rating:** 4.6/5 **Total Reviews:** 399 Hightouch is the easiest way to sync customer data into your tools like CRMs, email tools, and Ad networks. Sync data from any source (data warehouse, spreadsheets) to 70+ tools, using SQL or a point-and-click UI, without relying on favors from Engineering. For example, you can sync data on how leads are using your product to your CRM so that your sales reps can personalize messages and unlock product-led growth. Reviewers say compared to Astro by Astronomer, Hightouch is: - Easier to do business with - Easier to set up - Better at support Categories in common with Astro by Astronomer: [DataOps Platforms](https://www.g2.com/categories/dataops-platforms) **Compare:** [Astro by Astronomer vs Hightouch](https://www.g2.com/compare/astro-by-astronomer-vs-hightouch) **Compare Hightouch with other alternatives:** - [Hightouch vs Databricks](https://www.g2.com/compare/databricks-vs-hightouch) - [Hightouch vs Monte Carlo](https://www.g2.com/compare/hightouch-vs-monte-carlo) - [Hightouch vs PagerDuty](https://www.g2.com/compare/hightouch-vs-pagerduty) - [Hightouch vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-hightouch) - [Hightouch vs Workato](https://www.g2.com/compare/hightouch-vs-workato) - [Hightouch vs Snowflake](https://www.g2.com/compare/hightouch-vs-snowflake) - [Hightouch vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-hightouch) - [Hightouch vs UiPath Agentic Automation](https://www.g2.com/compare/hightouch-vs-uipath-agentic-automation) - [Hightouch vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-hightouch) ### 5. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) By Google **Average Rating:** 4.5/5 **Total Reviews:** 1,223 Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data. Categories in common with Astro by Astronomer: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) **Compare:** [Astro by Astronomer vs Google Cloud BigQuery](https://www.g2.com/compare/astro-by-astronomer-vs-google-cloud-bigquery) **Compare Google Cloud BigQuery with other alternatives:** - [Google Cloud BigQuery vs Databricks](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Monte Carlo](https://www.g2.com/compare/google-cloud-bigquery-vs-monte-carlo) - [Google Cloud BigQuery vs PagerDuty](https://www.g2.com/compare/google-cloud-bigquery-vs-pagerduty) - [Google Cloud BigQuery vs Hightouch](https://www.g2.com/compare/google-cloud-bigquery-vs-hightouch) - [Google Cloud BigQuery vs Workato](https://www.g2.com/compare/google-cloud-bigquery-vs-workato) - [Google Cloud BigQuery vs Snowflake](https://www.g2.com/compare/google-cloud-bigquery-vs-snowflake) - [Google Cloud BigQuery vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs UiPath Agentic Automation](https://www.g2.com/compare/google-cloud-bigquery-vs-uipath-agentic-automation) - [Google Cloud BigQuery vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-google-cloud-bigquery) ### 6. [Workato](https://www.g2.com/products/workato/reviews) By Workato **Average Rating:** 4.7/5 **Total Reviews:** 778 The only intelligent automation platform that enables both business users and IT to build, operate and rollout app and data integration, process and workflow automation, in a single platform - without compromising security and governance. Reviewers say compared to Astro by Astronomer, Workato is: - Easier to do business with - Better at support - Easier to admin Categories in common with Astro by Astronomer: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [AI Orchestration](https://www.g2.com/categories/ai-orchestration) **Compare:** [Astro by Astronomer vs Workato](https://www.g2.com/compare/astro-by-astronomer-vs-workato) **Compare Workato with other alternatives:** - [Workato vs Databricks](https://www.g2.com/compare/databricks-vs-workato) - [Workato vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-workato) - [Workato vs PagerDuty](https://www.g2.com/compare/pagerduty-vs-workato) - [Workato vs Hightouch](https://www.g2.com/compare/hightouch-vs-workato) - [Workato vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-workato) - [Workato vs Snowflake](https://www.g2.com/compare/snowflake-vs-workato) - [Workato vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-workato) - [Workato vs UiPath Agentic Automation](https://www.g2.com/compare/uipath-agentic-automation-vs-workato) - [Workato vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-workato) ### 7. [Snowflake](https://www.g2.com/products/snowflake/reviews) By Snowflake, Inc. **Average Rating:** 4.5/5 **Total Reviews:** 756 Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Reviewers say compared to Astro by Astronomer, Snowflake is: - Easier to set up - Better at meeting requirements Categories in common with Astro by Astronomer: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) **Compare:** [Astro by Astronomer vs Snowflake](https://www.g2.com/compare/astro-by-astronomer-vs-snowflake) **Compare Snowflake with other alternatives:** - [Snowflake vs Databricks](https://www.g2.com/compare/databricks-vs-snowflake) - [Snowflake vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-snowflake) - [Snowflake vs PagerDuty](https://www.g2.com/compare/pagerduty-vs-snowflake) - [Snowflake vs Hightouch](https://www.g2.com/compare/hightouch-vs-snowflake) - [Snowflake vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-snowflake) - [Snowflake vs Workato](https://www.g2.com/compare/snowflake-vs-workato) - [Snowflake vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-snowflake) - [Snowflake vs UiPath Agentic Automation](https://www.g2.com/compare/snowflake-vs-uipath-agentic-automation) - [Snowflake vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-snowflake) ### 8. [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) By Amazon Web Services (AWS) **Average Rating:** 4.3/5 **Total Reviews:** 404 Amazon Redshift is a fast, fully managed data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL and your existing Business Intelligence (BI) tools. Categories in common with Astro by Astronomer: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) **Compare:** [Astro by Astronomer vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-astro-by-astronomer) **Compare Amazon Redshift with other alternatives:** - [Amazon Redshift vs Databricks](https://www.g2.com/compare/amazon-redshift-vs-databricks) - [Amazon Redshift vs Monte Carlo](https://www.g2.com/compare/amazon-redshift-vs-monte-carlo) - [Amazon Redshift vs PagerDuty](https://www.g2.com/compare/amazon-redshift-vs-pagerduty) - [Amazon Redshift vs Hightouch](https://www.g2.com/compare/amazon-redshift-vs-hightouch) - [Amazon Redshift vs Google Cloud BigQuery](https://www.g2.com/compare/amazon-redshift-vs-google-cloud-bigquery) - [Amazon Redshift vs Workato](https://www.g2.com/compare/amazon-redshift-vs-workato) - [Amazon Redshift vs Snowflake](https://www.g2.com/compare/amazon-redshift-vs-snowflake) - [Amazon Redshift vs UiPath Agentic Automation](https://www.g2.com/compare/amazon-redshift-vs-uipath-agentic-automation) - [Amazon Redshift vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/amazon-redshift-vs-automation-anywhere-agentic-process-automation) ### 9. [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) By UiPath **Average Rating:** 4.6/5 **Total Reviews:** 7,582 UiPath enables business users with no coding skills to design and run robotic process automation Reviewers say compared to Astro by Astronomer, UiPath Agentic Automation is: - Better at meeting requirements - More usable Categories in common with Astro by Astronomer: [AI Orchestration](https://www.g2.com/categories/ai-orchestration) **Compare:** [Astro by Astronomer vs UiPath Agentic Automation](https://www.g2.com/compare/astro-by-astronomer-vs-uipath-agentic-automation) **Compare UiPath Agentic Automation with other alternatives:** - [UiPath Agentic Automation vs Databricks](https://www.g2.com/compare/databricks-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs PagerDuty](https://www.g2.com/compare/pagerduty-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Hightouch](https://www.g2.com/compare/hightouch-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Workato](https://www.g2.com/compare/uipath-agentic-automation-vs-workato) - [UiPath Agentic Automation vs Snowflake](https://www.g2.com/compare/snowflake-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-uipath-agentic-automation) - [UiPath Agentic Automation vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-uipath-agentic-automation) ### 10. [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) By Automation Anywhere **Average Rating:** 4.5/5 **Total Reviews:** 5,612 Automation Anywhere Enterprise is an RPA platform architected for the digital enterprise. Categories in common with Astro by Astronomer: [AI Orchestration](https://www.g2.com/categories/ai-orchestration) **Compare:** [Astro by Astronomer vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/astro-by-astronomer-vs-automation-anywhere-agentic-process-automation) **Compare Automation Anywhere Agentic Process Automation with other alternatives:** - [Automation Anywhere Agentic Process Automation vs Databricks](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-databricks) - [Automation Anywhere Agentic Process Automation vs Monte Carlo](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-monte-carlo) - [Automation Anywhere Agentic Process Automation vs PagerDuty](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-pagerduty) - [Automation Anywhere Agentic Process Automation vs Hightouch](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-hightouch) - [Automation Anywhere Agentic Process Automation vs Google Cloud BigQuery](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-google-cloud-bigquery) - [Automation Anywhere Agentic Process Automation vs Workato](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-workato) - [Automation Anywhere Agentic Process Automation vs Snowflake](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-snowflake) - [Automation Anywhere Agentic Process Automation vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-automation-anywhere-agentic-process-automation) - [Automation Anywhere Agentic Process Automation vs UiPath Agentic Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-uipath-agentic-automation) --- ## Astro by Astronomer Alternatives FAQs ### How does Astro by Astronomer compare to Databricks? According to G2 data, [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) holds a 4.5-star average rating from 136 reviews, while [Databricks](https://www.g2.com/products/databricks/reviews) has a slightly higher 4.6-star average from 803 reviews. Both products score equally on Ease of Setup (8.7), but Astro leads Databricks by 0.2 points in Ease of Admin (8.8 vs 8.6) and by 0.1 points in Better at Support (8.9 vs 8.8). Astro also scores 0.1 points higher in Usability (9.0 vs 8.9) and Easier to Do Business With (9.0 vs 8.9). Databricks, however, leads marginally in Meeting Requirements (9.0 vs 8.9). User sentiment highlights that Astro by Astronomer is praised for ease of use (25 mentions), efficiency improvements (14 mentions), user interface (13 mentions), automation (11 mentions), deployment ease (10 mentions), and reliability (10 mentions). Conversely, its main drawbacks include learning difficulty (8 mentions) and expense (8 mentions). Databricks is lauded for its extensive features (192 mentions), ease of use (155 mentions), integrations (141 mentions), collaboration (114 mentions), analytics (113 mentions), scalability (111 mentions), and machine learning integration (106 mentions). Its primary cons are learning curve (78 mentions), expense (71 mentions), and complexity (45 mentions). Overall, [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) excels in usability, support, and administration, making it suitable for teams seeking streamlined Airflow orchestration with strong customer support. [Databricks](https://www.g2.com/products/databricks/reviews) offers a more comprehensive platform with advanced analytics, machine learning, and collaboration capabilities, favored by users handling large-scale data engineering and AI workloads, albeit with a steeper learning curve and higher complexity. ### Which Big Data Integration Platforms tools do reviewers recommend instead of Astro by Astronomer? Reviewers recommend alternatives such as [Databricks](https://www.g2.com/products/databricks/reviews) for its superior setup ease, better meeting of requirements, and enhanced integration capabilities. [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) is praised for its excellent support and business usability. [Hightouch](https://www.g2.com/products/hightouch/reviews) is recommended for easier administration, better support, and usability. [Workato](https://www.g2.com/products/workato/reviews) stands out for its ease of administration, support, and business integration. [Snowflake](https://www.g2.com/products/snowflake/reviews) is favored for meeting requirements and ease of setup. [Tines](https://www.g2.com/products/tines/reviews) is noted for its administration ease, support, usability, and setup simplicity. These alternatives offer features and support that reviewers find more comprehensive and user-friendly compared to Astro by Astronomer. ### What are the best alternatives to Astro by Astronomer? The best alternatives to Astro by Astronomer include [Databricks](https://www.g2.com/products/databricks/reviews) (4.6/5 stars, 803 reviews), [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) (4.3/5 stars, 522 reviews), [PagerDuty](https://www.g2.com/products/pagerduty/reviews) (4.5/5 stars, 954 reviews), [Hightouch](https://www.g2.com/products/hightouch/reviews) (4.6/5 stars, 393 reviews), and [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) (4.5/5 stars, 1227 reviews). These platforms are favored for their scalability, ease of use, extensive integrations, and advanced automation and monitoring capabilities. For example, Databricks excels in unified data engineering and machine learning workflows, while Monte Carlo offers robust data observability and anomaly detection. PagerDuty provides comprehensive incident management, and Hightouch simplifies data activation with easy integrations. Google Cloud BigQuery offers fast, serverless analytics with strong AI integration. ### What features do alternatives offer that Astro by Astronomer does not? Astro by Astronomer lacks some advanced customization options, more flexible alerting configurations, and a more seamless integration of the Airflow UI compared to its alternatives. It also has limited user management features such as group user assignments and could improve in monitoring dashboard richness and data lineage validity. ### Why do users choose Databricks over Astro by Astronomer? Users choose [Databricks](https://www.g2.com/products/databricks/reviews) over [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) primarily for its extensive feature set and unified platform that integrates data engineering, analytics, and machine learning. Databricks is favored for its powerful scalability (111 mentions), advanced machine learning integration (106 mentions), and robust collaboration tools (114 mentions), which enable teams to handle massive datasets and complex AI workflows efficiently. Additionally, Databricks' native support for Apache Spark, Delta Lake, and MLflow provides users with a seamless experience for building, managing, and deploying data pipelines and models within a single environment. The platform's ability to unify data engineering and AI workflows reduces tool sprawl and operational overhead, which is a significant advantage for organizations with large, diverse data teams. Despite a steeper learning curve (78 mentions) and higher complexity (45 mentions), users accept these trade-offs due to Databricks' superior performance, integration capabilities, and productivity gains. 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