--- title: Prophecy Reviews meta_title: 'Prophecy Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 31 reviews by the users' company size, role or industry to find out how Prophecy works for a business like yours. aggregate_rating: rating_value: 4.6 review_count: 31 scale: '5' date_modified: '2026-07-17' parent_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Prophecy Reviews **Vendor:** Prophecy **Category:** [Data Preparation Software](https://www.g2.com/categories/data-preparation) **Average Rating:** 4.6/5.0 **Total Reviews:** 31 ## About Prophecy Prophecy is the agentic data prep and analysis platform that introduces a new data lifecycle—generate, refine, deploy—where AI agents and data teams collaborate through visual, code, and document interfaces to accelerate work and deliver trusted pipelines to production. Leading enterprises rely on Prophecy to power their most demanding data workloads. - Generate a first draft in minutes: Prophecy’s AI agents, built on specialized Claude Code, are experts at generating workflows for your data, accelerating tasks like data transformation and automating others like documentation. - Refine with ease and speed: Our visual analytics workflows (or code, document formats) enable users to quickly understand the AI generated output, and to refine them to 100% complete. Deploy robustly: We provide robust deployment to production built on software best practices. The deployed workflows run at scale, with governance, on your cloud data platform. What are the key features of Prophecy? - Market Leading Data Agents: Specialized Claude Code based AI agents that understand your data and apply data specific skills to generate the best results. - Visual Inspect & Refine: AI generates results as visual data workflows, so business users can quickly inspect the logic, refine it to match their intent, and validate the final output. - Integrated Data Execution: You schedule and monitor workflows. Each reads/writes data using built-in high-performance connectors, and run transforms in Prophecy or your SQL or Spark platforms. - Complete Data Lifecycle: The visual workflows can be deployed to production as high-performance code that runs at scale with governance on Databricks, Snowflake or BigQuery that can be shared. Prophecy finds application across industries such as finance, healthcare, and retail, where data-driven decisions are crucial. Analysts become more productive, and business users now self-serve. Learn more at https://www.prophecy.ai/ ## Prophecy Pros & Cons **What users like:** - Users praise the **ease of use** of Prophecy, with its elegant UI and low-code capabilities for ETL pipelines. (18 reviews) - Users value the **high-quality generated Spark code** from Prophecy, enhancing productivity and simplifying data pipeline design. (11 reviews) - Users commend Prophecy for its **exceptional customer support** , noting responsive, knowledgeable assistance that enhances their experience. (8 reviews) - Users value Prophecy's **robust features and integrations** that streamline data pipeline management and enhance productivity. (8 reviews) - Users value the **automation capabilities** of Prophecy, enabling efficient pipeline design and management with minimal effort. (7 reviews) - Users appreciate the **easy integrations** of Prophecy, which streamline connections between various sources and destinations effortlessly. (7 reviews) - ETL Process (6 reviews) - Data Pipelining (5 reviews) - Users value the **integration capabilities** of Prophecy for efficient fleet management and effective dispatching. (5 reviews) - Customization (4 reviews) **What users dislike:** - Users note **feature limitations** due to missing gems and slower interface, impacting their overall experience. (8 reviews) - Users experience a challenging **learning curve** with Prophecy, as proficiency takes time despite its user-friendly design. (7 reviews) - Users find Prophecy lacking in **missing features** , struggling with outdated tools and limited data source support. (6 reviews) - Users find the **steep learning curve** of Prophecy challenging, requiring time to master effective usage and best practices. (5 reviews) - Users find the **difficulty in understanding syntax** and pipeline logs can complicate the use of Prophecy. (4 reviews) - Users feel the **limited features** hinder the tool's effectiveness, particularly for complex data scenarios and slow performance. (4 reviews) - Poor Customer Support (4 reviews) - Users find the **query issues** challenging, especially with dataset connections and complex syntax, needing improved error handling. (4 reviews) - Users report **support issues** with slow interface and missing features, though the team is responsive and helpful. (4 reviews) - UX Improvement (4 reviews) ## Prophecy Reviews ### 1. Modern Code-First Spark Pipelines with a Clean Visual Interface **Rating:** 4.0/5.0 stars **Reviewed by:** Paridhi M. | Data engineer , Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** May 19, 2026 **What do you like best about Prophecy?** What I like best about Prophecy is its code-first approach combined with a clean visual interface for building Spark and data engineering pipelines. It gives engineering teams more flexibility and control while still improving productivity and collaboration. Compared to heavier platforms, it feels faster, more modern, and better suited for hardcore technical teams working directly with cloud data stacks. **What do you dislike about Prophecy?** One thing I dislike about Prophecy is that some advanced features and integrations still feel less mature compared to larger enterprise platforms. Debugging complex pipeline issues can sometimes be less intuitive, especially in hybrid visual/code workflows. It also has a learning curve for teams that are new to Spark or modern cloud-native data engineering practices. **What problems is Prophecy solving and how is that benefiting you?** Prophecy solves the problem of slow, manual, and hard-to-maintain data pipeline development by combining visual design with code-first engineering. It benefits me by speeding up Spark pipeline development, improving collaboration, and generating cleaner, production-ready code. The platform also helps reduce repetitive engineering work while still giving technical teams flexibility and control over their data workflows. ### 2. Get's the job done the Old School Way **Rating:** 3.0/5.0 stars **Reviewed by:** Robert K. | Dispatcher / Software Specialist, Mid-Market (51-1000 emp.) **Reviewed Date:** April 08, 2025 **What do you like best about Prophecy?** Prophesy helps us manage our fleet of 40 trucks. We use it to dispatch and route plan. **What do you dislike about Prophecy?** Although very useful and essential, Prophecy appears to be outdated and a lot of the advanced features are difficult to figure out and often require us to reach out to support. **What problems is Prophecy solving and how is that benefiting you?** Prophecy helps us manage our loads from the time we receive them to the time that we deliver them. We use it to help plan trucks, and we use it to collect data to bill customers. ### 3. Prophecy and Samsara Together **Rating:** 4.0/5.0 stars **Reviewed by:** Robert K. | Corporate DOT Compliance and Safety Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** April 29, 2025 **What do you like best about Prophecy?** The load completion board is easy to understand from a visual glance **What do you dislike about Prophecy?** It can be encumbering to find a process because of the different windows that are needed instead of being a more direct pathway **What problems is Prophecy solving and how is that benefiting you?** It is helping our team optimize route creation times which allows synergy's to be created within other areas of opportunity ### 4. Prohecy - The best no code etl product **Rating:** 4.5/5.0 stars **Reviewed by:** Gaurav M. | Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 14, 2024 **What do you like best about Prophecy?** I really like the niche and elegant ui of prohecy, via prohecy we can connect the dots between various soruces and destination, it provides a various number of transformation like join,split, api enrichment etc.. Apart from this,I really like the logging feature as well. It's column lineage feature set it apart from other etl platform **What do you dislike about Prophecy?** Sometimes it is difficult to identify root cause of pipeline feature due to sudded restarts loop of a job, so we need to deep dive into pipeline logs to find it. Also some topics in documentation can have more real life examples to enable user to use and apply them in the pipeline **What problems is Prophecy solving and how is that benefiting you?** With prophecy and databrick integration, we are able to schedule 1k+ databricks jobs using prophecy scheduler. Our jobs consists of bronze to silver etl, qc jobs, gold flatten jobs and some realtime spark streaming jobs as well. With prohecy we are able to properly utilize databricks resource. It provides a lot of insights of data using custom transformation which enable our downstream team to quickly research on user trend on our platform which ultimately increase user churn rate on our platform ### 5. Rapid Spark data pipeline development , testing and orchestration **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** April 06, 2023 **What do you like best about Prophecy?** Prophecy hides all cumbersome boilerplate code and provide a data flow model of programming .Along with seamlessly integrating with compute platform , git and CI/CD . Helps becoming 10X productive , teams really loves it **What do you dislike about Prophecy?** No negative feature found so far , teams want new gems created all the time to integrated diverse ecosystem **What problems is Prophecy solving and how is that benefiting you?** Reporting , analytics , data movement ### 6. LOW CODE NO CODE **Rating:** 5.0/5.0 stars **Reviewed by:** prateek k. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** April 11, 2023 **What do you like best about Prophecy?** Writing any code using a drag-and-drop interface and pre-built connectors to different data sources and destinations. Automated data lineage: Prophecy automatically generates and tracks data lineage, making it easier for users to understand where their data comes from and how it's being transformed as it moves through the pipeline. Collaboration: Prophecy includes built-in collaboration features, allowing teams to work together on building and managing data pipelines. **What do you dislike about Prophecy?** Learning curve: While Prophecy's codeless approach makes it easier for users to build and manage data pipelines, it can still take some time to learn the tool and become proficient in using it effectively. Limited customization: Prophecy's drag-and-drop interface is designed to be easy to use, but it may not provide the level of customization or control that some users require for their specific use cases. Limited support for some data sources and destinations: While Prophecy supports a wide range of data sources and destinations, some less common sources or destinations may not be supported out of the box. Cost: Prophecy is a commercial tool and may not be cost-effective for some organizations, particularly smaller ones with limited budgets. **What problems is Prophecy solving and how is that benefiting you?** Complexity: Prophecy provides a user-friendly, codeless approach to building and managing data pipelines, making it easier for organizations to work with complex data and analytics systems. Speed: By automating many of the manual processes involved in building and managing data pipelines, Prophecy can help organizations get their data pipelines up and running faster. Scalability: Prophecy is designed to be highly scalable, allowing organizations to process large volumes of data quickly and efficiently. Collaboration: Prophecy includes built-in collabo ### 7. Best low code solution **Rating:** 4.0/5.0 stars **Reviewed by:** Nagarjuna T. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 28, 2023 **What do you like best about Prophecy?** Easy UI based development Automated tools to deploy to AWS and Azure cloud env Good product support **What do you dislike about Prophecy?** Sometime dedugging is difficult from Prophecy UI. **What problems is Prophecy solving and how is that benefiting you?** It helping us to migrating the applications from Ab Initio to Spark ### 8. Best Abinitio to Spark Migration tool in the market **Rating:** 4.5/5.0 stars **Reviewed by:** Pavan K. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 05, 2023 **What do you like best about Prophecy?** Best UI Experience Best Support Team High quality generated code **What do you dislike about Prophecy?** Debugging is difficult sometimes some amount of learning is required to use this product **What problems is Prophecy solving and how is that benefiting you?** Migrating Abinitio code to Spark code ### 9. Complete data engineering package **Rating:** 5.0/5.0 stars **Reviewed by:** Radhika S. | Senior Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 10, 2023 **What do you like best about Prophecy?** 1. Getting started on designing and building pipelines is easier and faster 2. Need less in-depth knowledge of spark and other technology frameworks for a head start 3. Easy to orchestrate the workflow and visualize the pipelines. 4. Strong customer support from the field engineers. **What do you dislike about Prophecy?** 1. Lot of features under the hood are not easily configurable through the UI. (Example : Better debugging options, gems could offer more configuration options) 2. Although there are cool features in the UI, its not very intuitive. This can be improved. For example, the config and schema options could be more straightforward. 3. Need better User manual , to avoid constant engagement with the developers. **What problems is Prophecy solving and how is that benefiting you?** Low code for spark data pipelines ### 10. Best Low-Code tool in the market. **Rating:** 5.0/5.0 stars **Reviewed by:** MOHIT S. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 22, 2023 **What do you like best about Prophecy?** User friendly. Easy to Learn Strong Product Support **What do you dislike about Prophecy?** Difficult to debugg spark issues some times **What problems is Prophecy solving and how is that benefiting you?** Migration from Abinitio to Scala/Spark framework. - [View Prophecy pricing details and edition comparison](https://www.g2.com/products/prophecy-prophecy/reviews/prophecy-review-8485500?section=pricing&secure%5Bexpires_at%5D=2026-07-18+17%3A29%3A42+-0500&secure%5Bsession_id%5D=de117aaa-cb6b-4dac-ad38-9ca2e05c7219&secure%5Btoken%5D=cccf453e8f0ee271714b2db08e0b9b1642573b59ce28d9afee7760278bd73d58&format=llm_user) ## Prophecy Integrations - [Amazon S3 Glacier](https://www.g2.com/products/amazon-s3-glacier/reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) ## Prophecy Features **Data Source Access** - Breadth of Data Sources - Ease of Data Connectivity - API Connectivity **Management** - Reporting - Auditing **Application Design** - UI Code Extending - Programming Code Extending - Workflows **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Data Interaction** - Profiling and Classification - Metadata Management - Data Modeling - Data Joining - Data Blending - Data Quality and Cleansing - Data Sharing - Data Governance **Functionality** - Extraction - Transformation - Loading - Automation - Scalability **Data Control** - Data Migration - Data Synchronization - Data Security **Integrations** - Hadoop Integration - Spark Integration **Data Exporting** - Breadth of Integrations - Ease of Integrations - Data Workflows **Publishing** - Lifecycle Management **Platform** - Machine Scaling - Data Preparation - Spark Integration **Generative AI** - AI Text Generation **Agentic AI - Low-Code Development Platforms** - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Processing** - Cloud Processing - Workload Processing **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Prophecy Alternatives - [dbt](https://www.g2.com/products/dbt/reviews) - 4.7/5.0 (208 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (845 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,321 reviews)