--- 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: '2026-08-09' 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. 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 ### 3. 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 ### 4. Building ETL pipelines made effortless **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.) **Reviewed Date:** December 18, 2023 **What do you like best about Prophecy?** Automatically generating code without writing any code manually. **What do you dislike about Prophecy?** In terms of connecting inputs for join it's difficult to understand which datasets are connecting. The syntax for prophecy is difficult comoared to scala syntax. **What problems is Prophecy solving and how is that benefiting you?** Converting ab initio code into scala/spark code. ### 5. less code and user friendly **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.) **Reviewed Date:** December 22, 2023 **What do you like best about Prophecy?** good tool for begineers in programming. **What do you dislike about Prophecy?** recommendations in programming can be improved. **What problems is Prophecy solving and how is that benefiting you?** Abinitio migration to open source Spark. - [View Prophecy pricing details and edition comparison](https://www.g2.com/products/prophecy-prophecy/reviews?filters%5Bnps_score%5D%5B%5D=4§ion=pricing&secure%5Bexpires_at%5D=2026-08-13+11%3A25%3A23+-0500&secure%5Bsession_id%5D=289f73cc-57ab-42f3-8168-2884fd4e88b8&secure%5Btoken%5D=0f89c79f8f6431d4517f92d7d27dadba85b33f3171868f70b503ed0fff110d08&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 - Configurable Workflow - Rules-Based Workflow - Project Workflow - Customizable Templates **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 - Non-Relational Transformations - Data Extraction **Additional Functionality** - Data Mapping - Monitoring - Charting - Integration Management - Reporting/Analytics - Ad hoc Analysis - Access Controls/Permissions - API - Match & Merge - Real-Time Monitoring - Metadata Management - Pipeline Management - Job Scheduling - Dashboard Creation - Data Storage Management - Multiple Data Sources - Data Import/Export - Generative AI - Data Quality Control - Data Connectors - Customizable Reports - Single Sign On - Version Control - Visual Analytics - Accounting Integration - Real-Time Data - eCommerce Management - AI Copilot - CRM - Data Visualization - SSL Security - Search/Filter - Real-Time Analytics - Data Capture and Transfer - Collaboration Tools - Performance Management - Data Synchronization - Drag & Drop - Data Replication - Activity Dashboard - Database Support - Workflow Management - Alerts/Notifications - Predictive Analytics - Data Migration - Third-Party Integrations - Reporting & Statistics - Data Analysis Tools **Data Control** - Data Migration - Data Synchronization - Data Security - Real-Time Data - Data Aggregation and Publishing **Integrations** - Hadoop Integration - Spark Integration **Data Exporting** - Breadth of Integrations - Ease of Integrations - Data Workflows **Publishing** - Lifecycle Management - Mobile Access - Deployment Management - Project Management - Integrations Management - Template Management - Application Management - Document Management - Workflow Management - Iteration Management - Requirements Management - Calendar Management - Task Management - Forms Management **Platform** - Machine Scaling - Data Preparation - Spark Integration **Generative AI** - AI Text Generation - Generative AI **Agentic AI - Low-Code Development Platforms** - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Additional Functionality** - Custom Development - Audit Trail - AI-assisted Development - Collaborative Development - Document Storage - Approval Process Control - Alerts/Notifications - CRM - Access Controls/Permissions - Third-Party Integrations - Drag & Drop - Reporting & Statistics - Monitoring - Real-Time Reporting - Customizable Reports - Performance Monitoring - Version Control - Database Support - Data Import/Export - Graphical Workflow Editor - Visual Modeling - Business Process Automation - AI Copilot - Activity Dashboard - API - Data Visualization - Generative AI - Customizable Forms - Customizable Fields - Web/Mobile App Development **Additional Functionality** - Data Analysis Tools - AI/Machine Learning - Data Extraction - Reporting/Analytics - AI Copilot - Data Mapping - ETL - Big Data Analytics - Data Quality Control **Processing** - Cloud Processing - Workload Processing **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations - Third-Party Integrations **Platform** - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management ## Top Prophecy Alternatives - [dbt](https://www.g2.com/products/dbt/reviews) - 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