# 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 &amp; 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 **high-quality code generation** by Prophecy, enhancing productivity and simplifying data pipeline design. (11 reviews)
- Users commend the **excellent customer support** from Prophecy, enhancing their experience with outstanding service and expertise. (8 reviews)
- Users rave about the **powerful data engineering features** of Prophecy, enhancing productivity and data management significantly. (8 reviews)
- Users find the **automation features** of Prophecy streamline pipeline creation, enhancing productivity and collaboration effortlessly. (7 reviews)
- Users appreciate the **easy integrations** of Prophecy, enabling seamless connections between various data sources and destinations. (7 reviews)
- ETL Process (6 reviews)
- Data Pipelining (5 reviews)
- Customization (4 reviews)
- Customization Options (4 reviews)
- Efficiency (4 reviews)

**What users dislike:**

- Users find the **limited features** of Prophecy insufficient for complex scenarios and seek improvements in support. (4 reviews)
- Users find the **query issues** in Prophecy challenging due to confusing connections and difficult syntax. (4 reviews)
- Users experience **support issues** occasionally, but the responsive team helps resolve minor bugs effectively. (4 reviews)
- Users note the **learning curve and limited customization** of Prophecy, impacting usability and flexibility for specific needs. (3 reviews)
- Users are frustrated by the **limited access** to certain data sources and features in Prophecy&#39;s offerings. (2 reviews)
- Limited Customization (2 reviews)
- Limited Functionality (2 reviews)
- Login Issues (2 reviews)
- Users find Prophecy **not user-friendly** due to its outdated interface and complex processes requiring frequent support interactions. (2 reviews)
- Poor Documentation (2 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.

  ### 11. One stop for low code solution

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ajay J. | Principal Consultant, Enterprise (> 1000 emp.)

**Reviewed Date:** August 16, 2023

**What do you like best about Prophecy?**

- Easy to build ETL pipelines
- Elegant UI and drag and drop features to create complex data pipelines
- Prophecy is flexibile tool. The custom code can be easily added

**What do you dislike about Prophecy?**

- Error handling should be improvised for end users.

**What problems is Prophecy solving and how is that benefiting you?**

- I have built few complex pipelines with large datasets with many columns.
- Data sampling feature is amazing which helps debugging and understanding the data easily.

  ### 12. Prophecy Feedback

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 07, 2024

**What do you like best about Prophecy?**

It provides easy to use visual editor, It generates open source format code, No vednor lockin, Automated release management.

**What do you dislike about Prophecy?**

It doesnt works with Serverless spark clusters yet.

**What problems is Prophecy solving and how is that benefiting you?**

Prophecy visual editor makes it very easy to write ETL jobs and test them.

  ### 13. 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.

  ### 14. Streamlining Data Pipelines with Unparalleled Customer Service

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 30, 2023

**What do you like best about Prophecy?**

Prophecy.io is a powerful data engineering platform that has revolutionized how we manage our data pipelines. It offers a robust set of features and integrations, making it easy to connect with popular cloud services like Google Cloud Platform (GCP), Snowflake, and Amazon S3. With Prophecy, we have built, tested, and deployed complex data pipelines with ease, saving valuable time and resources.

One of the standout features of Prophecy.io is its ability to handle multiple transformations within our data pipelines using Gems. This has improved our data quality and reduced the time spent on manual coding.

Prophecy.io's detailed operational metrics provide valuable insights into our data pipelines, enabling us to monitor performance and identify bottlenecks.

The platform's job scheduler is another feature that has made our lives much more manageable. With Prophecy.io, we no longer rely on complex cron jobs or hard-coded scripts. 

What truly sets Prophecy.io apart is its remarkable customer service. Our experience working with Nimbus and Kapil has been nothing short of outstanding. Nimbus is always available to address any technical issues, while Kapil, our dedicated Manager, has been instrumental in managing our account seamlessly. Their enthusiasm, expertise, and willingness to share valuable insights into Prophecy.io's use cases have helped us uncover deeper insights and unlock the full potential of our data.

**What do you dislike about Prophecy?**

One aspect of Prophecy that could be improved is the availability of connector gems for certain platforms, such as BigQuery. Although the platform currently lacks native support for BigQuery connectors, the Prophecy team has been highly responsive to our feedback and is actively working to incorporate this functionality into their offering. 

This proactive approach to customer feedback demonstrates Prophecy's commitment to continually enhancing its platform and catering to the evolving needs of their users.

**What problems is Prophecy solving and how is that benefiting you?**

Prophecy is solving several key challenges in data pipeline management and providing us with numerous benefits.

1. Prophecy's seamless integration with various cloud platforms allows us to manage our data pipelines across multiple cloud environments, This flexibility enables us to take advantage of different cloud services.

2. The platform's intuitive visual interface and code-free transformation tools have replaced our manual coding procedures, creating and maintaining data pipelines far more efficient and less error-prone.

3. Prophecy's Fabric has improved the performance of our entire pipeline by optimizing resource utilization and improving processing times. 

4. Instead of manually coding schedules for our data workflows using cron, Prophecy's user-friendly job scheduler allows us to automate these tasks with just a few clicks. This saves time and reduces the likelihood of errors in our scheduling processes.

5. With Prophecy's detailed operational metrics, we can easily monitor the performance of our data pipelines without having to browse through logs.

  ### 15. One of the best ETL tool

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ishant T. | Enterprise (> 1000 emp.)

**Reviewed Date:** May 12, 2023

**What do you like best about Prophecy?**

Easy to understand
Customer Support
Optimised Pipelines
It is compatible with any type of datasource
We can add customised code as well

Overall, an ETL tool can help humans to understand better and analyse data related to prophecy, which can lead to more accurate predictions and insights

**What do you dislike about Prophecy?**

Not all gems are present, but because their customer support is excellent, they can provide gems within 2-3 working days.
While developing the ETL tool like this they need to think of different use case and make the tool compatible for different sets of data

**What problems is Prophecy solving and how is that benefiting you?**

ETL related all the issues
Low code development
And we can attach different types of data sources as input which resolves many use cases of our business
Optimised and efficient code which takes less resources to compute the output

  ### 16. Incredible Product

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** July 25, 2023

**What do you like best about Prophecy?**

I recently had the pleasure of using Prophecy and that left me into thoroughly impressed. It has elegant design and seamless functionality, everyday aspect of this product has been crafted with precision and care ensuring a unparralled user experience .

**What do you dislike about Prophecy?**

The product has a lot of feature which sometimes take initial efforts to learn . Post that it is absolute breeze.

**What problems is Prophecy solving and how is that benefiting you?**

Migrating Abiniti Graphs were very difficult and time consuming. At a moment it almost looked like impossible to complete before due date. Using Prophecy we were able to achieve that.

  ### 17. Bringing everything together under one umbrella

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sripavan P. | Azure Data Architect (Data Engineering Manager), Enterprise (> 1000 emp.)

**Reviewed Date:** August 04, 2023

**What do you like best about Prophecy?**

Abinitio Transpilation
Prophecy IDE
Team Support
High quality generated spark code

**What do you dislike about Prophecy?**

Product is evolving which has minor bugs but their support team is helping to solve them quickly. Kudo's to strong support/field engineering team

**What problems is Prophecy solving and how is that benefiting you?**

Abinitio Migration to Spark/Scala with data moderanization.

  ### 18. Love the flexibility of the tool, support and ease of use

**Rating:** 5.0/5.0 stars

**Reviewed by:** Scott M. | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 12, 2023

**What do you like best about Prophecy?**

Support is always there when needed with quick responses and meeting sessions.

See instance results during development for each section of the Pipeline GEMs.

Features (GEMs, Sub-Graphs) that can be shared with the development Team,

Easy connection to source options.

Lineage to see transformed data and where it comes from.

Integration with git.

Online Help.

Constant feature enhancements that we recommend or from other customers for all to benefit with quick deployment.

**What do you dislike about Prophecy?**

Learning Curve to know best practices and approaches to designing optimized Pipelines.

Sometimes slow interface, but it has improved with updates and changes on the in-house setup.

**What problems is Prophecy solving and how is that benefiting you?**

Cutting down on the development side as well as allowing business analysts that create the design of target tables to be to able to develop without needing to know complex SQL, Spark or another language.

  ### 19. Game-Changing End-to-end data engineering Product

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.)

**Reviewed Date:** August 08, 2023

**What do you like best about Prophecy?**

Prophecy is very flexible in converting the legacy ETLs into Spark and it's saving lot of manual hours that we need to put to get the job done

**What do you dislike about Prophecy?**

It gets slow sometimes and it takes sometime to get used to the tool

**What problems is Prophecy solving and how is that benefiting you?**

ETL Migration. Without this tool, we should have converted all the ETLs to Spark manually by spending lot of time. This tool did that job which saved lot of hours

  ### 20. Great Product!!

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ayush S. | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 06, 2023

**What do you like best about Prophecy?**

1. The ease of use. 
2. Quickly design and develop complex data engineering workloads using simple gems! 💎
3. Built-in equivalent spark code converter, which is even further customisable as per our specific needs!

**What do you dislike about Prophecy?**

1. Slow interface sometimes.
2. Missing some of the complex data science extensions.
3. Live on-development support would have been better.

**What problems is Prophecy solving and how is that benefiting you?**

Eases the highly complex workloads enabling smoother development of complex data warehousing. Prophecy manages not only daily CRONS for the job effeciently but is also fully capable of handling complex data engineering architecture.

  ### 21. Low code spark and pipeline as service

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sourav C. | Sr. Data Platform Architect, Enterprise (> 1000 emp.)

**Reviewed Date:** April 12, 2023

**What do you like best about Prophecy?**

This is an game changing tool for people who are trying to automate and build sacable data solutions. If you want to boost your engineering team and streamline all your data pipelines with a low code solution plus and user firledly spark UI then its for you and your team. Its an SAAS platform and uses databricks compute which powers your data pipelines. Easy to use and very low maintance.

**What do you dislike about Prophecy?**

Managing team and propjects is easy but there could be some improvement to make better customer experince.

**What problems is Prophecy solving and how is that benefiting you?**

Prophecy has transpiler which can migrate your existing data pipelines into low code prophecy pipelines which is open source spark code and stoted in git.

  ### 22. 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.

  ### 23. Best Low-Code tool for Spark

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 12, 2023

**What do you like best about Prophecy?**

- They really listen to their customers, taking into consideration new features requests.
- The support is kind and reactive to customers' questions
- It's not a black box, since you can see the Spark code that is generated behind the gems
- It's ideal to design both ELT and ETL solutions.

**What do you dislike about Prophecy?**

The product is still young so sometimes you might encounter small things to fix, but the support is very reactive to this kind of things.

**What problems is Prophecy solving and how is that benefiting you?**

They provide a low code solution for using Spark code, making both ELTs and ETLs processes easy to create, share, mantain and scale.

  ### 24. Building data pipelines using prophecy

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pavil V. | Staff Software Engineer (Data platform), Small-Business (50 or fewer emp.)

**Reviewed Date:** July 24, 2023

**What do you like best about Prophecy?**

Prophecy helps in designing data pipelines ,automatic code generation along with test cases. Git integration helps in code checkins.Overall it increases productivity of engineers .

**What do you dislike about Prophecy?**

Downtime and support all features like external jar udf's(java)

**What problems is Prophecy solving and how is that benefiting you?**

Re-engineering data pipelines to spark/scala .

  ### 25. Complete data engineering package

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pamela B. | Data Engineer - Sr. Consultant level, Enterprise (> 1000 emp.)

**Reviewed Date:** August 10, 2023

**What do you like best about Prophecy?**

Wonderful Product Support
Easy to use
Amazing new features aligning to the customer needs

**What do you dislike about Prophecy?**

Better dignostics for on-Prem infra issues

**What problems is Prophecy solving and how is that benefiting you?**

Accelarating ETL Developemen, adopting new technologies and data modernization

  ### 26. Quintessential tool for New Age Data Engineers

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** April 05, 2023

**What do you like best about Prophecy?**

Prophecy takes care of the standardization and optimization so that users can focus on delivering values to their stakeholders. It also integrates the best of software engineering practices in data engineeting landscape which other tools miss upon.

**What do you dislike about Prophecy?**

Minor learning curve around SDLC if you take that path.

**What problems is Prophecy solving and how is that benefiting you?**

Taking the manual work away and automating the repetive work of building ETL pipelines literally saving us 100s of man hours in our day to day task.

  ### 27. Easy to use

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Real Estate | Enterprise (> 1000 emp.)

**Reviewed Date:** April 11, 2023

**What do you like best about Prophecy?**

Easy to use, debugging is also very easy.

**What do you dislike about Prophecy?**

The number of fields in delta gem as of now.

**What problems is Prophecy solving and how is that benefiting you?**

We are currently using for delta loading, and we are using it for LOW code no code.

  ### 28. An Innovative ETL Tool built for  modern data requirements

**Rating:** 5.0/5.0 stars

**Reviewed by:** ANKIT B. | Data and Platform Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** April 07, 2023

**What do you like best about Prophecy?**

It is based upon Spark and its generated pyspark code  can be easily isolated to any Spark Support env

**What do you dislike about Prophecy?**

Nothing as such . Its a innovative product and continously evolving

**What problems is Prophecy solving and how is that benefiting you?**

prophecy is built on ETL tool on Spark which we were looking for long time . It generates the code which can be isolated on any other env and its respective libraries are open source . It does provide you CICD capabilities

  ### 29. Amazing Experience With The tool and from prophecy team

**Rating:** 5.0/5.0 stars

**Reviewed by:** Himanshu P. | Enterprise (> 1000 emp.)

**Reviewed Date:** April 10, 2023

**What do you like best about Prophecy?**

1. No Code Low Code Tool.
2. Best Support Service .

**What do you dislike about Prophecy?**

Can have more features added in the tool.

**What problems is Prophecy solving and how is that benefiting you?**

Automation of data pipelines

  ### 30. Emerging Data engineering tool

**Rating:** 4.5/5.0 stars

**Reviewed by:** Sonali D. | Software Development Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** April 11, 2023

**What do you like best about Prophecy?**

- Low code data engineerning solution
- Visual user Interface
- DevOps integrations
- Code can be integrated anywhere

**What do you dislike about Prophecy?**

- Few complex tranformation scenario are not fulfilled.

**What problems is Prophecy solving and how is that benefiting you?**

- Getting the standardised code template. It makes the DevOps activities better. 
- Simplified UI for quick implementation

  ### 31. Great tool

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** April 11, 2023

**What do you like best about Prophecy?**

The UI and interface of it is interactive and user freindly . Using Gems is fun.

**What do you dislike about Prophecy?**

There is not enough resource to learn the tool.

**What problems is Prophecy solving and how is that benefiting you?**

It is helping us fill the gap that existing tool had.



- [View Prophecy pricing details and edition comparison](https://www.g2.com/products/prophecy-prophecy/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-12+03%3A16%3A52+-0500&secure%5Bsession_id%5D=7b557152-26e3-402d-815b-884c32aa056b&secure%5Btoken%5D=d31141727c5d6c6a0373628a5b6efa4aa89abb38d0de1500e52c90c64decb5cd&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

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