Perforce Delphix DevOps Data Platform for Test Data Management & Masking

My day-to-day work involves using Perforce Delphix, where I virtualize many databases with the application. This greatly reduces the amount of time I spend on activities such as restoring databases or performing migrations. My daily routine is focused on using Perforce Delphix to automate and speed up my work.

I have a very large database at my current company, where with Perforce Delphix I can update it and have it ready for use by a developer in just one hour. This database is more than 30 terabytes in size, making my work much easier. This activity would take one or two days to update production data to a development environment without the tool. With Perforce Delphix I can accomplish it in an hour.

I have many use cases where Perforce Delphix has been very advantageous for my company, not only in terms of being able to virtualize a very large environment in a short time, but also in terms of being able to virtualize several environments. I can deliver an environment for each project to my developer with low operating cost. With just one server, I can have two or three databases virtualized with Perforce Delphix, which greatly facilitates my developer's work. There is also the value gain, as Perforce Delphix provides very significant savings for my current company. We are able to save a lot on storage.

I currently have a little more than 30 production environments, where most of them have sensitive data. With Perforce Delphix I can virtualize a single environment for masking. I have Perforce Delphix Masking, where I can run a routine to validate sensitive data with Perforce Delphix itself. It also has several algorithms that can perform this masking, keeping the entire environment consistent and masked for my end user.

The best feature that Perforce Delphix offers is virtualization. I can virtualize environments quickly and with integrity. In addition to virtualizing, I can also mask these environments with Perforce Delphix, which is a very useful use case in my company, where I can keep sensitive data masked, using just one tool. One tool to virtualize, and the same tool will mask sensitive data, as well as the ability to have production-like data very quickly. These are the main features of Perforce Delphix.

Today, I mostly use Perforce Delphix for Oracle and SQL Server databases, but I also know of other platforms that can be virtualized, such as PostgreSQL and MySQL. Perforce Delphix is a very complete and very useful tool for my daily work.

The main positive impact of Perforce Delphix on my organization is the delivery of environments with speed. I can deliver a D-1 environment very quickly to my developer, so they always have a copy very close to production, which greatly facilitates their work in developing their software and scripts. It also allows for the ability to virtualize several environments at a low cost.

Perforce Delphix can be optimized. There are things that I can improve in terms of speed or new features, but what Perforce Delphix has today meets my company's needs very well and meets the requirements perfectly. The application is very complete and very easy to handle. I do not have any points to highlight that need improvement. I believe we can adjust a few things here and there, such as speed in integrating some functionalities, but nothing specific. Perforce Delphix is a very complete tool.

I have obtained a very large gain in database virtualization with Perforce Delphix. I can deliver environments very quickly, in a matter of hours or even minutes depending on the size of the production database I want to replicate, taking only minutes. The storage savings are also very large, as Perforce Delphix is able to compress the data and provide very significant savings for my company.

My primary use case for Perforce Delphix is test data management. I use Perforce Delphix to provide masked, production-like data to development and testing teams quickly while maintaining data privacy and compliance. I have hands-on experience in data virtualization, data masking, test data provisioning, and self-service capabilities.

In my current role, I use Perforce Delphix primarily for test data management. We ingest a production database into Perforce Delphix, mask sensitive data using the masking engine, and provision virtual databases to our development and testing teams. This has helped us reduce storage costs, accelerate environment provisioning, and ensure compliance with data privacy requirements.

If I had to pick just a couple of standout features in Perforce Delphix, the first would be data virtualization. It allows us to provision databases in minutes rather than taking hours or days, while significantly reducing storage consumption. This has a direct impact on development and testing efficiency. The second feature I would highlight is data masking. The ability to identify and protect sensitive data while maintaining data integrity is extremely valuable, especially in industries that handle PII/PHI information, mostly in the finance and healthcare sectors. It helps us meet compliance requirements while still providing realistic data to users. I would also like to mention the self-service capability of Perforce Delphix as a bonus feature. Developers and testers can refresh, rewind, and manage their own environments without depending on DBAs, which speeds up the entire software delivery process and reduces manual efforts and intervention.

Among those features, data virtualization has had the biggest impact on our team's productivity. Before using Perforce Delphix, provisioning a new database environment could take several hours or even days, depending on the size of the database and DBA availability. With virtualization, we can provision a virtual database within minutes. This has significantly changed the way our team works. Developers and testers no longer have to wait for environment creation or a refresh, which reduces bottlenecks and accelerates the overall testing cycle. We can provide multiple environments from a single source while consuming much less storage than a traditional or physical database copy. As a result, our team spends less time managing infrastructure and more time focusing on development, testing, and issue resolution. It has improved agility, shortened release timelines, and increased overall productivity across development, QA, and support teams.

One thing that surprised me about Perforce Delphix was how much time it saved once it was fully implemented. Initially, I looked at it mainly as a test data management solution, but it ended up improving multiple areas, including environment provisioning, storage optimization, and data security. Another feature that I think is often overlooked is the self-service capability. Giving the development and QA teams the ability to provision, refresh, and rewind environments on their own reduces dependency on DBAs. That speeds up the entire delivery process. Organizations get the most value from Perforce Delphix when they use both virtualization and masking together. Virtualization provides fast access to data, while masking ensures that sensitive information remains protected. Combining those capabilities helps teams move faster without compromising compliance or security.

Perforce Delphix has had a significant positive impact on our organization, particularly in test data management projects and environment provisioning. One of the most noticeable improvements has been the reduction in time required for provisioning the test environment. What previously took hours and days can now be completed in minutes through virtualization. We have also seen considerable storage savings because multiple virtual databases can be created from a single source without maintaining full physical copies. This has reduced infrastructure costs and simplified environment management. From a compliance perspective, the masking capability has helped us protect sensitive PII and PHI data while still providing realistic test data to the management and QA teams. This has improved our security posture and reduced compliance risk. Overall, the key outcomes have been faster delivery cycles, improved productivity for development and testing teams, reduced storage costs, and better data security. The combination of these benefits has helped the organization deliver projects more efficiently with greater confidence in the quality of the testing.

Overall, my experience with Perforce Delphix has been positive, but there are a few areas where it could be improved. The first area is the user interface and user experience. While the platform is powerful, some administration and configuration tasks can have a learning curve for a new user. A more intuitive UI and guided workflows would help accelerate onboarding. Another area is reporting and monitoring. More built-in dashboards, analytics, and customizable reports would make it easier to track environment usage, storage savings, job performance, and compliance metrics without relying on external tools. I also think there is an opportunity to further enhance cloud-native integration and automation capabilities. As organizations increasingly adopt hybrid and cloud environments, deeper integration with modern DevOps and CI/CD ecosystems would provide additional value. That said, these are enhancement opportunities rather than major concerns. The core capabilities around virtualization, masking, and test data management are strong and continue to deliver significant value to our teams.

One challenge we have occasionally faced is troubleshooting complex provisioning or masking issues. While Perforce Delphix provides good logging, having more detailed diagnostics, root cause analysis recommendations, and guided troubleshooting workflows would help administrators resolve issues faster. The biggest improvement I would like to see is better troubleshooting and reporting. When an issue occurs, more intelligent diagnostics and recommendations could reduce resolution time. I would appreciate more customizable dashboards and stronger automation around data discovery and masking configuration. Those enhancements would make an already strong platform even easier to manage at scale.

I have been using Perforce Delphix for the last one year.

Overall, I would consider Perforce Delphix to be a stable and reliable platform. In my experience, it has been able to support our day-to-day virtualization, masking, and provisioning activities, which we require for test data management.

Scalability has been one of the strengths of Perforce Delphix in our experience. As our organization added more development, testing, and project teams, Perforce Delphix was able to support the increased demand for test data management and non-production environments without requiring us to create and maintain multiple full database copies.

We have interacted with Perforce Delphix support on a few occasions, typically for complex issues, upgrade-related questions, or troubleshooting scenarios that require deeper product expertise. Overall, the experience has been positive.

I do not describe it as a platform, but our primary approach was traditional database cloning and backup-restore methods, rather than a dedicated test data management platform. Perforce Delphix was the first comprehensive solution we used for virtualization, masking, and test data management at scale.

We have seen positive returns on our investment. As an example, environment provisioning times have improved from hours or days to minutes, and storage requirements for non-production environments have been reduced significantly because we are using virtual copies instead of full physical clones. The biggest ROI for us has been time savings and faster delivery cycles, rather than direct headcount reduction.

One challenge we have occasionally faced is troubleshooting complex provisioning or masking issues. While Perforce Delphix provides good logging, having more detailed diagnostics, root cause analysis recommendations, and guided troubleshooting workflows would help administrators resolve issues faster. The biggest improvement I would like to see is better troubleshooting and reporting. When an issue occurs, more intelligent diagnostics and recommendations could reduce resolution time. I would appreciate more customizable dashboards and stronger automation around data discovery and masking configuration. Those enhancements would make an already strong platform even easier to manage at scale.

My advice would be to start with a clear business problem, invest in proper implementation planning, and take advantage of both the virtualization and masking engine capabilities. Organizations that do this typically see faster provisioning, better data security, and significant productivity gains. I would rate this product a nine out of ten.

My main use case for Perforce Delphix at Dell Technology is to automate refresh, replication, and masking.

We have used Hangfire to automate the Perforce Delphix API for migration, data masking, refresh, replication, SnapSync, Snapshot, and Gold VDB. We are using automation for all steps through Hangfire.

We are using Perforce Delphix to move main production data to non-prod data for our testing, implementation, and development purposes. We need to mask or encrypt the production data to the non-prod environment, which is a very useful tool we have been using for the last eight years in our project.

Data masking is the best feature Perforce Delphix offers in my experience.

It encrypts our entire production data and brings all data to non-prod data with some fake data or masked information that hides all the emails, contact addresses, and other sensitive data.

DCT is also good, as all the engines now come into one portal, which is a good feature.

Perforce Delphix has positively impacted my organization as the migration became fast. Earlier, migration took four months to migrate our data from prod to non-prod, and now it is just a one-day or two-day task.

It helps productivity, and data availability is fast now, which helps development and testing significantly.

They should improve their support system for the API.

I have worked in my current field for 20 years.

Perforce Delphix is stable.

Perforce Delphix's scalability is good and reliable, and we have been happy with this tool for eight years.

Customer support for Perforce Delphix is good. For other databases like SQL and Oracle, it is good, but for other databases like MongoDB and DocumentDB, which we are newly implementing, we are lacking some support. For SQL and Oracle, it is very good, however, we are facing some problems with MongoDB.

I did not previously use a different solution before Perforce Delphix.

We have not used any other solution; we are only using Perforce Delphix.

Employee-wise, it is more reliable because earlier we had about 10 DBAs, and now we can use this tool with only two to three DBAs, which means it has reduced the cost employee-wise.

We are using only Perforce Delphix, so we do not need any other review.

Perforce Delphix is a good tool, and I would give this advice to others looking into using it. I give this product a rating of 10.

In my projects, I have used Perforce Delphix mainly for masking and virtualization purposes. I have used the Perforce Delphix virtualization engine to provision virtual VDBs for end-users from different sources such as Oracle, MySQL, and DB2, ingesting them into the Perforce Delphix virtual database engine.

Perforce Delphix's best features are the ease of use and the ease of understanding the entire environment. It is a very user-friendly engine for both the virtualization and the masking engine. It can be easily handled and even beginners can utilize this space to mask and secure their data.

Perforce Delphix has helped in reducing refresh times by approximately 20 to 30%, or the wait time for provisioning fresh data. Without virtualization, if I have to depend on DBAs to perform refresh, Perforce Delphix has helped reduce that wait time. In case of any required refreshes, the end users could easily do it from the virtualization engine to perform a data refresh or acquire fresh data from the source. With the help of Perforce Delphix and the Perforce Delphix self-service capability, I was able to provide this service to the development or UAT team to provision their own data and access their own data at their own convenience. They can perform the refreshes, rewind, and perform their testing. Perforce Delphix has made a huge impact in my projects in terms of time saving.

I could see faster deliveries with Perforce Delphix. There was improvement in how the testing was performed because when the team needed to have refreshed the data or rewind to a particular space and time in the timeline, they could do it themselves. They did not need to depend on any DBAs or the TDM team to do it for them. With their own convenience, they were able to perform their testing and give valuable test results. Perforce Delphix self-service has been quite useful in this regard.

A challenging aspect would be when I have any customized algorithm requirement with Perforce Delphix. If the data is unique and cannot be masked using the Perforce Delphix built-in algorithms, creating customized algorithms as per the requirement becomes difficult. A few challenges I faced were having consistent masked address data, such as address line one, address line two, city, state, and zip code remaining consistent after masking in case the data goes through an address validator. That is one of the challenges I faced.

Perforce Delphix has, over the last five years, come a long way. In my experience, there have been many upgrades and version updates. Perforce Delphix has been growing consistently. Another thing that Perforce Delphix could probably add is synthetic data generation. That is one thing many companies require because some companies do not have access to production data or are not allowed to use production data. If along with virtualization, Perforce Delphix's virtualization and masking capabilities, synthetic data generation could be added, it could be a comprehensive package and would help organizations that want to use a hybrid form of securing data. That would be helpful, including synthetic data generation.

Synthetic data generation would help organizations that want to use a hybrid form of securing data, including virtualization, masking, and synthetic data generation wherever data is not available. That would help Perforce Delphix to be a complete package for test data management activities. If Perforce Delphix could also include the ability to generate synthetic data, it would be a complete package and can be utilized in organizations.

I have been using Perforce Delphix for the last five years.

Perforce Delphix product support is very good. They provide training, and once they gave us the training, new users, even up to a junior level engineer, could easily adapt to the environment and easily start working and producing results. That is how helpful Perforce Delphix is to secure production data.

I do not recall using a different solution in my previous organization. It was initially around 2021, and I was new to Perforce Delphix, so I do not recall what solution was used then. It was probably on-premises.

Some other options were evaluated, but I was not a part of that evaluation. Probably Informatica TDM and Broadcom were considered. Perforce Delphix was chosen out of those options.

Regarding Perforce Delphix's governance and security, it is good. It uses proper profiling sets to identify the PIIs or PHIs, whichever are sensitive data. It is also customizable, and Perforce Delphix offers that ability too. I can customize how the data can be identified. That is positive.

Accuracy regarding Perforce Delphix depends on the applications, the type of data, or the type of metadata that each source data comes in as. Accuracy, from what I have seen, is around 80 to 85%. The rest of the 15% is what I still do manually. I analyze and check if I missed any sensitive data. I still do some manual assessment. An accuracy of 80 to 85% is good.

I would rate this review an 8 overall.

My main use case for Perforce Delphix in my previous organization involved two concerns: we had a huge production database that needed replication for non-production environments with real-time data use cases, addressing both the large amount of data and storage issues, which Perforce Delphix helped us with significantly.

One specific project where Perforce Delphix helped with the huge amount of data and storage issues involved replicating large production data for non-production use to run our automated and manual test cases. We created a Perforce Delphix environment to replicate data, allowing us to create multiple non-production environments with the same storage set, where we were running different test cases in parallel, improving performance, coverage, and turnaround time significantly. Additionally, we were able to spin up environments very quickly.

Another important aspect we utilized with Perforce Delphix was point-in-time snapshotting, which allowed us to roll back all changes and restore the original state of the replicated data, thus contributing to its effective use.

Perforce Delphix offers excellent features including a very good UI capability and strong performance, along with reliable connection functionalities.

Regarding the UI, I found it to be very fast and performant from the database side, allowing us to create environments without the need for backend scripts. The UI also provided ways to connect to the database and observe current database usage statistics.

Perforce Delphix has positively impacted my organization by significantly improving turnaround time for test cycles, enabling us to close feature set testing very quickly and enhancing development time due to the availability of real-time data for executing numerous use cases in a non-production environment.

I estimate that our test cycle time has increased by forty to fifty percent and parallel development has had a significant impact as well.

In terms of improvements for Perforce Delphix, I believe the pricing page should provide more flexibility, as it was costlier before, though I am uncertain about the current pricing structure.

I have been working in my current field for the last eight years, and I have around twenty years of total experience.

Perforce Delphix is stable.

I did not encounter any scalability issues with what I have used, though I am uncertain about its overall scalability.

The customer support for Perforce Delphix is good. I would rate the customer support around seven to eight.

Previously, we were replicating using native database replication, but we switched to Perforce Delphix because we were struggling with data synchronization and storage issues.

I did not evaluate other options before choosing Perforce Delphix.

My advice for others considering Perforce Delphix is that if you are dealing with production database validation or related use cases and struggling with database storage, size, and pricing, Perforce Delphix is a good option. Especially for large organizations where multiple teams are working on the same data set and there are multiple features being released, Perforce Delphix offers a solid solution for logical data separation.

I am not using Perforce Delphix right now, but I was using it in my previous organization for one year.

I am uncertain about Perforce Delphix's AI capabilities, particularly concerning governance and security, as I have not worked much in that area.

Regarding the accuracy and reliability of Perforce Delphix's AI output, I have not had any experience with that and might need to explore it further.

I would rate this review an eight overall.

My main use case for Perforce Delphix is service virtualization and data masking.

I started with data masking first; Perforce Delphix is used for static data masking, not dynamic. I used it for our New Zealand Privacy Act 2020 compliance across the non-production environments, and we deployed it with 80% of the stack running on Perforce Delphix data masking capability. On the virtualization side, we deployed virtual VDBs based on Oracle, SQL Server, MySQL, and Postgres.

Perforce Delphix has a data control tower, which is their admin product through which you can do the provisioning of the VDBs from one dashboard across all engine deployments; we had multiple engines of virtualization and the masking engine, allowing us to have one view of the whole infrastructure sitting at that one product. They have developed this product quite nicely because previously it was just for reporting, but now it has many capabilities including virtual engine, virtual VDBs provisioning, masking, and doing many other things all from one dashboard.

There was quite a push for auto intelligence AI in our system, and due to the automation we built over three to three and a half years ago, we really improved the data landscape with Perforce Delphix, saving a lot of time and allowing the teams to focus on more productive tasks rather than just on that; 80% of our stack was running on Perforce Delphix APIs which was brilliant.

Perforce Delphix has positively impacted our organization by reducing the time it takes to do non-production environment data refreshes from weeks to hours, which has saved a lot of time for the teams; we were completely agile from top to bottom, enabling us to deliver quick turnaround and significant benefits to our teams, delivering value to the business—it was an excellent investment.

From weeks of data refreshes, we've gone down to days, allowing us to refresh seven environments in just three days, which is a huge achievement, reducing the previous time almost 80% from seven days or weeks to just a couple of days.

There are still some areas in Perforce Delphix needing improvement, particularly in the data quality aspects, which I provided feedback on during my time using Perforce Delphix; products like Collibra or Informatica are leaders in data quality, covering six dimensions including accuracy and completeness, which are missing in Perforce Delphix. Although it was good for automation and agility, the lack of data quality features is a significant gap.

User experience in Perforce Delphix has improved quite a bit from previous years, making it easier for individuals with just a couple of years of experience to work with it. However, when refreshing production systems, the ability to selectively refresh at a schema level instead of the whole environment is a feature that needs improvement.

I chose an eight because of the gaps mentioned, particularly around data quality, which is critical in the AI world; top-quality data is essential for effective AI learning models, and that improvement is necessary, as well as enhancements in refreshing environments to allow for more selective updates rather than complete refreshes.

The accuracy and reliability of output from Perforce Delphix depend on the quality of the source environment; if the environment does not meet quality standards, Perforce Delphix cannot perform optimally, which is why I emphasize the need for improvement in data quality.

I have been using Perforce Delphix for the last ten years.

Scalability with Perforce Delphix is excellent; we never had issues while implementing service virtualization and masking, as it can easily run on new infrastructure and quickly spin up new VMs for deployment.

Customer support from Perforce Delphix stands out as one of the best; my experience with their highly technical and professional support team has been amazing.

Before adopting Perforce Delphix, we used a product called IBM Optum, but it did not cover enough functionality for our needs due to its specialized implementation.

We evaluated other options, including IBM Optum, TCM (Test Director Manager), and Perforce Delphix itself; after workshops and proofs of concept, we decided on Perforce Delphix because it offered modern features including Perforce Delphix Self-Service, known as JetStream, allowing developers to perform their own refreshes and use bookmarks and branching without needing DBAs.

At the company I used to work, we had these three products that have been used for over ten years, so they definitely have many nice features, as I explained, including VDB virtualization and mapping really large data sets in production into a very small storage footprint that helps to build our capability in non-production environments; Perforce Delphix is also used for functional testing, static masking, and engine-based masking or outside the engine databases that can be masked as well.

Perforce Delphix AI capabilities include the introduction of the MCP server in its newer version, which enhances the masking capabilities and reduces the burden on users to come up with their own algorithms; this feature is excellent for speeding up processes.

In my organization, we had an on-premises deployment of Perforce Delphix.

When looking into using Perforce Delphix, potential users need to understand its capabilities; it is excellent for static masking but lacks dynamic masking, which is crucial for some use cases. It also provides robust integration options, but the choice between on-prem and cloud solutions should align with the user's specific requirements for maximizing benefits and efficiency in automation and AI.

Overall, I believe we have covered a lot regarding Perforce Delphix; I have spent ten years working with it and find that it is particularly beneficial for banks and large financial institutions, making it a solid choice for those running agile platforms. I would give Perforce Delphix a rating of eight out of ten.

My main use case for Perforce Delphix is masking and virtualization. For masking and virtualization, there is a production database where we used to mask so that the actual values do not come into the non-production database. While extracting, masking, and loading, we use Azure Data Factory, and then we use Perforce Delphix inside Azure Data Factory. For virtualization, we make a virtual copy of the production SQL database server and SQL Server database, and then we make the copy from the gold copy. We create the virtualized copy and mask it into the non-prod database.

The best features that Perforce Delphix offers are virtualization and masking as well as algorithms.

The algorithms in Perforce Delphix stand out for me because they are custom-friendly. Every algorithm is unique and allows me to make custom algorithms, not just masking letters but also numbers or any special characters or specific formats such as email. It allows me to meet all kinds of requirements, matching all kinds of business needs.

Perforce Delphix has positively impacted my organization because we no longer have to rely on new masking software. Perforce Delphix itself has helped us enable data masking in a very seamless and efficient manner. It is unimaginable to make a virtual copy and then mask it and load it into the lower environment without Perforce Delphix. Prior to Perforce Delphix, it was taking a backup, then virtualizing it, then masking it on the go, and then loading it into the lower environment, which is a very tedious task.

Perforce Delphix has been of great use when it comes to SQL Server, but it should improve mainly when it comes to SAP HANA and Salesforce as I have not seen Perforce Delphix progress much in those areas.

Perforce Delphix needs improvements involving the level of integration it has with Oracle and SQL Server being much higher compared to SAP HANA and Salesforce. The total level of integration for virtualizing, masking, and loading in a seamless fashion is not available in SAP HANA for Perforce Delphix.

I have been using Perforce Delphix for more than five years.

Perforce Delphix is stable.

I have seen that Perforce Delphix's scalability works well on a much lower scale, where we have small and medium-sized databases, more than 100 to 150. We have not actually checked it on over four terabytes based databases, so we cannot talk about scalability, but it does scale for more than 150 applications.

The customer support from Perforce Delphix is great. It has been consistent, and whenever we raise a ticket, we get prompt answers.

I cannot share specific metrics regarding the return on investment as it is confidential, but we have saved a lot of money and time, which has allowed us to do a lot of work with fewer employees.

My experience with pricing, setup cost, and licensing was that we had to talk with the team, and then they would give us a license code. After that, we would take the Azure version, get a VM, and activate it. It was seamless, easy, and flexible.

My advice for others looking into using Perforce Delphix is to come with an open mind. Every tool will have its own highs and lows. You just need to know its strengths and weaknesses and adjust your strategy based on your environment. You should know prior to implementation whether Perforce Delphix looks good for your needs or not. I would rate Perforce Delphix an eight on a scale of one to ten.