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    Perforce Delphix Continuous Compliance for Data Masking on AWS

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    Deployed on AWS
    Perforce Delphix Continuous Compliance is a data masking and compliance solution that secures sensitive data on AWS, enabling compliant dev and test workflows while reducing privacy and security risk.
    4.3

    Overview

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    Perforce Delphix Continuous Compliance is a data masking solution that protects sensitive data on AWS. It enables enterprises to safely use production like data in nonproduction environments while maintaining compliance and reducing security risk.

    Protect Sensitive Data at Scale Delphix Continuous Compliance helps organizations discover, classify, and mask sensitive information across relational databases, cloud native data sources, and files. Masking policies automatically replace sensitive values with fictitious yet valid equivalents, preserving referential integrity and data usability for development and testing.

    Built for Compliance and Auditability With centralized policy enforcement, Delphix helps teams govern nonproduction data sprawl and stay aligned with regulatory requirements such as HIPAA, PCI, and GDPR. Consistent masking improves visibility and accountability while strengthening audit readiness.

    Secure Dev and Test Workflows Delphix Continuous Compliance integrates with the Delphix DevOps Data Platform to ensure sensitive data never leaves production unsecured. Compliant, masked datasets can be provisioned for dev and test teams without introducing privacy or security risk.

    Key Capabilities Automated sensitive data discovery and classification Dynamic and static data masking with referential integrity Policy based governance for nonproduction environments Support for AWS Aurora, AWS RDS, Oracle, SQL Server, SAP, PostgreSQL, and more GUI driven workflows for creating and executing masking jobs

    Highlights

    • Compliant Data in Minutes: Automated masking for DevOps and AI pipelines.
    • Reduced Risk: Centralized policy enforcement and governance for non-prod data to eliminate privacy and security risks.
    • Trusted Data Anywhere: Consistent, efficient compliance in any environment.

    Details

    Delivery method

    Delivery option
    64-bit (x86) Amazon Machine Image (AMI)

    Latest version

    Operating system
    Ubuntu 24.04

    Deployed on AWS
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    Pricing

    Perforce Delphix Continuous Compliance for Data Masking on AWS

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    Pricing is based on actual usage, with charges varying according to how much you consume. Subscriptions have no end date and may be canceled any time. Alternatively, you can pay upfront for a contract, which typically covers your anticipated usage for the contract duration. Any usage beyond contract will incur additional usage-based costs.
    Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator  to estimate your infrastructure costs.

    Usage costs (10)

     Info
    Dimension
    Cost/hour
    r5n.4xlarge
    Recommended
    $5,000.00
    r5n.2xlarge
    $5,000.00
    r4.16xlarge
    $5,000.00
    r5n.8xlarge
    $5,000.00
    r4.4xlarge
    $5,000.00
    r5n.16xlarge
    $5,000.00
    r4.2xlarge
    $5,000.00
    r6i.4xlarge
    $5,000.00
    r4.8xlarge
    $5,000.00
    r7i.4xlarge
    $5,000.00

    Vendor refund policy

    We do not currently support refunds, but you can cancel at any time.

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    Vendor terms and conditions

    Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA) .

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    Usage information

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    Delivery details

    64-bit (x86) Amazon Machine Image (AMI)

    Amazon Machine Image (AMI)

    An AMI is a virtual image that provides the information required to launch an instance. Amazon EC2 (Elastic Compute Cloud) instances are virtual servers on which you can run your applications and workloads, offering varying combinations of CPU, memory, storage, and networking resources. You can launch as many instances from as many different AMIs as you need.

    Additional details

    Usage instructions

    Access the application via a browser at http://<public_dns> or <IP Address>. This will automatically redirect to the Configuration/Setup interface upon login. To connect to the Delphix CLI, use SSH and the username sysadmin or admin.

    Support

    Vendor support

    As a valued Delphix customer, you will receive free technical support on weekdays during normal business hours. https://portal.perforce.com/s/article/Delphix-Support-Policies-KBA1504-1728062693411?name=000010824 

    Simply take 60 seconds to register -- instructions are in your welcome letter. You can then reach Support at https://portal.perforce.com/s/ . Delphix Platinum Support, our 24x7x365 premium technical support option, is available as well. Learn more at

    AWS infrastructure support

    AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.

    Product comparison

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    Accolades

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    Top
    25
    In Migration
    Top
    10
    In Databases & Caching, Network Infrastructure
    Top
    25
    In Data Security and Governance, Data Governance

    Customer reviews

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    Sentiment is AI generated from actual customer reviews on AWS and G2
    Reviews
    Functionality
    Ease of use
    Customer service
    Cost effectiveness
    0 reviews
    Insufficient data
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    Overview

     Info
    AI generated from product descriptions
    Sensitive Data Discovery and Classification
    Automated discovery and classification of sensitive information across relational databases, cloud native data sources, and files
    Data Masking with Referential Integrity
    Dynamic and static data masking that replaces sensitive values with fictitious yet valid equivalents while preserving referential integrity and data usability
    Policy-Based Governance
    Centralized policy enforcement and governance for nonproduction environments with support for regulatory requirements including HIPAA, PCI, and GDPR
    Multi-Database Support
    Support for masking operations across AWS Aurora, AWS RDS, Oracle, SQL Server, SAP, PostgreSQL, and additional database platforms
    DevOps Integration
    Integration with the Delphix DevOps Data Platform to provision compliant, masked datasets for development and testing workflows
    Database Activity Monitoring
    Real-time monitoring and auditing of database activities across SQL and NoSQL databases including RDS, Aurora, DynamoDB, Redshift, Athena, and Elasticsearch
    Data Masking Capabilities
    Dynamic and static data masking for personally identifiable information (PII) and protected health information (PHI) with granular control over sensitive data access
    Sensitive Data Discovery and Classification
    Automated discovery and classification of sensitive data across databases, data warehouses, and data lakes with compliance mapping
    Multi-Database Support
    Support for major SQL and NoSQL databases including PostgreSQL, MySQL, MariaDB, Oracle, MSSQL, MongoDB, Cassandra, Snowflake, SAP HANA, and AWS managed services
    Compliance and Authentication Integration
    Integration with Active Directory, LDAP, IAM, CloudWatch, and SIEM systems with support for compliance frameworks including HIPAA, PCI-DSS, GDPR, SOX, and ISO27001
    Multi-Dimensional Data Intelligence
    Multi-dimensional knowledge graph for contextual insights about company data and AI models across hybrid multicloud and SaaS environments
    Data Classification and Discovery
    Out-of-the-box classifiers for structured and unstructured systems capable of identifying hundreds of sensitive data elements across petabytes of data
    Data Security Posture Management
    Built-in Data Security Posture Management (DSPM) and Data Security Platform (DSP) functionality for securing sensitive data in hybrid multicloud and SaaS environments
    Broad System Connectivity
    Support for hundreds of built-in connectors enabling integration with public and private clouds, data lakes, warehouses, SaaS applications, and data streaming systems
    Automated Privacy Operations
    Privacy management technology with built-in regulatory context to automate privacy operations using data intelligence

    Contract

     Info
    Standard contract
    No
    No

    Customer reviews

    Ratings and reviews

     Info
    4.3
    33 ratings
    5 star
    4 star
    3 star
    2 star
    1 star
    61%
    33%
    3%
    0%
    3%
    8 AWS reviews
    |
    25 external reviews
    External reviews are from G2  and PeerSpot .
    BhBh

    Data virtualization and masking have transformed how our teams manage and refresh test data

    Reviewed on Jun 14, 2026
    Review from a verified AWS customer

    What is our primary use case?

    My main use case for Perforce Delphix  is data virtualization and data masking. Data masking involves using algorithms and masking techniques to mask data, and virtualization puts the data into lower environments. There is no need to wait for database administrators, developers, or anyone to refresh the data into lower environments. The process is very quick and can be done on-demand.

    How has it helped my organization?

    Perforce Delphix  has impacted my organization positively in terms of data virtualization. It was very helpful for test data management because the manpower that we needed to manage all the databases and wait for database administrators was really minimized. It was also very helpful in terms of audits and regulation maintenance. In this way, it has really benefited our organization positively.

    What is most valuable?

    The best features Perforce Delphix offers include its ability to profile data and find sensitive information, as well as suggest masking algorithms that can be applied. It also has DevOps features and the ability to virtualize data really quickly without depending on anyone else. The process is quick and easy to execute.

    The sensitive data discovery and masking suggestions have helped my team by finding sensitive data at the row and column level. It provides an inventory after the discovery and masking, and also provides masking algorithms such as character mapping algorithms, sensitive discovery algorithms, or date and time functions. There is also the ability to create custom inventory maps to mask fields accordingly.

    The profiler jobs are really quick and find sensitive details rapidly while showing what needs to be masked. Regarding virtualization, the VDBs do not consume complete storage that resides on-premise or in the cloud. Once the dSource, which is the actual database, is attached, it takes the transaction logs and keeps in touch with the database. If attaching a dSource takes one day, there is no need to wait that same amount of time for every virtual database created thereafter. VDBs are quick and lightweight, making them very cost-effective in terms of usage and storage.

    What needs improvement?

    When working with masking algorithms, there can be issues or lag if they are not configured properly. The tool also requires assistance with attaching the GenRocket  feature, which is a synthetic data generator used for masking real-looking data. If needed, users must seek help from the GenRocket  feature because it is highly effective. Perforce Delphix has its own synthetic data generator based on AI, which is developing, but this feature could still be improved.

    Perforce Delphix requires having technical experts in place, such as DevOps engineers, to work with the tool effectively. Training and certifications are needed to work on the tool, which can be provided by Perforce Delphix. Teams would need Perforce Delphix experts, technology specialists, and DevOps engineers, and the necessary training should be completed before working with the tool.

    For how long have I used the solution?

    I have been using Perforce Delphix for around three years, and it is a very good tool for data masking and virtualization, predominantly for virtualization because it performs very well when scaling up to meet demand.

    What other advice do I have?

    Regarding Perforce Delphix's AI capabilities, people need to be more informed about them because there must be an auditor in place to review the audits, governance, and security being put in place by the AI. An actually certified auditor must go through the governance that has been implemented by the AI. This feature is developing and needs monitoring in place as well.

    For sensitive data generation, Perforce Delphix has a small AI running. It is somewhat accurate, but it cannot be relied upon for larger data sets, and the GenRocket feature would be needed in place. This area still needs improvement.

    Regarding specific outcomes or metrics from using Perforce Delphix, I would recommend this tool especially for larger data sets. If you are maintaining enterprise-level data with larger data sets such as 10 TB, 12 TB, or more, this tool is appropriate. If you are running a small-scale industry with limited budget, Perforce Delphix may not be suitable because it is costly. If you have a larger business and are going to implement Perforce Delphix into your organization, it is a good choice. However, if it is a small-scale industry, alternatives should be considered because provisioning Perforce Delphix is really costly. It really does provide the best outcomes that can be expected, and it can be relied upon if you have a very large-scale industry, very large data sets, enterprise-level data, or are managing enterprise-level applications. The time saved is around 60 percent in terms of waiting for other workflows to be completed and waiting for data analysts and database administrators to refresh data. In terms of manual work, it also saves a lot of time.

    I give this review an overall rating of 9 out of 10.

    reviewer2855997

    Data masking and virtualization have transformed daily security, space savings, and recovery speed

    Reviewed on Jun 13, 2026
    Review from a verified AWS customer

    What is our primary use case?

    My main use case for Perforce Delphix  is for masking jobs and virtualization with clients, and I am involved in pre-sales, support, and troubleshooting for clients.

    A specific example of how I use Perforce Delphix  for masking jobs or virtualization is a scenario for security in enterprises where we need a database masked and virtualized to optimize space and have a fast database. For masking, it is for LGPD, for security and legal reasons.

    I have a lot to add about my main use case as we use Perforce Delphix for many scenarios because we work with Delphix daily, employing it for various different things.

    What is most valuable?

    In my opinion, the best features Perforce Delphix offers include Brazilian CNPJ masking for the LGPD profile set on the adaptive engine.

    The ability of the adaptive engine to handle Brazilian CNPJ and LGPD profiles are standout features, and the adaptive engine helps me day-to-day because the CNPJ is transformed to an alphanumeric type from a numeric type. This cover for masking is something different from the market and is very important now because all enterprises need to mask these fields.

    Perforce Delphix has positively impacted my organization very well because many enterprises call us for projects to virtualize databases and mask their fields in the database.

    What needs improvement?

    I face different challenges every day on all of the projects, and I see different bugs and problems, so every day I try a new challenge.

    I have many bugs, but I cannot list all of them because there are many bugs every day.

    For how long have I used the solution?

    I have been working in my current field for two years.

    What do I think about the stability of the solution?

    From my experience, Perforce Delphix is stable.

    What do I think about the scalability of the solution?

    The scalability of Perforce Delphix is really good as we use it every day for different scenarios.

    How are customer service and support?

    I use Delphix support which is really good, but the term 'customer support' does not make sense to me.

    Which solution did I use previously and why did I switch?

    I have never used a different solution for virtualization and masking of databases.

    What was our ROI?

    In the part that I see, Perforce Delphix provides good returns, but I do not know about the specific metrics. However, I know a return exists.

    Which other solutions did I evaluate?

    Before choosing Perforce Delphix, I evaluated other options, specifically for masking where we used masking on the Oracle side and another application, but I have never seen anything as good as Delphix. In virtualization, I have also never seen something Delphix, which is really different from other applications.

    What other advice do I have?

    I rated Perforce Delphix a 10 out of 10.

    I chose this rating because Perforce Delphix helps my day and everyone on the project team, including the development teams. It helps everyone on the cost side, development side, DBA side, and support team side, and it is easy to use.

    Regarding Perforce Delphix's AI capabilities, I think its governance and security are good because you can provide masked fields for training an AI machine learning model, and we have a DCT on Delphix which is an engine for data governance that works well.

    I do not know about the accuracy and reliability of output related to Perforce Delphix's AI capabilities.

    I would advise others looking into using Perforce Delphix to recognize that it is really fast in its virtualization type and that you can reduce costs with virtualization. You can create a VDB in the database with fast ingestions, fast recovery in disaster scenarios, and fast masking, and the masking feels realistic.

    Which deployment model are you using for this solution?

    Hybrid Cloud

    If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?

    Richajoshi Joshi

    Masked sensitive data and delivers realistic virtual test datasets for compliant development

    Reviewed on Jun 11, 2026
    Review provided by PeerSpot

    What is our primary use case?

    We are using Perforce Delphix  for test data management, where we perform data masking, virtualization, and create VDBs from Perforce Delphix  for data virtualization.

    For example, I work for a banking client that has a lot of PII information, which stands for personal identifiable information. We use Perforce Delphix to connect to the database, analyze the data for PII, and identify all the PII fields such as first name, last name, addresses, phone numbers, and email addresses. We finalize the list of PII columns and perform masking by identifying different masking algorithms. The masking algorithms ensure that if you want to mask a mobile number, it appears in the same format as a ten-digit number, but it is not real-time data. Similarly, if there is a customer named Samantha Prabhu, we replace it with something else such as Richa Joshi, ensuring that the data is altered and not live customer information. For virtualization, we use Perforce Delphix to virtualize data and create different VDBs. Given that database sizes in production environments can be in terabytes, we cannot take the entire dataset into the testing environment for various testing or developmental purposes, so we create VDBs. The VDBs can reduce the data size, such as one terabyte being shrunk to one GB, enabling its use for diverse purposes including analysis and providing the VDB to testing or development teams for business and analytics. We use a virtualization engine to transfer the data from production to testing environments in a smaller subset.

    It is an everyday task to mask the data for different databases across various applications in banking clients, where multiple applications hold different kinds of PII. We need to analyze the databases using Perforce Delphix and perform masking daily, and for virtualization, the same applies. We take snapshots, record the data, and maintain copies as VDB and PDB in our virtualization engine for access when needed, such as when testing requires a subset of six-month-old data. If we have that data in our VDB, it can be quickly provided to the testing team for their purposes without lengthy authorization processes related to data extraction from production.

    How has it helped my organization?

    Test data management is crucial in the testing and development life cycle, as correct data drives the development of valuable features in applications. Quality data is essential for effective testing, enabling the discovery of issues and bugs. Perforce Delphix is a valuable tool that ensures the delivery of compliant data that does not violate data protection policies such as GDPR or HIPAA, thereby protecting customer information while providing high-quality test data that resembles live production data but is masked. Perforce Delphix helps prevent data loss and fines associated with data protection violations, improving the organization by ensuring compliance and facilitating quick access to quality data that saves time and costs during development and testing.

    Perforce Delphix ensures that compliance requirements related to GDPR and other data protection policies are met by masking personal identifiable information such as names and addresses. As a result, the organization avoids hefty fines similar to what Facebook faced due to compliance issues.

    What is most valuable?

    The best feature in Perforce Delphix is virtualization, as it allows for a multitude of VDBs that do not consume physical space on your server. You can create multiple VDBs, distribute that data through PDBs to various testing teams for testing purposes, and provide the same dataset in different VDBs to development teams for their activities. Additionally, masking is another standout feature, enabling identification and scanning for PII, data profiling, and subsequently performing masking with customizable rules. The third notable feature is the ability to roll back data; if the deployed masked data malfunctions, you can revert to a previous version, correct any issues, and reload it.

    What needs improvement?

    An improvement for Perforce Delphix could be in subsetting, as it currently lacks variety in its subsetting rules. When retrieving data, it can be limited to specific time frames, without options for country or state specificity, which would be beneficial. Additionally, there is a need for features to facilitate synthetic data generation in testing environments.

    Occasionally, issues arise with VDBs, which can become corrupted, making data retrieval impossible and possibly resulting in data loss. There should be a more robust mechanism for retrieving VDBs to mitigate the risk of crashing and potential data loss.

    For how long have I used the solution?

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

    What do I think about the stability of the solution?

    In my experience, Perforce Delphix is very stable.

    What do I think about the scalability of the solution?

    Perforce Delphix's scalability is good as it integrates well with current CI/CD pipelines and provides solutions for various applications, enabling the creation of pipelines that trigger jobs directly within Perforce Delphix for refreshes and other automation tasks.

    How are customer service and support?

    Customer support from Perforce Delphix is excellent, as they are very helpful and provide timely solutions.

    Which solution did I use previously and why did I switch?

    I previously used Broadcom TDM, which is a competitive test data management tool known for its excellent features in data masking, data subsetting, and synthetic data generation, surpassing Perforce Delphix in several areas except for virtualization.

    What was our ROI?

    There is a return on investment for Perforce Delphix, but I do not have specific metrics available to quantify savings in time, money, or manpower.

    What's my experience with pricing, setup cost, and licensing?

    The pricing, setup cost, and licensing for Perforce Delphix are substantial, making it unaffordable for small organizations and startups. It is mainly utilized by larger clients such as banking and healthcare providers capable of funding such an investment.

    Which other solutions did I evaluate?

    We evaluated options such as Informatica TDM  and Tonic tool, but their performance was inadequate for handling large datasets, leading us to choose Perforce Delphix.

    What other advice do I have?

    The rollback feature is useful when you need to mask data from a specific period, and upon refreshing the data into the testing environment, if it becomes corrupted, effectively stopping progress. The rollback allows you to return to a previous version, rectify the problem, and refresh the data again, thereby saving significant time during testing as you can correct issues without lengthy delays.

    My advice for those looking into using Perforce Delphix is to learn how to create different masking rules prior to using the tool, ensuring familiarity with the interface and a basic understanding of data administration. I give Perforce Delphix an overall rating of 8.5 out of 10.

    reviewer2849805

    Database refreshes have become fast and efficient for production-like test environments

    Reviewed on Jun 08, 2026
    Review provided by PeerSpot

    What is our primary use case?

    My main use case for Perforce Delphix  was refreshing production databases.

    What is most valuable?

    The best features Perforce Delphix  offers are quick and easy production-like database management. Refreshing databases is easy and efficient. For example, before using Perforce Delphix, we exported and imported databases to refresh production databases for test cases, but after we implemented Perforce Delphix, we refreshed them more efficiently and quickly.

    Refreshing UAT databases takes nearly five minutes with Perforce Delphix, but before that, we exported and imported them along with importing the schema. Perforce Delphix has positively impacted my organization as I saved considerable time.

    What needs improvement?

    I am not currently using Perforce Delphix, so I cannot comment on how it can be improved. I cannot recall any needed improvements from my past experience with Perforce Delphix. Since I have not used Perforce Delphix for nearly five or six years, I cannot add anything specifically about needed improvements.

    For how long have I used the solution?

    I have been working in my current field for nearly 10 years.

    What do I think about the stability of the solution?

    Perforce Delphix is stable in my experience. After we tested it in our company, other companies tested it and implemented it to their production environment.

    What do I think about the scalability of the solution?

    Perforce Delphix reduces storage, so it takes about five minutes to make a UAT test environment, and I did not notice any issues as our data or usage grew.

    How are customer service and support?

    The customer support for Perforce Delphix, based on my experience, is initially not easy to reach, but in the succession stage, it is easy to reach support.

    Which solution did I use previously and why did I switch?

    Perforce Delphix was the first program that we used for refreshing databases.

    How was the initial setup?

    I used Perforce Delphix for nearly two or three years. I found it easy to use.

    What about the implementation team?

    I used Perforce Delphix during my junior years, but I left it because I began working at another company.

    What was our ROI?

    I have not seen a return on investment from using Perforce Delphix, and I am not the one in charge of investment or licensing information.

    What's my experience with pricing, setup cost, and licensing?

    I do not know the licensing information or setup cost for Perforce Delphix because I am not the one in charge of that.

    Which other solutions did I evaluate?

    I did not evaluate any other options before choosing Perforce Delphix.

    What other advice do I have?

    My advice to others looking into using Perforce Delphix is that it reduces time, is easy to implement, and also reduces storage. I would give this product a rating of 9 out of 10.

    reviewer2849214

    Data masking has accelerated anonymized testing and now protects sensitive HR information

    Reviewed on Jun 05, 2026
    Review provided by PeerSpot

    What is our primary use case?

    My main use case for Perforce Delphix  is data anonymization of Workday . Workday  is a platform where the company's data is stored in different files containing personal details, health details, and other critical document information. For testing and development purposes, we use the lower environment. In the lower environment, we need the same sample of data, but an anonymized version. Perforce Delphix  helps us anonymize the data into a deterministic value, which we then use for testing and development purposes.

    What is most valuable?

    Perforce Delphix offers massive storage savings and useful algorithms as its best features. The tool uses real-time personal identifiable data, including national IDs and national ID algorithms, along with multiple types of algorithms for particular use cases.

    I rely on the national ID feature most in Perforce Delphix. In Workday, we use different countries' national IDs, which have specific formats. Perforce Delphix has its own connectors to fetch data from the real-time environment, using that particular format to produce deterministic data. The national ID feature is very useful for me to anonymize national IDs.

    Perforce Delphix offers email ID formats that can be produced in different variations depending on the vendor or the client. Beyond email IDs, hierarchy can be utilized along with different name formats, local languages, and various employee IDs. This flexibility is very valuable.

    Perforce Delphix has positively impacted my organization by improving efficiency. The process that used to take almost 48 hours has been reduced by 40 hours due to Perforce Delphix, allowing us to complete our work in just eight hours. This reduces one full-time effort of an employee, allowing that person to focus on other areas. In terms of cost savings and improving efficiency, it helps significantly.

    What needs improvement?

    I believe the data generation part should be included in Perforce Delphix, as it would be helpful for other organizations as well. Data generation is the main improvement I feel Perforce Delphix can make. It would be beneficial if we could provide a format and Perforce Delphix could reply with hundreds or millions of records.

    For how long have I used the solution?

    I have been using Perforce Delphix for four years.

    What do I think about the stability of the solution?

    Perforce Delphix is stable.

    What do I think about the scalability of the solution?

    Perforce Delphix's scalability is impressive; it can handle low, medium, and large data sets smoothly.

    How are customer service and support?

    The customer support for Perforce Delphix is excellent. For a P1 ticket, it gets resolved within two to four hours. For a medium ticket, it is resolved within six to eight hours, and for a P3 ticket, it takes about a day.

    Which solution did I use previously and why did I switch?

    I evaluated TDM before choosing Perforce Delphix.

    What was our ROI?

    I have seen a return on investment, including money saved, efficiency gained, and fewer employees needed. Everyone can get involved to benefit from this tool.

    Which other solutions did I evaluate?

    I do not want to switch to any other tool. I am very likely to continue using Perforce Delphix.

    What other advice do I have?

    Regarding Perforce Delphix's AI capabilities, the tool does not save any data into it. Perforce Delphix only saves the algorithms and is connected with the target and source systems, which are completely handled by the project team. There is no data storage in Perforce Delphix, ensuring data privacy is achieved.

    The accuracy of Perforce Delphix's output is approximately 95%. When checking the output, I observe there are no duplicates, no synonyms, and no errors. The results match what we expected. The accuracy is correct.

    My advice for others looking into using Perforce Delphix is that if your organization needs optimization and you have less skilled personnel who are aware of workflows, you can definitely go for Perforce Delphix. The UI is very user-friendly, enabling you to leverage this tool. I would rate this product a 9 out of 10.

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