Replace Delphix, Embrace Windocks

Database Virtualization for the AI Age.

Why Enterprises are leaving Delphix behind:

  • Simple Deployment and management: deploy in days, managed by DBAs or DevOps engineers.

  • 50%+ Cost Savings: No proprietary hardware. Run on Linux or Windows servers.

  • AI Ready: Agentic AI ready for data engineering, analytics, and ML.

  • Cloud & DevOps Native: Virtualize data into containers or existing instances.

  • Broad Data Coverage: Oracle, Oracle EBS, SQL Server, PostgreSQL, MySQL, Mongo, Snowflake, AWS RDS, Azure SQL, and more.

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WHITEPAPER

Database Virtualization in the AI age

Learn how leading enterprises are cutting costs by 50% or more, accelerating DevOps, and preparing their data infrastructure for AI by replacing Delphix with Windocks.

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Feature / Capability Windocks Delphix
Deployment Linux & Windows, no proprietary hardware Proprietary storage appliance
Cost 20-50% of Delphix $500K+/year
Capabilities Virtualization, containerization, masking, subsetting, synthetic data, Agentic AI for ML Database virtualization and masking
Data Platforms Oracle, Oracle EBS, SQL Server, PostgreSQL, MySQL, MongoDB, NoSQL, textual Adds support for z/OS DB2, and SAP
Virtualization Point in time and near real-time cloning, timeline roll forward/backward Similar Functionality
DevOps Ready Orchestrates the delivery of databases to Docker containers, fixed instances, and unique Windows SQL Server containers  Mountable volumes for containers, no Windows SQL Server container support
AI & Analytics MCP server ready, synthetic data, masking, subsetting Database virtualization & masking only
Support 24/7 with live Zoom engineer sessions 24/7 with electronic support, Zoom for escalations only
Suitable for Large enterprises, SMBs, business units, DBAs, and DevOps engineers Large enterprises with dedicated system admins

 

Migration is Swift!

Switching from Delphix to Windocks takes days to weeks, not months.

1. DISCOVERY

Identify workloads in Delphix

2. DEPLOY

Install Windocks on commodity infrastructure.

3. RECREATE CLONES

Use Windocks virtualization engine

4. PIPELINE INTEGRATION

Connect CI/CD workflows.

VALIDATION & CUTOVER

Transition users and decommission Delphix.

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ROI of Moving to Windocks

  • 50%+ Lower Cost: Eliminate hardware lock-in.
  • Seconds vs. Hours: Faster cloning accelerates delivery cycles.
  • AI Enablement: Support retraining, A/B testing, and ML development.
  • Compliance & Security: GDPR, HIPAA, and beyond.

“We moved off Delphix after seeing how Windocks could deploy in days instead of months, without the cost and complexity of proprietary appliances. It gives us broader platform support at half the price, and it’s AI-ready—so our teams ship features faster with compliant data that powers both DevOps and machine learning.”
— CIO, Global Financial Services Firm

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Database Cloning

Create writable copies of databases in seconds instead of hours. Enable fast development, testing, and analytics, helping teams work efficiently with full, realistic environments without impacting production systems.

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SQL Server containers

Run multiple isolated SQL Server instances on a single machine using Docker Windows containers. Maximize hardware utilization, simplify testing and deployment, and provide great support for remote teams.

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Synthetic data

Generate synthetic data that reflects source distributions in databases or flat files.  Protect sensitive data by replacing Personally Identifiable Information (PII) like names, phone numbers, and addresses, to ensure regulatory compliance. 

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Feature Data

Code free data aggregation, cleansing, and enriching from multiple sources to create “features” for Machine Learning and AI. Feature data enables advanced analytics and ML modeling, such as predicting fraudulent transactions, improving decision-making, and driving business outcomes.

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Single source of truth

Combine data from multiple databases into a unified “feature data table.” This provides accurate, consolidated information across systems, eliminates duplication, and ensures consistent reporting for analytics, compliance, and business intelligence needs.

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Database subsetting

Reduce large databases to smaller, targeted datasets while maintaining all key relationships and integrity between tables. Subsetting helps accelerate testing, minimizes storage requirements, and protects sensitive information during development activities.

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Modern teams are making the switch.
Don’t get stuck with yesterday’s technology.

What do Delphix and Windocks do?

Both companies provide database virtualization and data masking. Delphix runs on a proprietary storage appliance, while Windocks runs on Linux and Windows servers with no lock-in.  In addition to database virtualization and masking, Windocks adds additional capabilities, including synthetic data, database subsetting, and AI-ready pipelines, making it a more modern choice for enterprises.

How do Delphix and Windocks work?

Delphix works by virtualizing and masking databases on its appliance-based environment. Windocks achieves the same outcomes on Linux and Windows file systems, and adds the flexibility to orchestrate delivery of virtualized databases to newly created Docker containers or to existing fixed instances.  Windocks also avoids the need for dedicated staging servers, as is common with Delphix.  

What are Delphix and Windocks used for?

Organizations use Delphix to speed up development and testing by virtualizing production databases. Windocks does the same, and also goes further in supporting delivery of synthetically populated databases and supporting data preparation for analytics and machine learning model testing. 

What is Delphix data virtualization vs Windocks data virtualization?

Delphix data virtualization allows teams to create and mask virtualized databases, typically requiring dedicated system administrators.   Windocks is downloadable software that installs in minutes and is managed by DBAs or DevOps engineers.  The result is a lower cost of operation and greater agility with Windocks. 

What are the limitations of Delphix vs Windocks?

Windocks is a lightweight, cloud-ready platform that supports Oracle, Oracle EBS, SQL Server, PostgreSQL, Mongo, Snowflake, and more.  A single Windocks server is a good fit for a line of business or small org, and can scale out to serve large enterprises.   Delphix is definitely geared toward large enterprises with a large budget.

Why are enterprises replacing Delphix with Windocks?

Enterprises switch to Windocks because it deploys in days, costs 50% less, and includes AI-ready capabilities like agentic workflows and synthetic data. Delphix provides traditional masking and virtualization but doesn’t support the same breadth of data or modern DevOps pipelines.