Oracle GoldenGate Response Files: Understanding the Evolution from 12c to 23ai

Your Oracle GoldenGate 21c response file won’t work for 23ai deployments—and that’s by design. Oracle fundamentally restructured GoldenGate configuration with 23ai, introducing deployment-level administrator separation, granular directory control, Configuration Service options, and enhanced security with TLS 1.3 support. This detailed comparison reveals the critical differences between response file schemas, explains why backward compatibility breaks, and provides practical migration strategies for maintaining automation across GoldenGate versions from 12c through 23ai. Learn how to leverage new capabilities like remote metrics and centralized configuration management while keeping your existing deployments running smoothly.

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Reflections from Oracle AI World 2025: Innovation, Community, and the Road Ahead

Discover the major announcements from Oracle AI World 2025, including the transformation to Oracle Database 26ai, GoldenGate’s AI-ready capabilities, and the game-changing OCI GoldenGate on Azure integration. Learn how Oracle is architecting AI into the core of data management and why these innovations position organizations for the AI revolution.

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Why Do I Write? A Journey from Knowledge Hoarding to Community Building

Discover how documenting technical solutions transformed my Oracle consulting career and why sharing knowledge multiplies your value. Learn practical approaches to start writing about your technical experiences and build both expertise and community connections.

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Securing MCP Servers for Enterprise Use: Beyond HTTPS Protocol

Model Context Protocol (MCP) servers are transforming how enterprises integrate AI with their business applications, but this powerful connectivity creates new security challenges that go far beyond basic HTTPS encryption. As MCP servers grant AI systems access to sensitive business data across multiple applications—from CRM systems to databases—they essentially become gateways to your entire digital infrastructure. This comprehensive guide explores the multi-layered security approach needed for enterprise MCP deployments, covering authentication strategies, network architecture, data protection, and monitoring capabilities that ensure your AI integration remains both powerful and secure.

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