Oracle Goldengate 23 AI

n today’s data-driven world, real-time replication, zero downtime migrations, and intelligent data integration are critical capabilities for any enterprise. Oracle GoldenGate has long been a go-to solution for change data capture and replication. Now, with the advent of Oracle GoldenGate 23AI, the platform enters an exciting new era—combining AI enhancements with robust architecture to meet evolving business demands.

To help professionals, architects, DBAs, and technical leads get up to speed, Agtrancotech is launching a Live Webinar Series focused on “Oracle GoldenGate 23AI: New Features & Use Cases.” This series promises deep dives, hands-on examples, and expert guidance. In this article, we explore what makes this webinar series especially compelling, preview key topics, highlight use cases, and explain how it ties into the broader Oracle Goldengate Architecture landscape.

Why a Webinar Series Matters Now

The evolution from classic replication to AI-augmented capabilities

For over a decade, Oracle GoldenGate has enabled organizations to replicate, synchronize, and transform data across heterogeneous systems. The core strengths of Oracle Goldengate Architecture—durability, low latency, flexible topology support—have stood the test of time. However, as data volumes explode and application landscapes become more complex, pure replication alone is no longer enough.

Oracle responded with Oracle GoldenGate 23AI, injecting intelligence, automation, and observability into the replication pipeline. The new features promise to:

  • Automate parameter tuning using pattern recognition and machine learning
  • Provide smarter error detection, diagnosis, and self-healing
  • Offer greater visibility into data flow, performance bottlenecks, and lag
  • Enable context-aware replication strategies (e.g. dynamic filtering)

As organizations adopt cloud, hybrid, and multi-cloud architectures, this next generation of GoldenGate offers a more adaptive, scalable solution than ever before.

Given the pace of change, attending live sessions is ideal: you get real-time Q&A, guided demos, and the chance to see the new features in action rather than reading static documentation.

Why Agtrancotech?

Agtrancotech (sometimes stylized “Agtrancotech” in certain references) has built a strong reputation in the Oracle GoldenGate training and consulting space. Their offerings emphasize:

  • Live sessions by Oracle GoldenGate experts
  • Real-time scenario explanations, lab support, preconfigured VMs, and lifetime on-job support
  • A portfolio of courses including Oracle Goldengate 23AI, Classic Architecture, Microservices, and Veridata

Because of their domain focus and training infrastructure, Agtrancotech is an ideal host for a series targeting advanced GoldenGate users and newcomers alike.

Webinar Series Structure & Highlights

While exact dates and session breakdowns may evolve, here is a schematic of how the Oracle GoldenGate 23AI Live Webinar Series is expected to run.

Sample Session Outline

  1. Introduction & Roadmap
    • What is Oracle GoldenGate 23AI
    • Why AI matters in data replication
    • Migrating vs. upgrading from legacy deployments
  2. Deep Dive into Oracle Goldengate Architecture (23AI Edition)
    • Process model, modules, and flow of data
    • Changes/new modules in 23AI vs classic
    • End-to-end trace of a replication pipeline
  3. Installation & Deployment Best Practices
    • Pre-requisites, supported platforms
    • Configuration patterns
    • High-availability, failover, and clustering
  4. Capture / Extract Configuration
    • How AI-aware extraction works
    • Handling DML, DDL, and schema evolution
    • Performance tuning and error handling
  5. Distribution / Transportation & Messaging
    • Communication between source and target
    • Queuing, compression, encryption
    • Monitoring and optimizing throughput
  6. Replicat / Apply Strategies
    • Traditional vs AI-aware replication
    • Conflict resolution, transformation, filtering
    • Bulk apply, parallelism, tuning
  7. Trail File Management & Data Flow
    • Trail file architecture, purging, archiving
    • Recovery, rollback, and replay strategies
  8. Initial Load, Change Capture & Hybrid Use
    • Bootstrapping large datasets
    • Switch-over strategies
    • Hybrid replication and dual-write use cases
  9. AI-Enabled Features & Self-Healing
    • Auto parameter adjustment
    • Predictive alerts and anomaly detection
    • Root cause analysis and diagnostic recommendations
  10. Security, Governance & Compliance
    • Role-based access, encryption, audit
    • Secure topologies and path isolation
    • Ensuring data consistency and lineage
  11. Monitoring & Observability
    • Dashboards, metrics, logging
    • Latency insights, throughput charts
    • Integrating with APM or observability stacks
  12. Performance Tuning & Scalability
    • Bottleneck identification
    • Scalability strategies (scale-out, sharding)
    • Best practices for mixed workloads
  13. Migration & Upgrade Paths
    • Legacy to 23AI migrations
    • Compatibility considerations
    • Phased upgrade strategies
  14. Real-World Use Cases & Case Studies
    • E-commerce replication
    • Multi-region database synchronization
    • Real-time analytics pipelines
  15. Q&A, Wrap-Up & Next Steps

Attendees can expect each session to include live demos, best practices, and Q&A. Because Agtrancotech often records sessions and offers lab access, missing a session doesn’t mean missing the content.

Key Themes & Takeaways

Reinforcing Oracle Goldengate Architecture in the AI Era

One of the recurring themes will be how Oracle Goldengate Architecture adapts and evolves under the AI-powered paradigm. Key points likely to be addressed:

  • The separation of extract, trail management, and apply layers still holds, but additional “intelligence” layers are introduced.
  • Modular architecture allows selective use of AI components without full adoption.
  • The path management (distribution) and replication modules are enhanced to support context-aware replication decisions.
  • Monitoring, diagnostics, and self-healing become first-class components rather than bolt-ons.

Understanding the architectural shifts between classic GoldenGate and the AI version allows participants to make informed decisions about migration, hybrid deployment, and risk mitigation.

Blending Use Cases & Hands-on Scenarios

To bring theory to life, the webinar series will showcase real-world scenarios, such as:

  • Zero-downtime migrations
  • Multi-region synchronization
  • Real-time analytics pipelines
  • Event-driven architectures
  • Change filtering and transformation
  • Disaster recovery and high availability

By coupling these use cases with architecture theory, attendees will better understand when and how to adopt 23AI features in their environment.

Why This Series Is a Must-Attend

Here are some compelling reasons to register for the Oracle GoldenGate 23AI Live Webinar Series by Agtrancotech:

  1. Stay ahead of the curve
  2. Expert instruction from domain leaders
  3. Hands-on labs & real-world examples
  4. Comprehensive coverage
  5. Flexible learning with recordings and support
  6. Networking & community

Tips for Attendees: How to Get the Most Out of It

  • Pre-read the fundamentals
  • Prepare real use cases
  • Engage actively
  • Test in sandbox environments
  • Join the community
  • Review recordings and revisit
  • Follow up with labs and experiments

Sample Use Cases Worth Exploring

Real-time analytics for e-commerce
Cross-region disaster recovery
Hybrid cloud / on-prem architectures
Multi-source consolidation and CDC hubs
Zero-downtime database upgrades

Call to Action & Next Steps

If you’re serious about mastering the forefront of replication technology, now is the time to act:

  • Explore Agtrancotech’s Oracle Goldengate 23AI course curriculum and enroll.
  • Watch preview content and recordings shared by the trainers.
  • Block out time in your calendar for the live sessions.
  • Prepare your architecture diagrams and replication requirements in advance.
  • Engage with the Agtrancotech community.

About Agtrancotech

Agtrancotech (often stylized as Atgrancotech) is a global online IT training and consulting platform that specializes in Oracle Goldengate and related data technologies.

Some highlights:

  • Over 17+ years of experience in Oracle GoldenGate training
  • Training portfolio includes Oracle Goldengate 23AI, Classic Architecture, Microservices, Veridata, and more
  • Offers live instructor-led sessions, lab kits with preconfigured VMs, study guides, lifetime support, unlimited retakes, and one-on-one doubt clearing sessions
  • Provides comprehensive courses designed to match industry and job requirements, with a focus on real-time scenarios and hands-on labs