AI applications need fresh and accurate data to provide useful results. In many organizations, important business data is stored in Oracle databases. Traditional ETL processes normally move this data to other systems in batches. This means AI and analytics platforms may sometimes work with old data. Oracle GoldenGate helps solve this problem by moving database changes in near real time. How Does It Work? Oracle GoldenGate uses Change Data Capture (CDC) to capture changes from Oracle database redo logs. It can capture: INSERT UPDATE DELETE The basic flow is: Oracle Database → GoldenGate → Kafka / Streaming Platform → AI Processing → Vector Database → RAG / LLM For example, imagine an order status changes: UPDATE SALES.ORDERS SET STATUS = 'SHIPPED' WHERE ORDER_ID = 875423; GoldenGate can capture this change and send it to a streaming platform such as Kafka. The event could look like: ...
One of the most common performance bottlenecks in enterprise applications is resource reservation. Whether it is booking airline seats, reserving hotel rooms, allocating inventory etc, many applications rely on database row locking to prevent double booking. While this approach works, it becomes a serious scalability challenge during peak demand. The result is, Increased lock waits Application timeouts Poor user experience Reduced transaction throughput The question is: Can we prevent double booking without relying heavily on database locks? The answer is yes. Modern Oracle based applications can implement lock free reservation patterns that significantly reduce contention while maintaining data integrity. The Traditional Approach Most applications perform a reservation using below method. SELECT available_qty FROM inventory WHERE item_id = 100 FOR UPDATE; If sufficient quantity exists, UPDATE inventory SET ava...