Apigee - April 2nd, 2025 [Change, Feature]

## Feature **Build Conversational Agents with Dialogflow CX** ([Preview](https://cloud.google.com/products#product-launch-stages)) Application Integration now simplifies the creation of conversational experiences with direct integration with Conversational Agents (Dialogflow CX). Using API triggers, you can now build intelligent chatbots and automated tools directly within your integration workflows, enhancing user interactions and automating tasks. For more information, see [Build conversational agents with Application Integration](https://cloud.google.com/application-integration/docs/conversational-agents). ## Change **Enhancements to Replay Execution** Application Integration Replay Execution now provides the following enhancements: * **Modify input parameters on replay:** You can now modify the input parameters of an integration execution when initiating a replay. This provides greater flexibility in fixing failed executions. * **Continue execution from point of failure:** When replaying an integration, you can now choose to continue the execution from the point of the last failure. This will retry the failed task and, upon success, continue the execution from that point, saving time and effort. For more information, see [Introduction to replay executions](https://cloud.google.com/application-integration/docs/replay-executions).