Systems | Development | Analytics | API | Testing

In the evolving landscape of agentic systems, Confluent and Google Cloud together emerge as critical enablers, providing the real-time infrastructure that underpins efficient, reliable, and intelligent data flow. This powerful synergy addresses key challenges in agent-to-agent (A2A) communication, interaction with external resources, and the overall stability and observability of complex multi-agent environments.

In our previous blog post, we introduced two ways that Confluent Cloud can integrate with AWS Lambda. One option is using Lambda’s Event Source Mapping (ESM) for Apache Kafka, wherein Lambda creates a consumer group, consumes records off the provided topic, and triggers the Lambda function. The record is polled by the ESM, and the consumed record subsequently acts as the event data provided to (and processed by) the Lambda function.

Modern businesses don’t run in just one place. Your applications might live in Amazon Web Services (AWS), your analytics in Microsoft Azure, and critical systems on-premises. The challenge? Keeping all that data connected and flowing in real time—without adding complexity or risk. As more organizations adopt these multicloud strategies, the need for secure, private data replication has become critical.

It’s 3 a.m., and an alert fires: Your critical Kafka Streams application is lagging. The frantic troubleshooting begins. Is it a consumer group rebalance? You start searching through application logs across multiple pods. Is it a problem with the Apache Kafka cluster itself? You switch to your cluster monitoring dashboards to check broker health. Or is there a silent bottleneck hidden deep in your application code? Without the right instrumentation, you're flying blind.

In today's fast-paced digital world, real-time data streaming has become indispensable for modern enterprises, powering everything from instant insights to enhanced customer experiences. As organizations move critical data infrastructure to the cloud, the need for robust security, risk management, and unwavering compliance is more important than ever. According to the 2025 Data Streaming Report, investments in security remain among the highest priority for 94% of surveyed IT leaders.