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Confluent Unites Batch and Stream Processing for Faster, Smarter Agentic AI and Analytics

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Confluent Unites Batch and Stream Processing for Faster, Smarter Agentic AI and Analytics
News

News

Confluent Unites Batch and Stream Processing for Faster, Smarter Agentic AI and Analytics

2025-05-20 17:01 Last Updated At:17:10

LONDON--(BUSINESS WIRE)--May 20, 2025--

Confluent, Inc. (Nasdaq: CFLT), the data streaming pioneer, announced new Confluent Cloud capabilities that make it easier to process and secure data for faster insights and decision-making. Snapshot queries, new in Confluent Cloud for Apache Flink®, bring together real-time and historic data processing to make artificial intelligence (AI) agents and analytics smarter. Confluent Cloud network (CCN) routing simplifies private networking for Apache Flink ®, and IP Filtering adds access controls for publicly accessible Flink pipelines, securing data for agentic AI and analytics.

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“Agentic AI is moving from hype to enterprise adoption as organizations look to gain a competitive edge and win in today’s market,” said Shaun Clowes, Chief Product Officer at Confluent. “But without high-quality data, even the most advanced systems can’t deliver real value. The new Confluent Cloud for Apache Flink ® features make it possible to blend real-time and batch data so that enterprises can trust their agentic AI to drive real change.”

Bridging the Real-Time and Batch Divide

“The rise of agentic AI orchestration is expected to accelerate, and companies need to start preparing now,” said Stewart Bond, Vice President of Data Intelligence and Integration Software at IDC. “To unlock agentic AI’s full potential, companies should seek solutions that unify disparate data types, including structured, unstructured, real-time, and historical information, in a single environment. This allows AI to derive richer insights and drive more impactful outcomes.”

Agentic AI is driving widespread change in business operations by increasing efficiency and powering faster decision-making by analyzing data to uncover valuable trends and insights. However, for AI agents to make the right decisions, they need historical context about what happened in the past and insight into what’s happening right now. For example, for fraud detection, banks need real-time data to react in the moment and historical data to see if a transaction fits a customer’s usual patterns. Hospitals need real-time vitals alongside patient medical history to make safe, informed treatment decisions. But to leverage both past and present data, teams often have to use separate tools and develop manual workarounds, resulting in time-consuming work and broken workflows. Additionally, it’s important to secure the data that’s used for analytics and agentic AI; this ensures trustworthy results and prevents sensitive data from being accessed.

Snapshot Queries Unify Processing on One Platform

In Confluent Cloud, snapshot queries let teams unify historical and streaming data with a single product and language, enabling consistent, intelligent experiences for both analytics and agentic AI. With seamless Tableflow integration, teams can easily gain context from past data. Snapshot queries allow teams to explore, test, and analyze data without spinning up new workloads. This makes it easier to supply agents with context from historic and real-time data or conduct an audit to understand key trends and patterns. Snapshot queries are now available in early access.

CCN Routing Simplifies Private Networking for Flink

Private networking is important for organizations that require an additional layer of security. Confluent offers a streamlined private networking solution by reusing existing CCNs that teams have already created for Apache Kafka ® clusters. Teams can use CCN to securely connect their data to any Flink workload, such as streaming pipelines, AI agents, or analytics. CCN routing is now generally available on Amazon Web Services (AWS) in all regions where Flink is supported.

IP Filtering Protects Flink Workloads in Hybrid Environments

Many organizations that operate in hybrid environments need more control over which data can be publicly accessed. IP Filtering for Flink helps teams restrict internet traffic to allowed IPs and improves visibility into unauthorized access attempts by making it easier to track the attempts. IP Filtering is generally available for all Confluent Cloud users.

Now organizations can more easily turn the promise of agentic AI into a competitive advantage. To learn more about the other new Confluent Cloud features, including the Snowflake source connector, cross-cloud Cluster Linking, and new Schema Registry private networking features, check out the launch blog.

Additional Resources

About Confluent

Confluent is the data streaming platform that is pioneering a fundamentally new category of data infrastructure that sets data in motion. Confluent’s cloud-native offering is the foundational platform for data in motion—designed to be the intelligent connective tissue enabling real-time data from multiple sources to constantly stream across an organization. With Confluent, organizations can meet the new business imperative of delivering rich, digital frontend customer experiences and transitioning to sophisticated, real-time, software-driven backend operations. To learn more, please visit www.confluent.io.

As our roadmap may change in the future, the features referred to here may change, may not be delivered on time, or may not be delivered at all. This information is not a commitment to deliver any functionality, and customers should make their purchasing decisions based on features that are currently available.

Confluent ® and associated marks are trademarks or registered trademarks of Confluent, Inc.

Apache ®, Apache Kafka ®, Kafka ®, Apache Flink ®, and Flink ® are registered trademarks of the Apache Software Foundation in the United States and/or other countries. No endorsement by the Apache Software Foundation is implied by the use of these marks. All other trademarks are the property of their respective owners.

Snapshot queries, a new feature of Confluent Cloud for Apache Flink, combines batch and stream processing capabilities in one place.

Snapshot queries, a new feature of Confluent Cloud for Apache Flink, combines batch and stream processing capabilities in one place.

The first stage of Mohamed Salah’s rehabilitation at Liverpool is complete after the Egypt forward returned to the team for its 2-0 win over Brighton in the Premier League on Saturday.

The question now as Salah heads off to the Africa Cup of Nations: Is there a future for him at Anfield when he comes back?

Salah, who let rip last weekend about his current frustrations at Liverpool, entered as a 26th-minute substitute to a big ovation and set up the second of Hugo Ekitike’s goals as the defending champion extended its unbeaten run to five games in all competitions.

Also Saturday, Chelsea beat Everton 2-0 and was set on its way to victory by Cole Palmer’s first goal in three months. First-place Arsenal hosts last-place Wolverhampton later.

Salah held talks with Liverpool manager Arne Slot on Friday in an effort to overcome their issues and the result was that Salah was recalled to the matchday squad for the Brighton game. He had been a substitute for the last three Premier League matches before being left at home for the midweek Champions League trip to Inter Milan as a punishment for his explosive comments to reporters last weekend.

“It was an easy decision to put him in the squad," Slot said. “I have said many times before what has been said between us will stay between us.”

Liverpool's fans demonstrated they are willing to excuse Salah for his show of anger and gave him a rapturous welcome when he came on as a substitute for the injured Joe Gomez midway through the first half.

By then, Liverpool was leading 1-0 thanks to Ekitike's rising shot inside the first minute and Salah showed glimpses of his class, especially on the counterattack. It was Salah's corner kick that was headed in by Ekitike for the second goal in the 60th, sparking another round of chants for the Egyptian.

Slot said Salah was a threat all game.

“Pleasing to see but not a surprise,” Slot said.

Salah could be away for more than a month if Egypt goes all the way in the Africa Cup.

It was a second straight start for Palmer, whose season has been blighted by a groin injury that has restricted him to seven games in all competitions.

There looked to be nothing wrong with Palmer when he ran onto Malo Gusto's pass and slipped a finish inside the near post to give Chelsea the lead in the 21st minute at Stamford Bridge.

However, Palmer said after the game that he wasn't at his best yet because he was “still dealing with an injury.”

“It’s just a matter of not doing too much too soon,” Palmer told the BBC. “Literally, it’s just a day-by-day thing. Hopefully it gets better.”

Gusto added the second goal in the 45th minute for Chelsea, which jumped to fourth place.

Steve Douglas is at https://twitter.com/sdouglas80

AP soccer: https://apnews.com/hub/soccer

Chelsea's Cole Palmer celebrates after scoring his sides first goal during the English Premier League soccer match between Chelsea and Everton in London, Saturday, Dec. 13, 2025. (Adam Davy/PA via AP)

Chelsea's Cole Palmer celebrates after scoring his sides first goal during the English Premier League soccer match between Chelsea and Everton in London, Saturday, Dec. 13, 2025. (Adam Davy/PA via AP)

Liverpool's Hugo Ekitike celebrates after scoring his side's second goal during the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

Liverpool's Hugo Ekitike celebrates after scoring his side's second goal during the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

Liverpool fans hold placard depicting Liverpool's Mohamed Salah before the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

Liverpool fans hold placard depicting Liverpool's Mohamed Salah before the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

Liverpool's Mohamed Salah, left, challenges for the ball with Brighton's Lewis Dunk during the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

Liverpool's Mohamed Salah, left, challenges for the ball with Brighton's Lewis Dunk during the English Premier League soccer match between Liverpool and Brighton and Hove Albion in Liverpool, England, Saturday, Dec. 13, 2025. (AP Photo/Jon Super)

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