Apache Kafka integration for AI agents
Apache Kafka is an open source event streaming platform. Technology companies, banks and retailers use it to move data between systems in real time. The agent consumes and publishes events on authorized topics through the Kafka protocol or a REST Proxy, with its own credentials, set up through iTeam's HTTP tool or an MCP server.
What AI agents do with Apache Kafka
Stuck order handled in the moment
The agent listens to the order events topic and notices when an order sits between stages longer than normal. It checks the cause and notifies the customer or the team before a complaint arrives.
Declined payment event becomes a contact
When a declined payment event arrives, the agent decides by rule whether to try another method, notify the customer or open a case in support. The decision is logged with the source event.
Suspected fraud for human review
Events flagged as risky by the rules engine reach the agent, which gathers the customer's history and builds the case file. The analyst decides with everything at hand.
Consumer lag explained
The agent tracks consumer group lag and, when it grows, gathers metrics and the related last deploy. The platform team gets the alert with context.
Connect Apache Kafka once. The agents use it within your rules.
- Through the APIConnected through the app’s API: iTeam learns the endpoints from the documentation and the scope is confirmed in the diagnosis.
- Each agent gets the right accessYou decide what each agent can read or do in Apache Kafka, by area and by person.
- Human approval where it mattersSensitive actions wait until someone with the authority approves them.
- A trail and a cost for every actionWho asked, what the agent did in Apache Kafka and what it cost, all on record.
Ready-made AI teams for this work
Management reporting team
Revenue, margin, pipeline and cash in one report, built from your systems, with a short note on what changed and why.
Data analysis team
Ask which customers stopped buying or which region lost margin. The team writes the SQL, runs it and explains the result.
IT service desk team
Password resets, access requests and how-to questions handled in chat, with Jira updated and approvals in place.
Often used together with Apache Kafka
Questions about Apache Kafka and AI agents
Does iTeam integrate with Apache Kafka?
Yes. iTeam connects to your cluster through the Kafka protocol or a REST Proxy, with credentials and topics defined with your data team.
Can the agent publish to any topic?
No. The cluster's ACLs and iTeam's rules limit the topics it reads and writes, and sensitive publishing can require approval.
Does it work with Confluent Cloud or MSK?
Yes. What changes is the authentication method, which is agreed during deployment.
