MCP vs REST HTTP vs Apache Kafka -The Enterprise Architect Guide and Decision Tree to Agentic AI Integration
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MCP vs. REST/HTTP API vs. Kafka: The Architect’s Guide to Agentic AI Integration

MCP, REST/HTTP APIs, and Apache Kafka are not alternatives. They solve different problems at different layers of the architecture. This article maps the decision: what each technology is built for, where the boundaries are, and where the real gray areas lie. Includes a comparison table and decision tree for architects.
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  • 27 minute read

Enterprise Agentic AI Landscape 2026: Trust, Flexibility, and Vendor Lock-in

The Enterprise Agentic AI Landscape 2026 maps every major AI vendor across two dimensions that matter most: how much you trust their AI, and how much lock-in you accept. An independent, vendor-neutral analysis covering Anthropic, OpenAI, Google, Microsoft, AWS, Mistral, SAP, Salesforce, and more.
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The Enterprise Architecture Trinity around Process Orchestration Intelligence, Data Integration and Streaming, and Trusted Safe Agentic AI
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The Trinity of Modern Data Architecture: Process Intelligence, Event-Driven Integration, and Trusted Agentic AI

Agentic AI without governed processes is fast but ungoverned. Event-driven integration without process intelligence moves data but not decisions. Process intelligence without live data automates the wrong outcomes. The fix is a converged architecture. This post shows what that looks like.
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dbt Meets Open Source Apache Flink Plugin - One Data Engineering SQL Tool for ETL Integration in Batch and Streaming
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dbt Meets Apache Flink: One Workflow for Data Engineers on Snowflake, BigQuery, Databricks, and Confluent

Two toolchains, two skill sets, two CI/CD pipelines — that has been the reality for data engineers working across batch and streaming. dbt extending to Apache Flink changes that equation. One workflow, one tool, one engineering team for both worlds.
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Shift Left Architecture 2.0 for the Era of Agentic AI with Kafka Flink Iceberg and MCP
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The Shift Left Architecture 2.0: Operational, Analytical and AI Interfaces for Real-Time Data Products

The Shift Left Architecture moves data integration logic into an event-driven architecture where governed data products are built once and served to multiple consumers. The original pattern covered two interfaces: operational via Apache Kafka and analytical via Apache Iceberg. This post introduces the third: AI applications via MCP, powered by a real-time context engine that gives AI agents access to current operational data. Governance spans the full data stack through enterprise catalog tools. Together, the three interfaces turn a single data streaming investment into the foundation for operational, analytical, and AI-powered enterprise software.
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Dashboards and Queries for Apache Kafka and the Role of Context Engine for Agentic AI and Humans
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Dashboards and Queries for Apache Kafka: Operational, Explorative, and the Role of the Context Engine

Dashboards are a popular way to make streaming data visible and useful, but they are not always the right solution. This blog post explains when dashboards make sense for Apache Kafka data and when other approaches like automation, process intelligence, or agentic AI are better suited. It outlines the three main types of queries: operational, explorative, and dashboard serving. Each type requires a different architectural approach. The post highlights the importance of data quality, schemas, and governance as the foundation for reliable systems and introduces the role of a context engine in serving both human users and AI agents. Readers will learn how to choose the right solution based on business goals, not on tool preferences.
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Data Streaming and AI Telco Trends at MWC 2026 in Barcelona
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Data Streaming at MWC 2026: How Apache Kafka, Flink and Agentic AI Power Telecom Trends

Mobile World Congress (MWC) 2026 highlights the shift from batch systems to real time data streaming in telecom. AI and agentic automation, network APIs, sovereign cloud, autonomous networks, and 5G monetization all depend on continuous, governed data flows at scale. A Data Streaming Platform built on Apache Kafka and Apache Flink enables operators to collect, process, and act on live data across network and business systems. It provides the foundation for applied AI, SLA enforcement, API monetization, and usage based billing. MWC shows that telecom innovation and measurable business value now rely on real time data streaming.
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Qantas Airline Data Streaming Platform with Apache Kafka for Airline Operations
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From Takeoff to Touchdown: Real-Time Aviation with Data Streaming at Qantas

This blog post explores how data streaming transforms airline operations by enabling real-time visibility, faster decision-making, and improved customer experience. Using Qantas as a leading example, it highlights how a modern data streaming platform powered by Apache Kafka supports flight operations, crew coordination, baggage handling, and airport collaboration. It also explains technical integrations using Kafka Connect for AIDX message processing. The Qantas story illustrates how real-time data creates tangible business value across the aviation industry.
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The Ultimate Data Streaming Guide - Book and Industry Editions Manufacturing Automotive Financial Services Telecom Media Digital Natives
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The Ultimate Data Streaming Guide is Back – Second Edition of the Book and Industry Editions Now Available

The second edition of The Ultimate Data Streaming Guide is now available as a free eBook. It includes over 70 use cases, over 20 customer stories, a detailed use case / customer matrix, and a stronger focus on AI topics like GenAI and Agentic AI. The book shows how organizations use Apache Kafka, Apache Flink, and the Confluent Data Streaming Platform to build real-time solutions with business impact. New Industry Editions are also available for Financial Services, Manufacturing and Automotive, Telecom and Media, and Digital Natives.
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