> Markdown version of [/videos/100498-from-guesswork-to-governance-data-contracts-bring-api-discipline-to-apache-kafka?t=1039](https://www.wearedevelopers.com/videos/100498-from-guesswork-to-governance-data-contracts-bring-api-discipline-to-apache-kafka?t=1039). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # From Guesswork to Governance: Data Contracts Bring API Discipline to Apache Kafka Stop letting uncoordinated schema changes turn Kafka streams into downstream dumpster fires. Enforce data contracts at the source to guarantee application stability and deliver trusted data. - **Speakers:** [Sandon Jacobs](https://www.wearedevelopers.com/@sandon-jacobs) - **Event:** World Congress 2026 North America - **Published:** September 25, 2026 - **Duration:** 34:30 - **URL:** https://www.wearedevelopers.com/videos/100498-from-guesswork-to-governance-data-contracts-bring-api-discipline-to-apache-kafka ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Audience Q&A on enforcing API contracts](https://www.wearedevelopers.com/videos/100022-the-velocity-tax-the-hidden-cost-of-unintentional-feature-alignment) (from "The Velocity Tax: The Hidden Cost of Unintentional Feature Alignment") - [Enforcing streaming data contracts within enterprise analytics infrastructure](https://www.wearedevelopers.com/videos/1616-bringing-clarity-to-event-streams-enabling-analytics-and-ai-through-rich-metadata) (from "Bringing Clarity to Event Streams: Enabling Analytics and AI Through Rich Metadata") - [Introducing data management and the shift to streaming](https://www.wearedevelopers.com/videos/538-event-messaging-and-streaming-with-apache-pulsar) (from "Event Messaging and Streaming with Apache Pulsar") - [Moving from traditional databases to decoupled event streaming](https://www.wearedevelopers.com/videos/91-from-event-streaming-to-event-sourcing-101) (from "From event streaming to event sourcing 101") - [Core concepts of Apache Kafka and topic topologies](https://www.wearedevelopers.com/videos/168-kafka-streams-microservices) (from "Kafka Streams Microservices") - [Reviewing core Apache Kafka architecture and distributed fundamentals](https://www.wearedevelopers.com/videos/76-how-to-benchmark-your-apache-kafka) (from "How to Benchmark Your Apache Kafka") ## Related Articles - [Why Event-Driven Architecture Isn’t About Speed (and When You Actually Need It)](https://www.wearedevelopers.com/magazine/745-why-event-driven-architecture-isn-t-about-speed-and-when-you-actually-need-it) - [MLops – Deploying, Maintaining And Evolving Machine Learning Models in Production](https://www.wearedevelopers.com/magazine/115-mlops-deploying-maintaining-and-evolving-machine-learning-models-in-production) - [MLOps – What’s the deal behind it?](https://www.wearedevelopers.com/magazine/125-mlops-what-s-the-deal-behind-it) - [Now is the time for industrialized software development](https://www.wearedevelopers.com/magazine/601-now-is-the-time-for-industrialized-software-development) ## Related Jobs - [Sr. Open Source Software Engineer (Kafka)](https://www.wearedevelopers.com/jobs/48543-sr-open-source-software-engineer-kafka) at **NetApp** - [Lead Software Engineer - Data Engineering](https://www.wearedevelopers.com/jobs/ext/2000968-lead-software-engineer-data-engineering) at **Dynatrace** - [Data Governance Lead](https://www.wearedevelopers.com/jobs/48438-data-governance-lead) at **Dynatrace** - [Lead Telemetry Pipeline Specialist](https://www.wearedevelopers.com/jobs/48431-lead-telemetry-pipeline-specialist) at **Dynatrace** - [Lead Data Product Owner - Finance](https://www.wearedevelopers.com/jobs/48439-lead-data-product-owner-finance) at **Dynatrace** - [LLM Dataset Engineer](https://www.wearedevelopers.com/jobs/48419-llm-dataset-engineer) at **Sciforium**