Przemysław Mikulski is the Co-Founder and Cloud & Data Architect at Kodlot ApS, a Denmark-based consultancy delivering cloud-native data platforms across Europe and the US. He specializes in AWS, Kubernetes, and data mesh architectures, helping enterprises scale platforms, optimize cloud costs, and embed AI into operations. His work spans regulated industries and high-growth sectors, with a focus on actionable, real-world impact.
Self-Healing Data Platforms – 3A’s: Automation, AI, and Alignment
In complex data platforms powered by AWS Glue, AppFlow, Airflow, and Step Functions, operational issues are inevitable. This talk shares how we built a self-healing system that automatically detects issues, tags them with context, uses Bedrock-based LLMs to suggest resolutions, and keeps stakeholders informed via GitLab and Slack. The result: a 40% drop in incident volume and significantly faster resolution times.
Key takeaways: • Using automation + AI for smarter incident workflows • Practical use of Bedrock in a data engineering context • Bridging operations and business with structured communication