Conceptual Layer

Conceptual Layer

Dagster specialist for European enterprises. I help platform teams build, upgrade, or replatform — moving job-centric stacks to asset-aware orchestration on Dagster and Kubernetes, and building the reliable data foundation that AI and agentic systems actually require. I created the Orchestration Maturity Model, a framework for understanding where your stack stands and how to advance it.

Level 1Ad HocScripts & cronNo alertingZero lineageManual runsReference onlyLevel 2ScheduledCentral schedulerFailure alertsJob-centric modelManual dependenciesMost orgs are hereLevel 3OrchestratedAsset-awareLineage-nativeFull CI/CDSafe re-runsObservable by defaultInflection pointLevel 4ObservableFreshness SLAsE2E lineageAutomated remediationROI trackedLevel 5PlatformData contractsBoard-level KPIsUniversal self-serviceComposable pipelinesThe L2 → L3 crossing is not just a tool upgrade. It is a paradigm shift.conceptuallayer.com
The five levels of data orchestration maturity

Latest Articles

article12 min read

The Data Orchestration Maturity Model: A Field Guide

A reference guide for data leaders and engineers navigating the journey from ad hoc scripts to a mature data platform, with emphasis on the inflection point that changes everything.

orchestrationmaturity modeldata platformsdagster

From the Blog

blog7 min read

The LLM Loop: A Mental Model for Better AI Work

Good LLM work isn't a better prompt. It's a loop. Here is the mental model that clicked while training 100 data engineers.

llmsai-assisted documentationdata engineering

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