Stark Informatics
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Solution kits that compress weeks into days.

Each Stark Informatics accelerator is an opinionated, documented, repo-ready solution package: notebooks, deployment pipelines, semantic models, ARM/Bicep / Fabric REST scripts, and a runbook. You keep what we ship.

Foundation

Medallion Lakehouse Starter

The skeleton for nearly every Fabric project we run. A bronze/silver/gold lakehouse layout with a metadata-driven pipeline framework, source-controlled notebooks, deployment pipelines, RBAC, capacity-friendly defaults, and a semantic model template.

You get:

  • 3-tier lakehouse with documented table contracts
  • Metadata-driven Spark notebook framework (Python)
  • Deployment pipeline + Git integration
  • Direct Lake semantic model template
  • Runbook + onboarding workshop

Get the accelerator Read the Lakehouse guide

Real-Time

Real-Time Anomaly Detection

End-to-end streaming pattern: Event Hubs or Kafka → Eventstream → Eventhouse → KQL anomaly functions → Activator → Teams & Power Automate. Includes a Real-Time Dashboard, alerting rules, and a backfill / replay strategy.

You get:

  • Eventstream + Eventhouse provisioning scripts
  • KQL anomaly-detection functions and policies
  • Activator rule pack (4 common patterns)
  • Real-Time Dashboard + Power BI report
  • Synthetic event generator for testing

Get the accelerator Read the Eventhouse guide

AI

Finance Data Agent

A pre-configured Fabric Data Agent over a Finance semantic model. We supply the instructions, the few-shot example set, the metric definitions, the Teams app embed, and an evaluation harness so you can track response quality over time.

You get:

  • Finance star-schema semantic model template
  • Curated Data Agent instructions & 25 example queries
  • Teams + Copilot Studio integration
  • Evaluation harness (50-question Q&A test set)
  • RLS pattern for entity / cost-center boundaries

Get the accelerator Read the Data Agents guide

Governance

Power BI Governance Pack

The opinions you wish your previous BI program had started with: tenant settings baseline, workspace taxonomy, deployment pipeline templates, a usage-monitoring semantic model, and a "Workspace contract" template that defines ownership and SLA for every workspace.

You get:

  • Tenant settings policy (audited via REST)
  • Workspace taxonomy & naming convention
  • Deployment pipeline templates (dev/test/prod)
  • Usage-monitoring semantic model + report
  • Best Practice Analyzer ruleset (custom)

Get the accelerator Read the Power BI guide

Migration

Synapse → Fabric Migration Kit

A complete migration approach: assessment workbook, parallel-run lakehouse, workload-by-workload remap plan for dedicated SQL pools, serverless, Spark pools, and Synapse pipelines. Includes a cutover playbook with rollback strategy.

You get:

  • Synapse asset inventory script
  • Per-workload remap matrix (with effort estimates)
  • Parallel-run Lakehouse + validation harness
  • Pipeline conversion patterns (ADF → Fabric pipelines)
  • Cutover playbook + rollback strategy

Get the accelerator

Ops

FinOps for Fabric Capacity

Stop discovering CU overruns at the end of the month. A Capacity Metrics-driven semantic model, an Activator that pages on throttling early, a chargeback model by workspace and domain, and a monthly executive report template.

You get:

  • Capacity Metrics extended semantic model
  • Throttling early-warning Activator rules
  • Chargeback model by workspace & domain
  • Monthly capacity exec report (Power BI)
  • Cost-optimization playbook

Get the accelerator

More accelerator kits

Power BI

RLS / OLS Pattern Pack

Three battle-tested row-level & object-level security patterns: dynamic per-user, hierarchical org chart, and external sharing with Microsoft Entra B2B.

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Fabric IQ

Ontology Starter

A starter ontology for typical B2B SaaS: accounts, contracts, orders, products, KPIs. Plus migration scripts from existing semantic models.

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Fabric IQ

Operations Agent Blueprint

Reference Operations Agent: monitors stockouts in a retail demand stream, drafts purchase orders, and routes for approval in Teams.

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Mirroring

Mirroring Quickstart

Mirror Azure SQL, Cosmos DB (NoSQL/Mongo), Snowflake, and Databricks Unity Catalog with retry, monitoring, and reconciliation built in.

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Data Science

ML Fastlane

Notebook templates for forecasting, classification, and embeddings with MLflow tracking + a feature-store pattern in OneLake.

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Platform

Fabric CI/CD Toolkit

Git integration, deployment pipelines, fabric-cli scripts, and Azure DevOps / GitHub Actions templates for end-to-end promotion.

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Want a custom accelerator?

If your pattern keeps showing up, we'll productize it as part of your engagement so your team can reuse it forever.

Talk about your accelerator