Two things, one email: a free 12-month roadmap for SQL Server DBAs to become AI-Ready Data Platform Architects, plus a weekly newsletter on the real production battles that shape that journey.
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Every issue breaks down a real implementation decision from the field—what was tried, what failed, the cost trade-offs weighed, and the architecture choice that ultimately won. No theory-only content. Just the judgment calls that separate a DBA from an architect.
The exact 52-week curriculum for senior DBAs ready to transition into AI-Ready Data Platform Architects. This 19-page blueprint contains 48 weekly hands-on labs, 12 portfolio-ready capstone projects concept, and the exact sequence to master cloud foundations, distributed data clouds, and AI-ready architecture.
Delivered immediately when you subscribe. No credit card, no course to buy.
A structured 12-week checklist covering core cloud services, infrastructure as code, and CI/CD pipelines. Includes a capstone project concept mapping out an end-to-end secure SQL-to-ADLS pipeline with complete architectural runbooks and disaster recovery plans.
The self-study curriculum for shifting from B-Tree indexing to micro-partitions and virtual warehouse scaling. Includes a architectural blueprint for a cost-optimized enterprise data warehouse using Snowflake and dbt dimensional modeling.
Architectural frameworks for Microsoft Fabric, Delta Lake, and distributed computing with PySpark. Includes a capstone project goal to design and govern Medallion architecture and surface it via a high-performance Direct Lake Power BI report.
A blueprint for integrating vector databases, embeddings, and LangChain orchestration. Includes a final capstone project concept to build a production-grade, governed enterprise Retrieval-Augmented Generation (RAG) system complete with an executive ROI narrative.
Built for experienced SQL Server DBAs, database professionals, and data engineers who want a structured path to architecture-level roles. Use this 52-week blueprint to guide your upskilling at your own pace, execute weekly hands-on labs, and build a portfolio of 12 enterprise-grade capstone projects concept.
Distributed storage & compute separation: Snowflake, Databricks, BigQuery, Fabric
Infrastructure as code: Terraform, Bicep, CloudFormation
Medallion / lakehouse layering: Delta Lake, Iceberg, Hudi
Data governance & lineage: Unity Catalog, Purview, Collibra
Governed AI & vector retrieval: pgvector, Pinecone, Azure AI Search
Is this only for Azure?
No. We use Azure, Snowflake, and Fabric as our lab environments, but the physics of distributed computing does not change across clouds. Whether you use ADLS Gen2 or AWS S3, Microsoft Purview or AWS Macie, the architectural patterns (Medallion layers, decoupling compute/storage, vector embeddings) remain exactly the same. You are learning architecture, not syntax.
Are the roadmap and the newsletter the same thing?
No. The roadmap is a one-time download you get immediately. The newsletter is a separate weekly email that continues afterward. You can read one, both, or unsubscribe from the newsletter while keeping the roadmap.
Do I need to know Python already?
No. The roadmap treats your SQL background as the foundation and outlines exactly when and how to layer in Python and scripting skills during your self-study journey.
How much time will this take?
The newsletter is short, crisp, and takes about 5 minutes to read every week. The Roadmap is a self-paced guide—how long it takes to study the topics inside the blueprint is entirely up to you and your schedule.
Is the roadmap free?
Yes. The full roadmap and weekly field notes are free when you subscribe—no credit card required.
What will I receive after subscribing?
You will immediately receive a link to download the 12-Month Architect Roadmap (a PDF checklist and curriculum guide). After that, you will receive the DBA Evolved newsletter every week featuring one deep-dive production breakdown and a diagnostic script.
Sarabpreet Singh Anand
Data Platform Architect | MCT | Ex-MVP
20+ years troubleshooting high-throughput database systems and building modern cloud data platforms in enterprise FinTech.
Join senior DBAs and data professionals evolving into Data Platform Architects.