Compressing the Clock: Scaling from Data Disarray to AI Impact in 18 Months
Aaron Wise
Azure builds a reliable AI platform by combining native services with third-party tools, structured environments, and a cross-functional team.
Tag
data strategy
Better Than Before: Selling the Business on Dark Data Done Right
Aaron Wise
Dark data becomes a strategic asset when product managers transform it into actionable insights that improve decision speed and accuracy.
Non-Invasive to Federated: A Roadmap for Governance That Scales with Your Business
Aaron Wise
Federated governance scales trust by letting teams own data products while aligning to shared standards.
Gut Feel vs. Cold Facts: When to Trust Soft or Hard Data
Aaron Wise
Balance soft and hard data by using hard data for precision and soft data for human context to make complete decisions.
Lakehouse vs. The World: When It Works, When It Fails, and What to Use Instead
Aaron Wise
Lakehouse architecture works best for big data analytics and ML but fails for low-latency OLTP and simple reporting.
Data Contracts: Because 'Figure It Out Later' Isn't a Strategy
Aaron Wise
Data contracts ensure alignment between data producers and consumers by defining schema, quality, and change expectations.
Data Debt: The Technical Interest Rate You Can't Ignore
Aaron Wise
Data debt grows like compound interest, making future data work slower, costlier, and riskier if ignored.
Data Architectures Unboxed: From Kappa to Lakehouse – Finding Your Perfect Fit
Aaron Wise
Kappa streamlines real-time data, Lambda combines batch and speed, Data Mesh empowers domains, and Lakehouse unifies data types.
Paving the Data Highway: A Comprehensive Roadmap to Operationalizing ML, AI, and Analytics in Production
Aaron Wise
Operationalizing ML and analytics requires a phased approach with dedicated hires, governance, and budgeting for each stage of platform development.
Data Diplomacy: Unpacking the Layers of Governance
Aaron Wise
Data governance matures from simple accountability to proactive, adaptive frameworks as companies grow, balancing compliance and innovation.
From Data Silos to Data Empowerment: How Democratization, DaaS, and Data-as-a-Product are Shaping the Future
Aaron Wise
Data democratization, DaaS, and data as a product enable organizations to turn raw data into accessible, scalable, and business-aligned assets.