When code becomes easier to generate, engineering experience becomes more valuable, not less. The Illusion of the Interchangeable Engineer There is a persistent idea in enterprise technology management that engineers are fundamentally interchangeable resources. One engineer leaves a project, another…
Why successful database modernization requires more than convincing AI-generated code The Illusion of a Successful Migration Generative AI is fundamentally changing how organizations approach software development, database engineering and technology modernization. Tasks that previously required hours of manual investigation can…
Database migration conversations often start with a tool name. An organization already owns a replication product, someone prefers an export utility or a team has used a particular cloud service before. I prefer to start with three business questions: How…
A database modernization initiative can stall before a single schema is assessed, a line of application code is reviewed, or a target environment is provisioned. The obstacle is not always a technical incompatibility. Sometimes, it is a conversation that has…
PostgreSQL is an excellent database. I want to start there because database discussions have a tendency to become unnecessarily tribal. PostgreSQL has earned its position as one of the most widely adopted relational database technologies. It has a permissive open-source…
Data lake modernization is rarely as simple as copying files from one location to another. Before data can be migrated, teams need to discover it, understand its structure, profile its quality, transform it into useful formats, and validate that the…
Document databases are often selected because they make it easy to store and retrieve flexible JSON documents. That flexibility is valuable but storing documents is only one part of operating a production data platform. As a collection grows, teams also…
Modernization initiatives often begin with a simple objective: migrate existing workloads to a new platform with minimal disruption. While successful migration is an important milestone, it is rarely where organizations realize the greatest value. The real opportunity begins after migration,…
The Modernization Journey Continues In the first article of this series, The Migration, Optimization, and Innovation Journey I introduced a simple idea: Modernization is not a single event. It is a progression. Organizations first Migrate workloads to a modern platform.…
When organizations evaluate database modernization initiatives, discussions often focus on technical feasibility, migration complexity, and long-term operational savings. Yet one of the largest and most frequently underestimated factors in a migration business case is the cost of operating both the…