Practitioner notes from the studio

Predictive analytics for operations teams

Ops teams sit on the best prediction problems in any business: demand, delays, breakdowns, stock. Here is how to go from reacting to anticipating, without a data science department.

The legacy modernization playbook we actually use

Big-bang rewrites fail often enough that we treat them as a last resort. This is the incremental playbook we use to replace legacy systems while they keep running.

Design systems for product teams that ship every week

A design system is not a Figma file full of pretty components. It is an agreement that lets designers and engineers stop renegotiating buttons. Here is how to build one that a team of eight can maintain.

Building POPIA-compliant software: a practical guide

POPIA compliance is mostly decided in your architecture, not your privacy policy. Practical guidance for software teams, from data mapping to breach response.

Cutting cloud spend without breaking things

Most companies can cut 30 to 40 percent of their cloud bill without touching architecture. The savings hide in five predictable places, and the order you attack them matters.

Seven signs your business has outgrown spreadsheets

Spreadsheets are the best prototyping tool ever made and a risky place to run a grown business. These are the signs the graduation moment has arrived, and what moving on actually looks like.

B2B SEO that compounds instead of spiking

Paid traffic stops the moment you stop paying. Search traffic built on real buyer questions keeps growing for years. Here is the plan we run for B2B companies, month by month.

Monolith or microservices for a mid-size team

For teams of 5 to 30 engineers, the monolith is usually right and microservices are usually premature. Here is the honest trade-off and the signals that tell you when to split.

Where machine learning actually pays off

We have shipped ML projects that returned 12x their cost and ones that quietly died. The difference was visible before a single model was trained. Here is the pattern.