Przemysław Warecki, Head of IoT & Realtime Integrations Practice at C&F, contributed hands-on experience from a factory integration project to research published in the Journal of Pharmaceutical…
Snowflake DMFs, dbt tests, and observability platforms solve different problems. Compare lifecycle, failure handling, CI/CD fit, and cost before choosing a layer.
Out of respect for my readers’ time, let me say it right away: no, the era of AGI (Artificial General Intelligence) has not arrived yet. The current progress of LLMs (such as GPT-6 or Fable-5.1) is…
For as long as I’ve worked with animal health organizations, I’ve heard the same comparison repeated: “Animal health is five to ten years behind human pharma.”
Every company today is on a digital transformation journey, whether it’s formal or informal. Some are just leaving the base camp, others are halfway up the trail, and a few are already approaching…
Gaining visibility over manufacturing processes is not as easy, and requires connecting several systems. A dashboard requires data from the historian. A reporting tool needs information from the MES….
Ask an engineer how long it takes to stand up a new sandbox, and you get two numbers that do not agree. The hands-on part, creating the repository, wiring the pipeline, requesting access, could run…
Organizations have never invested more in data than they do today. The global big data market is currently estimated around $320-450 billion and is expected to double by 2030.
The right architecture in organisation depends on data maturity, workload mix, and governance readiness. Data warehouses deliver reliable analytics on structured data. Data lakes handle volume and…
In Animal Health, accurate reports still produce late decisions. See how Decision Intelligence closes the gap between a signal and the person who acts on it.In Animal Health, accurate reports still…
Before investing further in digital manufacturing, a multinational manufacturer needed a clear understanding of where its production sites stood. Through a structured maturity assessment, the company…
Our team spent four days at Snowflake Summit 2026 in early June. Wojciech Winnicki (CTO), Michał Werner (Head of Tech Practice, Data Engineering), and Sebastian Flak (Senior Data Engineer) made the…
In this series I want to challenge a myth I keep running into: that migrating data and analytics solutions from one Azure environment to another is always a simple lift-and-shift exercise, because…
