Our log

In October 2025, 17 DKL team members attended PyCon España in Sevilla, blending learning, networking, and in-person connection. For a fully remote team, it was a rare opportunity to share experiences, exchange ideas, and bring the energy of the Python community directly into our workflows.

Most databases see the world as rows and columns — but reality is made of connections. Graph databases redefine how we understand data, modeling not just entities but their relationships. They turn static information into living networks, revealing context, meaning, and the foundation for intelligent, connected systems.

At Deep Kernel Labs, after years on complex projects across sectors, we learned a key lesson: uncertainty isn’t an anomaly in data; it’s inherent. Ignoring it leads to error. This article shares our practices for fostering a rigorous, critical, and adaptable data culture to support high-stakes decisions.