Let us briefly touch on the concepts of data science and data engineering. If we go back to the DIKW triangle, we can say that data science focuses on extracting knowledge and wisdom from the information we have. Data scientists combine tools from mathematics and statistics to analyze information to arrive at insights. Exponentially increasing amou

We recommend leveraging the utility tree technique from the architecture tradeoff analysis method, or ATAM.15 Documenting architecture scenarios that illustrate quality attribute requirements is a key aspect of this technique. 15. Software Engineering Institute, Architecture Tradeoff Analysis Method Collection. https://resources.sei.cmu.edu/library

Continuous Architecture states that the unit of work of an architect is an architectural decision.

Know your technical debt, the understanding and management of which is key for a sustainable architecture. Lack of awareness of technical debt will eventually result in a software product that cannot respond to new feature demands in a cost-effective manner.

Drive architectural decisions, which are the primary unit of work of architectural activities. Continuous Architecture recommends explicitly focusing on architectural decisions because if we do not understand and capture architectural decisions, we lose the knowledge of tradeoffs made in a particular context. Without this knowledge, the team is inh

1: Architect products; evolve from projects to products. Architecting products is more efficient than just designing point solutions to projects and focuses the team on its customers. Principle 2: Focus on quality attributes, not on functional requirements. Quality attribute requirements drive the architecture. Principle 3: Delay design decisions u

In software-intensive systems, technical debt consists of design or implementation constructs that are expedient in the short term but that set up a technical context that can make future change more costly or impossible. Technical debt is a contingent liability whose impact is limited to internal system qualities—primarily, but not only, maintaina

Creating visibility of architectural decisions at all levels of the organization and sharing these decisions among different teams will greatly reduce the probability of significant architectural compromises occurring. It is not technically difficult to create visibility; all you need to do is agree on how to document an architectural decision.

There are two main ways in which you can integrate your architectural decisions with your product backlog. One option is to keep the architectural decision backlog separate. The second option is to have them as part of your product backlog but tagged separately.