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Notes on data, AI, IT and security

No marketing fog. The way I think about real problems with founders and managers.

Data

"We need a real-time dashboard" is not a question

Why a request for real-time data usually means something else - and how to get to the actual question.

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IT

Microservices are not a free lunch

What a manager needs to know about the real trade-offs of microservice architecture before the team starts building it.

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Data

ETL pipelines fail quietly and that destroys data trust

How ETL pipelines degrade data quality without anyone noticing, and what to do before the dashboards become decorative.

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Security

Access rights that outlive the employee

Why revoking permissions at offboarding is not a formality, and how to keep it from falling through the cracks.

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IT

Event sourcing: build the audit trail before the features

Why event sourcing is not an architecture fashion but a practical answer to the question of what happened in your system yesterday.

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Data

Analytics databases and operational databases are different tools

Why one database cannot do both transactions and analytics well - and what to do about it.

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AI

Deep learning: what is behind the hype and what is not ready yet

What the current wave of interest in neural networks means for companies that do not have a research lab.

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IT

Trusting the software supply chain

Business depends on other people's components and updates. That is an architecture question, not just a security question.

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Data

Metadata is not an appendix to data

Why a data catalog and metadata ownership are an infrastructure question, not bureaucracy.

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IT

DevOps is culture first, tooling second

Why buying a CI/CD platform does not make a company DevOps, and what needs to change before you pick a tool.

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IT

Architecture questions at year end: what to settle before 2015

A few questions about IT architecture worth asking yourself at the end of the year - not for a report, but so that 2015 starts without unnecessary baggage.

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Security

NIST Cybersecurity Framework as a language between security and management

What the first version of NIST CSF offers and why it is primarily a risk management tool, not a technical standard.

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