Month: April 2026


  • Product KPIs are designed to guide decisions. In practice, they often fail to do so at the moment it matters most. Not because they are wrong, but because they react too late. Most product KPIs are aggregates. Activation rate, engagement, retention, conversion. These metrics smooth over variation by design. That is useful for trend tracking.…

  • This is a regular “data quiz”. Follow it on LinkedIn. Test your knowledge or learn something new. Today Question: In AWS, data flows are often processed using: A) Lambda  B) S3  C) Glue  D) All of the above Correct Answer: D Explanation In AWS, data flows are processed using a combination of several services. S3 serves as a data storage layer, Lambda enables serverless and event-driven processing, and Glue provides ETL…

  • False Uniqueness Bias occurs when individuals underestimate how many others share their abilities, traits, or insights. In data, analytics, and business intelligence, this bias can distort team dynamics, project planning, and strategic decisions. In BI and analytics, the bias often surfaces when team members assume their approach, skill set, or insights are rare and unique.…

  • Customer experience rarely breaks all at once. It degrades gradually. Small operational anomalies accumulate until users feel friction, frustration, or loss of trust, often without a clear incident to point to. Most operational issues do not cause outages. A background job runs slower. An API response time increases slightly under specific load. A queue starts…