Month: March 2026


  • This is a regular “data quiz”. Follow it on LinkedIn. Test your knowledge or learn something new. Today Question: “Which cloud provides BigQuery?: A) AWS B) Azure C) GCP D) Oracle Correct Answer: C Explanation BigQuery is a fully managed serverless data warehouse service provided by Google Cloud Platform (GCP). It enables large-scale data analysis using SQL…

  • The False Consensus Effect occurs when we assume that others share our beliefs, preferences, or assumptions. While natural in human cognition, this bias can distort data interpretation and decision-making in business intelligence and analytics. In the context of BI, this bias often manifests when teams project their own perspectives onto customers, stakeholders, or other departments.…

  • Most revenue leaks do not look like failures. There is no outage. No sudden drop to zero. Revenue still grows, just more slowly than it should. These leaks hide inside normal-looking metrics and often remain undiscovered for months. Teams usually notice revenue problems only after they appear in aggregates. Monthly reports show underperformance. Forecasts are…

  • This is a regular “data quiz”. Follow it on LinkedIn. Test your knowledge or learn something new. Today Question: “Data Lakehouse” combines features of: A) Lake + Warehouse  B) OLTP + OLAP  C) Kafka + Spark  D) Hadoop + Hive Correct Answer: A Explanation A Data Lakehouse is a modern data architecture that integrates the strengths of a Data Lake and a Data Warehouse. From the Data Lake it inherits the ability to…

  • Echo Chamber Bias occurs when individuals or leaders selectively seek or value feedback that confirms their existing assumptions, ignoring contradictory perspectives. In business and data contexts, this bias can severely distort decision-making and strategy. In data-driven environments and BI, Echo Chamber Bias often appears when founders, executives, or analysts rely on feedback from like-minded colleagues…

  • For years, SaaS CTOs focused on system reliability. Uptime, latency, error rates. The tooling matured. Practices stabilized. Reliability became expected. The next frontier is not infrastructure. It is metrics. Modern SaaS companies run on numbers. Revenue, activation, retention, usage, cost efficiency. These metrics drive product decisions, pricing, forecasting, and investor narratives. When metrics are unreliable,…

  • This is a regular “data quiz”. Follow it on LinkedIn. Test your knowledge or learn something new. Today Question: Delta Lake adds to Parquet files: A) Schema  B) Transactions  C) Metadata  D) All of the above Correct Answer: D Explanation Delta Lake is an open-source storage layer that turns plain Parquet files into a robust transactional data lake with ACID properties. Delta Lake adds four key layers on top…

  • Deindividuation is a psychological bias where individuals lose self-awareness and self-control in group settings, leading to behavior they might not exhibit alone. In data, analytics, and BI contexts, this bias can subtly distort team decisions, project priorities, and even interpretation of results. Within analytics teams, group discussions or review sessions can amplify deindividuation. For example,…

  • Growth puts immediate pressure on monitoring. More services. More data. More metrics. The default response is to add alerts and dashboards. That approach works briefly, then breaks. Engineering headcount does not scale at the same rate as system complexity. At early stages, monitoring is simple. A handful of services and KPIs can be watched manually.…

  • This is a regular “data quiz”. Follow it on LinkedIn. Test your knowledge or learn something new. Today Question: Which Airflow component defines dependencies? A) Task  B) DAG  C) Operator  D) Hook Correct Answer: B Explanation A DAG (Directed Acyclic Graph) is the core building block of Apache Airflow that defines the entire workflow including all tasks and their dependencies. A DAG is an acyclic…