Why You Shouldn’t Query Raw Data—And When It Makes Sense

I was recently asked why it’s not advisable to query raw data directly. The question caught me off guard at first, but it made me think deeply. Raw data is often viewed as the foundation of analytics, yet querying it without proper processing can lead to inefficiencies, inconsistencies, and potential misinterpretations. In this post, I’ll attempt to explain why querying …

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Evolving Passwords: Transitioning from Bitwarden to Apple Passwords

You can tell 2025 is shaping up to be a year of change for me—first transitioning from Quicken Desktop to Simplifi, and now moving from Bitwarden to Apple Passwords. Our family’s password management journey started over a decade ago. Back then, my wife and I used a password-protected Excel spreadsheet to store all our credentials. While rudimentary by today’s standards, …

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