What’s changed?

Since 2021, maybe a better question is what HASN’T changed?

Stepping out of the shadow of COVID, our society has grappled with a myriad of challenges — political and social turbulence, fluctuating financial landscapes, the surge in AI advancements, and Taylor Swift emerging as the biggest star in the … checks notes … National Football League!?!

Over the last three years, my life has changed as well. I’ve navigated the data challenges of various industries, lending my expertise through work and consultancy at both large corporations and nimble startups.

Simultaneously, I’ve dedicated substantial effort to shaping my identity as a Data Educator, collaborating with some of the most renowned companies and prestigious universities globally.

As a result, here’s a short list of what inspired me to write an amendment to my original 2021 article:

Scale

Companies, big and small, are starting to reach levels of data scale previously reserved for Netflix, Uber, Spotify and other giants creating unique services with data. Simply cobbling together data pipelines and cron jobs across various applications no longer works, so there are new considerations when discussing data platforms at scale.

Streaming

Although I briefly mentioned streaming in my 2021 article, you’ll see a renewed focus in the 2024 version. I’m a strong believer that data has to move at the speed of business, and the only way to truly accomplish this in modern times is through data streaming.

Orchestration

I mentioned modularity as a core concept of building a modern data platform in my 2021 article, but I failed to emphasize the importance of data orchestration. This time around, I have a whole section dedicated to orchestration and w

Building a Data Platform in 2024