Why Put Emojis In A Data Pipeline? 😎


Extract. Transform. Read.

A newsletter from Pipeline: Your Data Engineering Resource

Hi past, present or future data professional!

I bet when you think of data engineering tools, you don’t think of smiley faces. But emojis, when used properly (and sparingly), can be a powerful way to emphasize logging messages and highlight infrastructure failures.

Failing in data engineering can make you :sad_face:. Professionally, I’ve made every code mistake imaginable, with the highlight being omitting a column and needing to process a 45 TB table—twice! Even as I gain experience, I still make (but recover from) plenty of mistakes, which I document on a yearly basis.

Since we’re a little more than halfway through the year, I’d encourage you to use this framework to honestly assess both your technical and interpersonal shortcomings as an aspiring data engineer.

Proactively identifying areas of improvement is growth—and areas for improvement will pay more dividends than cramming in upskilling sessions. It might even make you :smiling_face:

Here are this weeks un-embedded links:

P.S. – there’s a fun announcement coming in next week’s email.

Thanks for ingesting,

-Zach

Extract. Transform. Read.

Reaching 20k+ readers on Medium and over 3k learners by email, I draw on my 4 years of experience as a Senior Data Engineer to demystify data science, cloud and programming concepts while sharing job hunt strategies so you can land and excel in data-driven roles. Subscribe for 500 words of actionable advice every Thursday.

Read more from Extract. Transform. Read.

Hi fellow data professional! It’s baseball season in the U.S., a game defined by the "on-deck" line up. Before a player takes a big swing at the plate, they are already there, weighted bat in hand, timing the pitcher (who has to move a bit faster now thanks to the pitch clock), fully prepared for their moment. They don’t start looking for their helmet only after the umpire calls them up. In your early career perhaps you're considering "taking a big swing" by applying for that dream role at a...

Hi fellow data professional! In undergrad, in pursuit of a coveted TV internship, I once cold messaged an alum of my school using an email I found on his acting reel. When we finally got on the phone it wasn’t the warm handshake connection I was seeking; he spent time grilling me on my intentions and skills. After I hung up I thought “what a jerk.” In my yet-to-be-developed mind I thought as long as I went to the effort of getting someone on the phone they’d reward that initiative with a job,...

Hi fellow data professional! This week I’ve gotten back into something I haven’t even attempted since my college intern days: Meal prepping. Prep is a priority for me since I’m watching my son (and our pets) solo while my wife is away for work. And, I hate to say it but, I somewhat agree with Sam Altman’s controversial quote about not understanding how people parented before widespread AI adoption; when used properly, AI-generated “parental assets” like meal plans, budgets and workout...