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.
Your API Builds Are Boring (Until Now)
Extract. Transform. Read.A newsletter from Pipeline: Your Data Engineering ResourceHi past, present and future data professional! Tired of playing with the same 3 APIs? At the end of this email you’ll find a list of 13 offbeat APIs to make ETL interesting again. But before you make your first request, read my cautionary tale of accidentally racking up $300 in charges on 1 API. Clearly, APIs can seem like black boxes offering unlimited data; to efficiently access that data, you need to think about how you’re “talking” with your API service. If you receive one too many “unauthorized” errors, you may not be reading the docs closely; this guide tells you to approach API documentation reading like an SAT reading comprehension test. Before Reddit started acting like a budget airline carrier nickel-and-diming customers, it offered an API perfect for beginning developers. Finally, if you want to go beyond ETL, you can do so much more with APIs, like reading and deleting emails (except this one, I hope!). Get your offbeat API guide here! If you’re like me and are undefeated in IT phishing tests, here are this week’s embedded links:
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.
Hi fellow data professional! Quick question: How much could I pay you to switch your job? Conventional wisdom in the tech industry in the last handful of years is that the way to supercharge growth and max out your career earnings is to frequently change jobs. On average, job switchers could and should target an increase of 15-20% of their current salary. But in a rocky economy (at least here in the U.S.), career experts are urging would-be switchers to consider the benefits of a stable role...
Hi fellow data professional and Happy New Year! In the second half of 2025, I made a radical choice: I (largely) stopped blogging. Over the past year, Medium (where I host my content) made a series of changes that de-prioritizes technical content, leading to the departure of several major publications, including Toward Data Science. Pair that platform disillusionment with a bit of burnout, and the result is a feeling that it’s time for a change. For 75+ weeks, I’ve preferred concise,...
Hi fellow data professional - Merry Christmas and Happy Holidays! Since an email is probably one of the least exciting things to open on Christmas morning, I'll keep this brief. As a thank you for subscribing and reading the newsletter this year, I'd like to offer a gift: My FREE guide to web scraping in Python. Centered around 3 "real world" projects, the guide highlights the importance of being able to retrieve, interpret and ingest unstructured data. Get your guide here. Have a restful...