Pipeline: Your Data Engineering Resource

Your one-stop-shop to learn data engineering fundamentals, absorb career advice and get inspired by creative data-driven projects — all with the goal of helping you gain the proficiency and confidence to land your first job.

Extract. Transform. Read.

The Worst Type Of Data Engineer? Gatekeeper

2 min readApr 17, 2025

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The following short read is an excerpt from my weekly newsletter, Extract. Transform. Read. sent to 2,500+ aspiring data professionals. If you enjoy this snippet, you can sign up and receive your free project ideation guide.

Browsing through files recently, I found 100+ old resumes I used to apply for data jobs in 2021. While data science is sold as a “good career”, the truth is it’s always been tough to break in.

Those looking for jobs need to do more than ever to distinguish themselves. For anyone looking for a job, you may have been taught to network with recruiters and hiring managers.

But there is a type of connection who might help you even more than a job poster: An early career data (ideally between years 1–3) professional.

Folks like me, who have a few years of industry experience but no hiring authority, often get bombarded with “recruiter spam”, broad messages sent to hundreds of candidates with the hope that a handful will respond. While it’s tempting to delete these messages, you’d be missing a crucial line: “Forward this to anyone you know who might be looking for a role.”

As an added incentive, many of these cold messages include referral bonuses.

Photo by Masaaki Komori on Unsplash

When forwarding a connection to recruiters or when asking for a referral, remember:

  • Concisely summarize your peer’s qualifications (1–2 sentences)
  • Tailor your referral to the role sent, not just a general “this person might be good”
  • Emphasize your peer’s domain experience and don’t dwell too much on common technical skills

If you’re interested in going deeper, I cover this kind of referral advocacy more in-depth here.

Just because you were lucky to break in doesn’t mean you should be a gatekeeper.

If anything, you should be the first one to answer the door.

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Pipeline: Your Data Engineering Resource
Pipeline: Your Data Engineering Resource

Published in Pipeline: Your Data Engineering Resource

Your one-stop-shop to learn data engineering fundamentals, absorb career advice and get inspired by creative data-driven projects — all with the goal of helping you gain the proficiency and confidence to land your first job.

Zach Quinn
Zach Quinn

Written by Zach Quinn

Journalist—>Sr. Data Engineer; new stories weekly.

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