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Elliot Gunn

@elliotgunn.com
1.5K followers 254 following 68 posts

technical marketing @ Kestra / elliotgunn.com / Canada

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Elliot Gunn @elliotgunn.com · 11/02/2025
It's rare for companies show their hand but the Medium email re: Towards Data Science's exit is pretty revealing. Looks like it took them completely by surprise and they rushed out an email without even waiting for their new pub's intro post
If you’ve written in the past for Towards Data Science, you may also have questions about your content appearing on their new site. We’re actively working on understanding what’s happened, and if you have concerns, please email us and we’ll help educate you about your options. In the meantime, we’re getting this publication launched to serve the large number of writers who have data science stories to share, now, and want a home for them.

We’ve partnered with Paolo Perrone, an editor from the Medium community, to get started (look for an introduction post soon), but we want to work with you in building out this new community-driven publication. Let us know if you want to be involved in supporting the amazing community of data scientists that has developed over the years on Medium by replying to this email and we’ll be in touch.
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Elliot Gunn @elliotgunn.com · 05/02/2025
It was a delight to have such candid (and funny) conversations with everyone and I'm really grateful for the generosity of the data community to share some tough stories If you check it out, I would love to hear what resonated!
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Elliot Gunn @elliotgunn.com · 05/02/2025
(We'll have to do a follow-up interview on CI testing!)
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Elliot Gunn @elliotgunn.com · 05/02/2025
Not everyone is on Bluesky, so shoutout to @opendataalex.bsky.social for one of my absolute favourite interviews that's full of humour and hard-won insights: www.datafold.com/data-migrati...
datafold.com
A Data Migration Is Never Just a Data Migration: Lessons from Alex Meadows
Alex Meadows shares insights on lift-and-shift vs. rearchitecting, data quality priorities, and the human factors that can make or break a data migration.
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Elliot Gunn @elliotgunn.com · 05/02/2025
Not too long ago I posted a call for interviewees on #dataBS and I'm psyched to share what I've put together: 7 interviews with data practitioners, from AEs to DEs to architects and analysts, on their data migration stories get.datafold.com/tl-dms And our data migration microsite:
Your guide to legendary data migrations
Success stories, lessons learned, and tools to turn your migration into a milestone achievement.
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Elliot Gunn @elliotgunn.com · 13/12/2024
Relevant bit for both #dataBS folks and data-inclined writers to test the sensitivity of conclusions with a pretty simple rule-of-thumb sanity check
And that provides a good pair of rules of thumb for these kinds of statistics. Any time someone cites a very impressive quantity like this, it's a good idea to ask questions like: what's the nearest relevant comparison? What else is true if that is true (for example, if health insurance really makes $1.4tr in profit, you can Google and find that health insurers tend to report single-digit profit margins, which implies that their revenue is about equal to total GDP). You can also ask how plausible it sounds to multiply the number by ten, or divide it by ten, or if that doesn't actually seem to change anything at all.
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Elliot Gunn @elliotgunn.com · 13/12/2024
One of my favourite newsletters, Capital Gains, which has some really good data adjacent explainers, has a v insightful piece this week on how data literacy != better judgement. Not all stats cited are meaningful signals - he calls them "decorative": capitalgains.thediff.co/p/decorative...
capitalgains.thediff.co
Against Decorative Statistics
If You're Going to Back Decisions With Data, Use Real Data
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Elliot Gunn @elliotgunn.com · 11/12/2024
This is really cool to read, thanks for linking this. It also gave me the idea to reach out to the authors of these types of engineering blogs, which often have a lot of technical detail but not the human side of things (decisions, trade-offs, scary moments) which is just as interesting!
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Elliot Gunn @elliotgunn.com · 11/12/2024
DM-ing shortly!
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Elliot Gunn @elliotgunn.com · 11/12/2024
> unrelated, just want to say that like 4 years ago I would have died at the thought of posting online (I'm not an introvert but I overthink a lot with posting anything). I feel very grateful with all the #dataBS folks helping out with reposts, sharing their stories, and DM-ing me!
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Elliot Gunn @elliotgunn.com · 11/12/2024
Hahaha this is an awesome story (and pic) but I bet it was tough to get through at the time. Since the statute of limitations has expired...up for a quick chat about it? Would love to dig into the technical details here
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Elliot Gunn @elliotgunn.com · 11/12/2024
There's a very, very strong divide between lift-and-shift and rearchitect first camps. Would you be up for a quick chat on this? I would love to hear your take (+ any gnarly details)
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Elliot Gunn @elliotgunn.com · 11/12/2024
I followed you back, it might work now! but it looks like I can DM you so I’ll do that shortly ☺️
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Elliot Gunn @elliotgunn.com · 10/12/2024
If you're interested, it'll be a super chill, conversational interview (max 30 minutes) where I dig into the technical details + lessons learned about tools/culture/planning Get in touch: elliot@datafold.com
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Elliot Gunn @elliotgunn.com · 10/12/2024
Most migration stories never get shared, even though they’re full of valuable lessons: • Unexpected challenges • Tools that saved the day • High-stakes moments where everything could’ve gone wrong This is your chance to tell the story *you wish someone had told you before*
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Elliot Gunn @elliotgunn.com · 10/12/2024
Got a question for #dataBS: Anyone ever survived a data migration with a story to tell—the good, the bad, or the "we’ll laugh about this someday"? I’m writing a technical piece and I’d love to hear your wins, cautionary tales, and hard-earned lessons. Please DM if you're keen!
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Elliot Gunn @elliotgunn.com · 22/11/2024
It’s really smart to turn an interview question into a blog post showcasing your skills. Good luck!
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Elliot Gunn @elliotgunn.com · 22/11/2024
You could try something like: "Misaligned filters in SQL queries can lead to subtle yet critical inconsistencies in results—especially when calculating metrics like productivity over specific timeframes. In this piece, I'll...." Grabs someone's attention immediately with what/why/how
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Elliot Gunn @elliotgunn.com · 22/11/2024
I found this informative. One small suggestion that can have a big impact on readability: the intro needs a strong hook to answer "so what?" and this is currently buried in the middle on misaligned filters causing discrepancies in results, and what your proposed solution is
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Elliot Gunn @elliotgunn.com · 21/11/2024
The editorial team is super friendly and their submission guidelines are straightforward. The great thing about TDS vs your own blog is that an editor (sometimes > 1) looks over every submission and leaves helpful feedback!
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Elliot Gunn @elliotgunn.com · 21/11/2024
The normies will follow once the power users establish themselves here lol So we should post more about data to accelerate the migration 🤣
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Elliot Gunn @elliotgunn.com · 21/11/2024
I think Threads does have a larger one by default but in a useless way (I have Threads only because it was easy to do as an IG user but it didn’t map to my existing Twitter follows and so I’ve never used it)
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Elliot Gunn @elliotgunn.com · 21/11/2024
that's the thing, it sidesteps it entirely! "but everyone is on BS" should be enough to make the decision (for folks in data anyway) every day that BS gains followers this will become more self-evident
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Elliot Gunn @elliotgunn.com · 21/11/2024
a politically agnostic answer would say something like, any individual decision about which app to use is inconsequential, but once the existing network starts to erode, quality starts dropping exponentially so whichever app picks up critical mass first wins, and you should join that one
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Elliot Gunn @elliotgunn.com · 21/11/2024
My former employer @towardsdatascience.bsky.social has joined #dataBS! They have a great newsletter you should check out. TDS is very welcoming to newcomers and publishes a lot, the Editor-in-Chief (Ben Huberman) does a great roundup of only the best pieces each week
towardsdatascience.com
Editors’ Picks – Towards Data Science
Discover the best of Towards Data Science: from hands-on tutorials and cutting-edge research to the latest on data science and machine learning tools. Your home for data science. A publication sharing...
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Elliot Gunn @elliotgunn.com · 21/11/2024
Would definitely love to read this!
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Elliot Gunn @elliotgunn.com · 21/11/2024
"The real greatest BI tool helps someone using data to orient it, so that it reflects the control levers they have to enact change." 1000% and I think this is what @cedricchin.bsky.social has been saying with his becoming data-driven series on xmr charts
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Elliot Gunn @elliotgunn.com · 21/11/2024
tweet / databs old habits die hard
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Elliot Gunn @elliotgunn.com · 21/11/2024
there isn't a better label to describe what I do so I find myself saying "I'm a technical writer, but..." a lot!
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Elliot Gunn @elliotgunn.com · 21/11/2024
"Cross-sectional" is a great way to put it. I've been struggling with how to describe what I do as my title really doesn't capture it, especially at a startup where it's common to wear many hats. I'm a technical writer that also does trade shows (sales) and creates repos (analytics engineering-lite)
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Elliot Gunn @elliotgunn.com · 21/11/2024
I learnt that indexes in Postgres aren't always better esp when working locally and not with a very large dataset see: challahscript.com/what_i_wish_...
challahscript.com
What I Wish Someone Told Me About Postgres
I’ve been working professionally for the better part of a decade on web apps and, in that time, I’ve had to learn how to use a lot of different systems and tools. During that education, I found that t...
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Elliot Gunn @elliotgunn.com · 19/11/2024
I feel more motivated to write it knowing at least one person (who’s not my mom) will read it 😆
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Elliot Gunn @elliotgunn.com · 19/11/2024
+1 for this rec
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Elliot Gunn @elliotgunn.com · 19/11/2024
Relevant bit for #dataBS is that for the longest time I thought there were only like four roles to aim for if I wanted to be in data (DS/MLE/DE/AE), and I really really wanted to be in data. One day I'll write about the serendipitous path that led me to technical writing (specializing in DE/DS)!
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Elliot Gunn @elliotgunn.com · 19/11/2024
Randy's project was my first intro to webrings!
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Elliot Gunn @elliotgunn.com · 19/11/2024
This is correct
What it does mean, though, is that getting your developer tool to market today requires very different tactics and philosophies; and that the old modicum of “if you build it, they will try it” (or something like that) is no longer true. Good product and engineering, to some degree, are table stakes. Everything else – specifically go-to-market – has never been more important. Founders who can put their creative energy towards sales and marketing, instead of treating them like a necessary evil, are going to have the best chance of standing out from the pack.
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Elliot Gunn @elliotgunn.com · 19/11/2024
There has never been a better time to get into software *and* roles that support it e.g. technical writing, product marketing. In fact, developer marketing is an incredibly exciting place to be in right now: www.readamplified.com/there-are-a-...
readamplified.com
There are a lot of developer tools out there
Some data on how saturated the world of developer tools has become, and why you need to stand out.
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Elliot Gunn @elliotgunn.com · 18/11/2024
I can bring technical writing good vibes (curated H1s and H2s)!
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Elliot Gunn @elliotgunn.com · 17/11/2024
Please add me! Been meaning to post about how Lego robotics/programming is going this fall
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Elliot Gunn @elliotgunn.com · 14/11/2024
We (Datafold) recently migrated our docs off docusaurus to Mintlify and absolutely love it docs.datafold.com/welcome
docs.datafold.com
Welcome - Datafold
Datafold is the unified platform proactive data quality that combines automated data testing, data reconciliation, and observability to help data teams prevent data quality issues and accelerate their...
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Elliot Gunn @elliotgunn.com · 13/11/2024
“pentzels” for pretzels he’s 8 and we still refuse to correct him, that’s its name now!
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Elliot Gunn @elliotgunn.com · 12/11/2024
the philosophers on here will appreciate that I got to sneak in a Ship of Thesus reference:
Is the data even the same?
Your team pulls an all-nighter one quiet Sunday evening to actually run your migration script, and everything miraculously moves from Oracle to Snowflake without any errors and only a few minutes of downtime. But you’re not done yet. You get a message from the machine learning team the next day: “Hey, our models are producing unexpected results. Is the data in Snowflake actually right?”

Data migration experts grapple with a puzzle similar to the Ship of Theseus paradox: How do you know your data remains exactly the same amidst all the transformations?

Trying to answer this question is challenging, and many companies have emerged to address this, and other problems, with solutions.
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Elliot Gunn @elliotgunn.com · 12/11/2024
if there are any Technically fans out there in #dataBS, I have a piece on data migrations in your inbox today: read.technically.dev/p/whats-a-da...
read.technically.dev
What's a data migration?
Data migration is about transferring information (data) from one place to another.
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Elliot Gunn @elliotgunn.com · 12/11/2024
🎯 I like how Alex linked data quality to trust. Creating and maintaining trust esp without institutional oversight or precedents continues to be so economically valuable
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Elliot Gunn @elliotgunn.com · 12/11/2024
saving this link for the next person who asks me how on earth my economics history msc relates to working in data
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Elliot Gunn @elliotgunn.com · 11/11/2024
Introduce yourself with some past jobs - Kumon math - A few random work-study gigs during undergrad - Global health research fellow - Cdn foreign policy journal editor - Backend banking ops - Bank teller - Editor at Towards Data Science - Sales engineer at Plotly - Freelance DS/DE technical writer
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Elliot Gunn @elliotgunn.com · 07/11/2024
Still working through the technical points here but just want to say that this is an exceptionally well written piece
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Elliot Gunn @elliotgunn.com · 07/11/2024
definitely check out @ssp.sh’s resources! When I was pivoting into DE I found the dbt fundamentals course a helpful starting point, and then did small projects like this one to layer on more concepts like CI, GitHub actions, data tests github.com/elliotgunn/d...
github.com
GitHub - elliotgunn/datafold-dbt-ci-advanced: Add 4 more integrations to your dbt CI pipeline: Slim CI, pre-commit hooks, Data Diffs, and Slack notifications
Add 4 more integrations to your dbt CI pipeline: Slim CI, pre-commit hooks, Data Diffs, and Slack notifications - elliotgunn/datafold-dbt-ci-advanced
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Elliot Gunn @elliotgunn.com · 07/11/2024
🫡 thank you for doing this!
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Reposted by Elliot Gunn
Christian Minich @christianminich.com · 07/11/2024
Data people starter packs, parts 1 and 2. Gotta follow them all! go.bsky.app/8TdEfdK go.bsky.app/DsDyXF3
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