Data Architecture
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Frequently Asked Questions
Yes! Check out data architecture events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the data architecture events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find data architecture events near your location here. Connect with your local community and discover events within your area.
Data Architecture Events Today
Join in-person Data Architecture events happening right now
How Toxic People Affect Your Health & Happiness
Do toxic people weigh you down? Affect your happiness? How can having toxic relationships affect your Health? And moreover, how can you spot them before it’s too late?
Attend this in-person meeting to find out how to spot these people and remove their negative emotions from your life.
This event is hosted by The Dianetics and Scientology Life Improvement Center in Central Ohio.
Rise and Shine with Atlassian - Reynoldsburg
Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian!
Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian!
Agenda
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Moderators
Kimberly Deal - Columbus Atlassian User Group Leader
Kevin Stanley - Columbus Atlassian User Group Leader
Greg Sprowls - Columbus Atlassian Community Leader
Hosted By
Kimberly Deal, Atlassian User Group Leader
Kevin Stanley, Chief Everything
Greg Sprowls, Agility Lead
---
Global Partner
Atlassian (http://atlassian.com)
Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality.
Partner
Atlassian
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For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries.
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Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-4/.
In-Person Meeting: How to Improve Relationships with Others
Attend a free seminar on how to have successful and lasting relationships.
At this seminar you will learn:
How to spot and handle negative and toxic relationships.
How to get through the "rough patches" in a relationship.
How to choose the right people to work with.
The three things that make or break any relationship.
How to make a good relationship great.
All are welcome. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there.
Hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.
Data Architecture Events This Week
Discover what is happening in the next few days
ServiceNow AI Deep Dive: Hands-On Learning Session
We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!
Level Up Your AI Game with Google Gemini ! ⚡
Google is leading the AI revolution—don't miss your chance to stay ahead of the curve. Join GDG Cloud Indy for an immersive session where we bridge the gap between AI experimentation and enterprise production.
We are thrilled to feature two expert-led deep dives into the Google AI ecosystem, designed for Cloud Architects, Developers, and AI enthusiasts alike.
**The Lineup:**
**11:00 AM \|** **Getting Started with Google Gemini**
Speaker: Vaidehi S. Tripathi\*\*,\*\* Cloud Advisor, GDE, GDG Organizer (Cloud Indy)
Focus: A walk-through of Gemini and multimodal models to boost daily productivity.
**11:30 AM \|** **Google AI Studio vs. Vertex AI: The Path to GenAI**
Speaker: Olga Scrivner, PhD, Google Cloud & GenAI Leader, WTM Ambassador, IEEE Humanitarian Tech Chair (Indy)
Focus: Navigating the journey from rapid prototyping in AI Studio to production-ready deployments in Vertex AI.
**The Perks:**
Exclusive GDG Swag for attendees!
Pizza & Soft Drinks (for in-person guests).
Networking & Q&A with local industry leaders.
**Meeting Link:**
meet.google.com/wia-ygtn-fmc
Also, Check our Meetup page at https://www.meetup.com/gdgcloudindy/
See you there!
This is a hybrid event.
Join the event virtually at: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/
or in person at:
Zionsville Town Hall - 1100 West Oak Street Zionsville, 46077
***
***
**About the Speakers :**
**Olga Scrivner -** PhD\*\*,\*\* a certified Google Cloud and GenAI Leader, IEEE Humanitarian Technologies Chair (Central Indiana), and Women Tech Makers Ambassador
In this talk, we’ll walk through Google’s primary generative AI platforms: **Google AI Studio** and **Vertex AI**. We’ll explore what each tool is designed for and how developers typically begin their journey with Google’s AI ecosystem. Using **Google AI Studio**, we’ll demonstrate how you can experiment with Google’s **Gemini models** to create and test ideas, from text generation to image and video creation. We’ll also discuss how these early experiments can later connect to **Vertex AI** for production use cases.
**Vaidehi Tripathi** \- Elevance Health \(Cloud Advisor\)
Founder and Organizer GDG Cloud Indy. Google Developer Expert-GDE.
Vaidehi is a Cloud Advisor at Elevance Health (Formally Anthem) and before that worked as Solution Architecture Manager in Accenture focused on designing solution based on Google Cloud Platform.
Vaidehi is a Google certified Architect, Data, Network, Security, Developer, DevOps and Machine Learning Engineer.
**Hosted By :**
Vaidehi Tripathi, GDG Organizer
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/.
Sunday Board Games at Land-Grant Brewing
We'll play board games at the [Land-Grant Brewing Company](https://landgrantbrewing.com/). The brewery has multiple [food trucks](https://landgrantbrewing.com/food/) on Sundays, including [Ray Ray's Hog Pit](https://rayrayshogpit.com/franklinton), [Buck City Sammies](https://www.buckcitysammies.com/menu), and [Hai Poké](https://www.haipokefoodtruck.com/).
The brewery also has (passable) drip coffee, free water, and Jeni's ice cream. You can also walk over to the [Land Grant Extension](https://callinyourbluffcoffee.com/) for "real" coffee. (You may have to stand in line, though. The Extension is popular.)
You can come late or leave early. Please just sign up so I know to expect you.
**Notes on Parking**
* You'll (probably) have to park on the street, but street parking is free on Sundays.
* There are [parking garages](https://landgrantbrewing.com/parking/) a little farther away if you want. These are obviously not free, though.
* There is a [lot next door](https://www.google.com/maps/place/39%C2%B057'26.0%22N+83%C2%B000'40.9%22W/@39.957211,-83.0119921,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x88388f3efd89238b:0xc139207386232411!2sLand-Grant+Brewing+Company!8m2!3d39.9577613!4d-83.011426!16s%2Fg%2F1pzt7t9df!3m3!8m2!3d39.957211!4d-83.011347?entry=ttu&g_ep=EgoyMDI2MDEyMS4wIKXMDSoKLDEwMDc5MjA3MUgBUAM%3D) to the brewery that you're allowed to park in, but it is not free. I've never parked there, so I don't know anything about rates. (I'm told though that if you eat at Milo's Deli next door to this lot that Milo's will stamp your parking so it's free.)
* You're going to see odd signs on [Lucas St](https://www.google.com/maps/place/39%C2%B057'26.1%22N+83%C2%B000'40.3%22W/@39.957256,-83.0124134,19z/data=!3m1!4b1!4m10!1m5!3m4!2zMznCsDU3JzI4LjgiTiA4M8KwMDAnNDEuNSJX!8m2!3d39.957993!4d-83.011536!3m3!8m2!3d39.957256!4d-83.011197?entry=ttu&g_ep=EgoyMDI2MDEyMS4wIKXMDSoKLDEwMDc5MjA3MUgBUAM%3D) (saying it's a "private street") that will lead you to believe you're not allowed to park there, but you actually are.
* Columbus parking cops literally do not work on Sundays. This means that, even if you're driving a non-EV, you can park in the EV spots near the brewery.
**Games**
I do bring many games, but please bring some of your own as well.
The Fit Experience: February Edition
🌿 The Fitness Experience 🌿
This is not just a workout—it’s a vibe.
The Fitness Experience is a high-energy, feel-good outdoor fitness meetup designed for every body and every level. Whether you’re just getting started, getting back into it, or already living an active lifestyle, this experience meets you where you are and pushes you just enough to level up.
Expect movement, fresh air, challenges, laughter, and real community. We sweat together, encourage each other, and stay accountable—because consistency is easier with friends!
Motivation with meaning:
✨ Show up for yourself
✨ Progress over perfection
✨ Consistency creates confidence
Each month, we pop up at a new scenic outdoor location—parks, waterfronts, city greenspaces, and hidden urban gems—bringing fitness to life in the most inspiring settings possible.
Come solo. Bring a friend. Leave energized.
Woodhouse Vegan Meetup
Join us at Woodhouse Vegan on February 28th @11am for some great food and drinks!
The food here is always so good and the atmosphere is awesome.
😋🍴You can find the menus below!
[ WOODHOUSE BAKERY + PARK SERVICE COFFEE MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd2e1ca51a46979929391/1711133409875/Bakery+Menu+Spring+2023+%282%29.png)
[WOODHOUSE BRUNCH + LUNCH COCKTAIL MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd3698396e65a1e3abc0f/1711133545604/Bakery+Menu+Spring+2023.png)
[WOODHOUSE BRUNCH + LUNCH FOOD MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd261b2e21b4ddde997a6/1711133281660/Bakery+Menu+Spring+2023+%281%29.png)
Woodhouse Vegan offers parking validation for the adjacent " LAZ Parking - Joseph Garage" parking garage.
You can find links to that address below.
🔗 [Apple Maps](https://maps.apple/p/u4uR0vxh~_c60B)
🔗 [Google Maps](https://maps.app.goo.gl/K37216FrEJd3qiRp8)
The validation gives you free parking after you have spent an hour inside the restaurant. You will need to get your parking slip validated from the restaurant by asking them after an hour has passed.
We hope to see you there!
Data Architecture Events Near You
Connect with your local Data Architecture community
CBusData - Discover the Power of Window Functions
Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems:
* Using running totals
* Performing operations in intervals
* Identifying data gaps and islands
* Performing aggregates without losing detail
Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.
Data Cleansing using Data Bricks
The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**.
You're welcome to come meet in-person at our meeting location, the offices of Improving at
**[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
[Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person.
If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails.
Agenda:
**5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees.
**6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details.
**7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment.
We hope to see you there!
Session Abstract
### **Data Cleansing using Data Bricks**
Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure.
\*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.
Data & Analytics Wednesday - Google Analytics Alternatives
**Google Analytics Alternatives**
Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday.
Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”.
Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process.
We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
Building Agents with Microsoft Foundry
We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.
Go Build & Learn
Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free!
This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.
An Immense World
This meeting will be an open discussion about the book "an Immense World" by Ed Yong
Agile Coaching Circle -- IN-PERSON
Join other experienced and aspiring agile coaches and professionals to:
* develop and practice your coaching skills in a peer-to-peer environment
* share current successes and challenges in your work environment and get support from each other
* learn from each other, build better relationships and experiment with new ideas



























