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CBusData: The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again.
We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all.
Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.
Detroit Convenient Local Matchmaking
💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!**
**🔴 MUST READ: RSVP Alone Won't Get You In!**
To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone!
**📋 Choose Your Age Range Below to Register:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Detroit&groupurlname=network-for-active-local-singles-dating&ar=18-32&face_v=1.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Detroit&groupurlname=network-for-active-local-singles-dating&ar=30-46&face_v=1.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Detroit&groupurlname=network-for-active-local-singles-dating&ar=40-58&face_v=1.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Detroit&groupurlname=network-for-active-local-singles-dating&ar=55+&face_v=1.0)
---
🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself.
🎯 **Perfect for:**
- Introverts who shine in one-on-one conversations
- First-time speed daters seeking a welcoming, easy experience
- First-timers who want to date without the pressure of face-to-face meetings
- Busy professionals who value their time and comfort
**How It Works**
1. **Sign Up** – Click the registration link for your age bracket above.
2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening.
3. **Connect on Zoom** – No setup needed. Just click the link and you're in!
4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Detroit singles who share your vibe.
5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you!
**Event Details**
- **Format:** Hosted live on Zoom – guided, fun, and stress-free
- **Location:** No venue needed – just a comfy seat and a good internet connection
- **Host:** Your personal guide through the evening – friendly, encouraging, and fun
- **Vibe:** Light-hearted, easy-going speed dates with open-minded Detroit singles
- **Accessibility:** Join from any device – laptop, tablet, or phone
- **Duration:** About 60–90 minutes of structured, fun conversations
**Frequently Asked Questions**
**How long are the conversations?**
Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting!
**What happens after the event?**
We reveal mutual matches after the event. If you both liked each other, we help you connect!
---
✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
We're going to try a new dojo location for a few weeks and see how it works
Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead.
We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9
Brunch Club: Make New Friends
⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:**
[https://groupvibe.com/](https://groupvibe.com/)
**Join the Columbus City Brunch Club and make new friends!**
Each meetup brings together 4–6 people for casual conversations over brunch. We use the Groupvibe platform to facilitate the meetup and ensure everyone’s a good fit.
👉 **To attend, you’ll need to complete registration via this link:**
[https://groupvibe.com/](https://groupvibe.com/)
We’ll share the exact location of the upcoming meetup the night before only if you have bought a ticket or membership plan.
**Why this works:**
\* Smaller groups make real conversations easier.
\* Discover new restaurants in your city, together.
\* Curated lunch venues with good food and vibe.
\* If you hit it off with your group, there’s plenty of time to hang out afterwards.
**Note:**
RSVPs on Meetup don’t reflect total attendance. Many attendees register directly via our website. The event on [Meetup.com](http://meetup.com/) is only a placeholder.
This meetup is organized by Groupvibe, a small team passionate about helping people form meaningful friendships offline.
IxDA Chat ‘n Pancakes
Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty.
Join the local UX and Digital Design community for a casual monthly breakfast.
Look for us upstairs!
Cincinnati Verified Profiles Local Speed Date
💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!**
**🔴 MUST READ: RSVP Alone Won't Get You In!**
To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone!
**📋 Choose Your Age Range Below to Register:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=collective-local-singles-mixer-event-squad&ar=18-32&face_v=4.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=collective-local-singles-mixer-event-squad&ar=30-46&face_v=4.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=collective-local-singles-mixer-event-squad&ar=40-58&face_v=4.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=collective-local-singles-mixer-event-squad&ar=55+&face_v=4.0)
---
🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself.
🎯 **Perfect for:**
- Introverts who shine in one-on-one conversations
- First-time speed daters seeking a welcoming, easy experience
- First-timers who want to date without the pressure of face-to-face meetings
- Busy professionals who value their time and comfort
**How It Works**
1. **Sign Up** – Click the registration link for your age bracket above.
2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening.
3. **Connect on Zoom** – No setup needed. Just click the link and you're in!
4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Cincinnati singles who share your vibe.
5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you!
**Event Details**
- **Format:** Hosted live on Zoom – guided, fun, and stress-free
- **Location:** No venue needed – just a comfy seat and a good internet connection
- **Host:** Your personal guide through the evening – friendly, encouraging, and fun
- **Vibe:** Light-hearted, easy-going speed dates with open-minded Cincinnati singles
- **Accessibility:** Join from any device – laptop, tablet, or phone
- **Duration:** About 60–90 minutes of structured, fun conversations
**Frequently Asked Questions**
**How long are the conversations?**
Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting!
**What happens after the event?**
We reveal mutual matches after the event. If you both liked each other, we help you connect!
---
✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨
Accidental Friends: How a DBA and an SRE worked together
The April Ohio North Database Training user group meeting will be held on **April 7th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Kayla Boor**.
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/meet/22562814501129?p=w1cSxeUXFTVeIpZiMw)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
**Accidental friends: How a DBA and an SRE worked together to optimize the system.**
This session is focused on how to communicate effectively between teams to improve alert fatigue, performance, and observability.
\*\*NEW SPEAKER
\*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.






