Apache Hbase
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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.
Cincinnati Home-Based Verified Speed Dating Event
**� Virtual Speed Dating – Cincinnati Singles, Curated by Personality**
This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute.
Meet Cincinnati singles from home. We sort the matching, you just turn up. Quick, hosted rounds on Zoom with Cincinnati singles paired to your age group and personality. No awkward pauses — just natural conversation.
**Register under your age group:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=downtown-local-singles-mixer-and-mingle&ar=18-32&face_v=3.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=downtown-local-singles-mixer-and-mingle&ar=30-46&face_v=3.0)
- 🎉 **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=downtown-local-singles-mixer-and-mingle&ar=40-58&face_v=3.0)
**⚠️ Heads up — RSVPing here isn't enough.** Register through your age group link below and complete the quiz. Capacity is limited.
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👥 **Best for:**
- Anyone curious about speed dating in a relaxed setting
- Busy professionals who don't want to waste evenings
- 🎉 Singles who prefer a hosted, structured experience
⭐ *"Ideal for introverts. Felt at ease the entire time."* – Cincinnati attendee
🧭 **How the session runs**
1. **Register** – Select your age group above and sign up.
2. **Complete the quiz** – Short personality quiz so we can match you well.
3. **Hop on Zoom** – Join the call and your host will walk you through it.
4. **Chat** – Quick timed rounds with Cincinnati singles paired to you.
📍 **Event snapshot**
- **Format:** Hosted on Zoom – one-on-one video dates
- **Location:** From home – all you need is Wi-Fi and a webcam
- **Host:** Live host handling rounds and introductions
💡 **Tip:** Just be yourself. That's always the best approach.
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✨ Register, take the quiz, and connect with Cincinnati locals tonight. 🥰 ✨
Quick version: this one gets straight to the point.
Everything important, without the extra padding.
🤝 **Community angle**
- The structure is designed to help people settle in quickly
- Repeat attendees help create familiarity and momentum
- The community matters as much as the session itself
The long-term goal is a room people want to come back to, not a one-off event people forget about.
Operating Data Pipelines at Scale: Lessons from a Metadata-Driven Architecture
We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows.
**Presenter: Dilshad Nasirov**
Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights.
https://www.linkedin.com/in/dilshad-nasirov-4538431/
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *Leading EDJE* for hosting our meetup!
Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/
**THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/.
**DIRECTIONS**
6515 Longshore Loop, Suite 300
Dublin, OH 43017
(3rd floor)
**FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH
**Want to sponsor the pizza and/or bar tab for a future meetup?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Soccer + Vida’s Plant Based Butcher ⚽️ 🌱 🥪 🔥
Soccer + vegan deli eats =
the perfect Saturday ⚽🌱🔥
We’re kicking things off with soccer (all levels welcome!) and then heading to Vida’s Plant-Based Butcher for some seriously good food—Vida’s Reubens, Philly cheesesteaks, Chipotle Cheddar Melt and classic deli sides.
Whether you’re playing, socializing, or just here for the food, this is a great way to meet like-minded people and enjoy the day!
Game → Food → Good vibes
📍 Soccer - Park of Roses
3923 N High St
Columbus, OH 43214
📍 Vida’s Plant Based Butcher
1724 Northwest Blvd Unit C
Columbus OH, 43212
Global Azure - Columbus
The global Azure community is coming together again, and Columbus is officially on the map.
View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/)
On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure.
Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you!
**What to Expect**
* Engaging technical sessions
* Real-world Azure architecture & cloud-native patterns
* AI, agents, automation, and modern DevOps
* Food and drinks (because learning burns calories)
* Time to connect with fellow engineers, architects, and cloud enthusiasts
**Who Should Attend?**
* Software engineers (any language, any stack)
* Cloud architects
* DevOps engineers
* Data professionals
* AI explorers
* Platform builders
* Anyone who loves solving hard problems with great tools
If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home.
**Why Global Azure?**
Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned.
And yes, it’s free to attend!
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






