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Frequently Asked Questions
Yes! Check out mac events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mac events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find mac events near your location here. Connect with your local community and discover events within your area.
Mac Events Today
Join in-person Mac events happening right now
Wednesday Evening Reading @ Flipper's (Jurong East - Westgate)
Welcome! Gist below! :-)
1. Bring a book to the meet!
2. Buy a drink (and a bite if you're hungry).
3. Say hi to the folks.
4. Read!
5. We'll do a short round of intros and a short sharing at the end too. :)
Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-)
This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance!
Nearest MRT: Jurong East (NS1/EW24)
AWS Security User Group Singapore: April 2026!
Hey AWS Security fam 👋
**Our goal remains the same: bring security and cloud practitioners together.**
Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster.
Want to speak next time?
We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks.
If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.)
🎤 **Speakers**
✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center**
📌 Alfred Koh - Senior Manager, Fintech
This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams.
✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda**
📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech
In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns.
✅ **Automating Secure Access Across Your AWS Ecosystem**
📌 Deddy Gunawi - APJ Solution Architect, Okta
In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts.
🧭 **Event Details**
📅 Date: Wednesday, 8th April 2026
🕡 Time: 6:30 PM – 9:00 PM
📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5
🛂 **Registration & Check-in (Important)**
Watch for an email titled:
AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – April 2026
Show this email at Level 1 Concierge to access Level 5 for verification.
Walk-ins: Only if capacity allows. Confirmed registrations get priority.
No confirmation email = walk-in; entry not guaranteed.
🙌 **What to Expect (and why it’s worth your evening)**
* 30-minute interactive sessions — no death-by-slides
* Live Q&A & show-and-tell — bring questions, tooling, and war stories
* Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs
🍕 **Agenda & Housekeeping**
6:30 PM — Pizza & drinks (vegetarian + halal options)
Talks — Start right after dinner
Networking — Meet builders, defenders, and platform folks
📸 Photos/recordings may be used for future promo
Pro tip: Arrive early to skip queues and snag a good seat
🎁 Swag & promo codes — stay till the end for giveaways
How Founders Use AI : Singapore Edition
How Founders & Operators Use AI brings the eChai conversation to Singapore. Builders who are actively working with AI tools across coding, product, marketing, sales and internal operations, all in one place.
There is no stage, no slides, no panel. Just people who are building things and using AI to do it better. Founders share the stack they rely on, what they have dropped and what has genuinely improved speed or output. Operators walk through the workflows they use day to day, how they structure prompts, where automation fits in and what still requires human judgment.
The conversation happens naturally. Over coffee, over drinks, in small groups that form and reform through the evening. Someone mentions a tool they switched to last week. Someone else explains how they restructured their entire content workflow around AI. That is the format.
Singapore brings together founders, operators and investors from across Asia and the world, and this session creates a focused space to meet the people who are shaping how startups work with AI.
You will meet early stage founders building their first AI-powered pro
duct, teams using AI to scale across global markets and operators who have integrated AI deeply into how they run their companies.
People from fintech, SaaS, AI-native, deep tech, climate and creative tech often join in, making the exchange rich in perspectives and real use cases.
If you are experimenting with AI, already using it in your daily work, or curious about how Singapore's startup community is adopting AI, you are welcome to join a warm and global group of founders who enjoy learning from fellow builders one conversation at a time.
Entry is free. You only pay for what you order.
**eChai Ventures - Your Startup's Global Neighborhood.**
Startups grow faster when founders are plugged into the right conversations. That's what eChai makes happen, connecting founders across cities, stages, and markets.
Visit: [eChai.Ventures](https://echai.ventures/?utm_source=luma)
Game Night: Tabletop Card & Board Games Session @ Clark Quay
**NEWCOMERS & BEGINNERS WELCOME** 🥳
\> First time attending? Hosts will gladly settle you into a table and recommend easy\-to\-learn games
Whether you're a curious beginner, seasoned gamer or new in town looking to make connections, join us for a night of friendly competition, good company, and maybe discover a new favorite game!
\> Over 100 party\, social deduction & light strategy games
\> Welcome to bring your own game\! \(Any genre\)
🎫 Entry: **$12/pax**
Inclusive of a complimentary welcome treat:
\> **FREE 1\* Dessert Bowl, or**
\> **FREE 2\* Can Drinks**
🏠 Venue: **The Noodle Place**
**15A Circular Road (2nd Floor)**
Nearest MRT: Clark Quay / Raffles Place
Do Whatsapp 8337-0678 to confirm your attendance and share about your game genre preference, if any, so we can put you on a suitable table!
\>\>\>\>\>
By signing up for the event, you agree to the following:
🪑 Be mindful of your RSVP!
Update 4 hours prior to the event if something else comes up and you can’t attend so someone else can join the fun!
📸 Photos will be taken during the event for publicity purposes. Please sound out if uncomfortable.
🚫 No soliciting, MLM, investment pitches or harassment. Let's keep it friendly!
No outside food please!
For inclusivity, gameplay will be in English and may be less accessible if you’re not fluent.
**‼️ No refunds for sudden unavailability. In the event of cancellation, a full refund will be provided promptly.**
For more information, please feel free to whatsapp 8337-0678
PL & Compilers Meetup (weekly agenda in desc)
**Special topic for this week: How knowing MIR can help you to understand what truly happens when you use iterator! Let's learn something stackoverflow cannot explain!**
Have you ever wondered what happens after you write your program in any programming language and hit "Run"?
Welcome to the new group dedicated to Compiler Engineering so we can discuss language design, static analysis, VMs, and code generation. Topics related to hardware architecture and FPGA are also welcomed!
**Join us weekly and learn about:**
* The vision for this group.
* A crash course on how to start learning compiler dev (including top book recommendations).
* An open networking session for showcasing projects and finding collaborators.
* Weekly topic to learn about particular aspect of programming languages or hardware
**Who is this for?**
* Anyone building DSLs or new languages.
* Anyone curious about low-level systems and programming
* Anyone hiring for compiler/toolchain roles (come pitch your jobs!).
* Anyone who wants to learn more about programming languages nature!
This isn't a lecture—it's a conversation. Come share your projects and get motivated! This group is not super serious, so if you want to just yap about how bad is the new C++ standard you can find some listeners here.
See you!
Mac Events This Week
Discover what is happening in the next few days
Macritchie Reservoir
🌿 **Beauty World MRT → MacRitchie TreeTop Walk** | ~12km Forest Hike
📍 **Start**: Beauty World MRT (Control Center)
🏁 End: HSBC TreeTop Walk, MacRitchie Reservoir (Exit via Thomson Road)
📏 **Distance**:~ 12 km · ⏱ Duration: 3–4 hrs
💪 **Difficulty**: Moderate
One of Singapore's best urban-to-rainforest hikes — cutting through dense rainforest, swamp boardwalks, and the reservoir's edge before reaching the highlight: a 250m suspension bridge 25m above the forest canopy.
Watch out for monkeys, hornbills, and monitor lizards along the way.
**What to bring**
1. 2L water minimum
2. Trail/running shoes (can get muddy)
3. Snacks, insect repellent, sunscreen, rain poncho
📅 Sunday · 8:45 AM sharp · Beauty World MRT Exit
🍜 **Optional Post-Hike Lunch @ Shunfu**
Join us for a well-deserved lunch at Shunfu after the hike! Not mandatory, but a great way to wind down together.
IN PERSON! From Streams to Insights: Kafka, Flink & Modern Analytics
Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore!
**📍 Venue:**
Mapletree Business City Blk 20 West
20 Pasir Panjang Road
Singapore, 117439 , Level 13
\*\*\*
**🗓 Agenda:**
* 18:30pm-19:00pm: Food, Drinks & Networking
* 19:00pm-19:30pm: Zabeer Farook, Technical Architect, Credit Agricole CIB
* 19:30pm-20:00pm: Dominique Ronde, Staff Solution Engineer, Confluent
* 20:00pm-20:30pm: Networking
\*\*\*
**💡 Speaker:**
Dominique Ronde, Staff Solution Engineer, Confluent
**Talk:**
Guardians of the Stream: Kafka, Flink, and the Rise of GenAI
**Abstract:**
In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries.
**Bio:**
**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling.
\-\-\-\-\-
**💡 Speaker:**
Zabeer Farook, Technical Architect, Credit Agricole CIB
**Talk:**
Natural Language Analytics in the Lakehouse : Why is it harder than it looks?
**Abstract:**
AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema.
**Bio:**
Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture.
\*\*\*
***DISCLAIMER***
BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs.
As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking
NOTE: We are unable to cater for any attendees under the age of 18.
\*\*\*
If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)
Prostate Cancer Health Talk with Dr. Peter Lim | Free Event for Men 40+
Prostate cancer is the most common cancer among men in Singapore. Most men have no symptoms in the early stages — and by the time they do, it may already be advanced. **Early detection saves lives. And it starts with knowing your risk.**
This April, take the most important step for your health and join us for a free, expert-led talk by **Dr. Lim Huat Chye Peter** — one of Singapore's most respected urologists and founder of the Society for Men's Health (Singapore).
**📅 Date:** Saturday, 11 April 2026
**🕑 Time:** 1:30 PM – 4:00 PM
**📍 Venue:** Farrer Park Hospital, Connexion, #16-06 (Viv Hall)
**💰 Admission:** FREE
**If you're a man over 40, this talk is for you.**
Most men avoid talking about their health — until it's too late. Don't wait for symptoms. Prostate cancer is highly treatable when caught early, but the window matters. This is your chance to get straight-talking, expert guidance in a relaxed, open setting where all questions are welcome.
**What you'll learn:**
* What prostate cancer is and how it develops silently
* Who is at risk — and why men over 40 need to act now
* When and how to get screened, and what tests to expect
* Treatment options and the latest advances in urological care
* How to have the conversation with your doctor — and what questions to ask
Come alone, or bring a father, brother, husband, or friend. The men in your life need to hear this.
**Seats are limited. This event is free — but your health is priceless. Register now before it's too late.**
MacRitchie - Upper Peirce Reservoir Walk
Meet: Upper Thomson MRT Station (TE8) Passenger Service Centre
When: Thursday Apr 9th, 4:00 pm
Difficulty: Moderate ( about 12 km )
We will walk through the MacRitchie Reservoir and onward to the Upper Peirce Reservoir via the Singapore Island Country Club.
What to bring:
\- Shades
\- umbrellas
\- Water
\- Good walking shoes
\- Long pants preferred
\- Mosquito Repellent
This is a Rain or Shine event. Where there are thunderstorms, we will adjourn for coffee or early dinner. We will resume the walk once the rain subsides.
Event communication will be through the event chat. Please check the event chat on the day of the event so that you will be updated on any changes.
Please keep in mind that I may not respond to messages sent after the walk starts because I will be busy helping the attendees and leading the walk.
**Please RSVP responsibly to help those on the waitlist get the chance to come for the walks.**
Thank you for your kind understanding.
Disclaimer:
Your physical well-being is your responsibility. Exercise care while you walk. Please let me know when you feel unwell and need to drop out.
Walking comes with a risk of personal injury.
***By joining the walk, you accept responsibility for your safety and join the walk at your own risk. The organizer(s) will not be responsible or held liable for any accidents or injuries during or arising from the event.***
华语练习 Mandarin Practice
**LEARN MANDARIN WITH US**
**和我们一起学华语/普通话**
Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you.
The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up.
**欢迎会说华语/普通话的朋友**
我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组,帮助来自世界各地的朋友学习华语/普通话。
***
GETTING THERE
Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3.
LOCATING US INSIDE THE FOOD COURT
Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost.
NO COMMERCIAL ACTIVITIES
We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.
Free Guided Meditation @Saturday 10:00am | AZ Building | Near MacPherson MRT
***Hi there!***
**Sahaja Yoga Meditation Singapore** invites you to a **FREE** meditation class, which is facilitated by an experienced practitioner.
*Learn easy meditation steps and purify your inner being with joy, and love.*
*Get rid of frustrations, anxiety, stress, and doubts, and feel the energy within.*
**What to expect during the class?**
-Introduction to Sahaja Yoga Meditation
-Meditation session
-Learn the topic of the week
-Homework for you to try at home
-Question and Answers
**Address**
Sahaja Yoga Meditation
140 Paya Lebar Road,
#07-15 AZ Building
Singapore 409015
Nearest MRT: MacPherson MRT (Downtown Line/Circle Line), Exit A
*See you there :-)*
**Sahaja Yoga Meditation**
**Singapore**
Art as an Asset Class – From Investment Value to Fractional Ownership & Token
* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) \- Attendance is strictly by confirmed registration due to limited seating capacity\. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted\. We appreciate your understanding and look forward to welcoming you at a future session\.**
Art is often seen as decoration or a luxury reserved for elites. But could it also be an alternative investment?
In this session, **Ms. Christine Lok**, a young collector and art advisor, shares her perspective on the evolving art market and why people buy art today — from personal passion and cultural branding to social status and long-term value preservation. Together with **Mr. Chung Ting Fai**, they will explore how collectors approach art beyond aesthetics, and how a new generation of buyers is reshaping the market. Attendees will gain practical insights into viewing art not just as beautiful objects, but also as meaningful assets.
**Date & Time:**
9 Apr 2026 Thur 6.30-8.30pm
* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.**
**Agenda:**
18:30 - 19:00 Registration and Greetings
19:00 – 19:10 Club welcoming and introduction
19:10 - 20:00 Art as an Asset Class: Understanding Value Beyond Finance & Art Funds, Fractional Ownership, and Tokenisation of Art
20:00 - 20:30 Q&A, Mingling & Wrap Up
**Speaker:**
**Christine Lok, Art Advisor and Young Collector**
**Topic: Art as an Asset Class: Understanding Value Beyond Finance**
**Speaker:**
**Chung Ting Fai, Founder of Chung Ting Fai & Co**
**Topics: Art Funds, Fractional Ownership, and Tokenisation of Art**
* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.**
**Christine Lok, Art Advisor and Young Collector**
Christine Lok is a young collector and art advisor who specialized in Western oil painting and watercolour at LASALLE McNally School of Fine Arts, Singapore, with a focus on Modern and Contemporary Western Art History. She is certified in art market economics, contemporary art theory, and art law (Christie’s Education), as well as Tangible Things (HarvardX). Christine regularly travels globally to attend major art fairs, such as Art Basel and Frieze, gaining first-hand insight into the evolving international art market.
Christine works closely with collectors, family offices, galleries, and art experts across Europe, the United States, and Asia, collaborating on the acquisition and sourcing of blue-chip works, such as Yayoi Kusama and Yoshitomo Nara, as well as primary market sales locally. She is a private member of Frame & Flame, an international collectors’ group founded by @theartmarketguy and Artscapy. Her personal collection focuses on digital art, including video art, AI-generated works, and photography.
**Mr Chung Ting Fai, Founder of Chung Ting Fai & Co**
A veteran lawyer with more than three decades’of experience my practice straddles both contentious and non-contentious work. For non-contentious work, his focus is on wealth management and private clients’matters be it in Singapore or China where Mr.Chung is well regarded by the legal profession in China. Mr.Chung received many referrals from well established laws firms in China including Yingke, Jingshi and Han Sheng just to name a few. Mr.Chung advise wealthy families and family office from China, Japan, ASEAN and Africa on business structuring, investment immigration, trusts, legacy and estate planning.
**Location:**
Warehouse On River Promenade
5 Jiak Kim street, Singapore 169425
**\*Light refreshments will be served during the session. Guests are encouraged to continue the evening over dinner or cocktails from our club menu, including a specially curated set dinner with exclusive privileges available.**
* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.**
Note:
As we aim to encourage a professional atmosphere at the event, Multi Level Marketing activities and any form of harassment are strictly prohibited.After the RSVP, you will receive the address & contact so please keep an eye on the confirmation page, confirmation email & reminder email.
Who is the Host?
[Eric Tse](https://www.linkedin.com/in/eric426/)
See you!
* **Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.**
Mac Events Near You
Connect with your local Mac community
Cocoaheads
Come out to Improving for our monthly iOS and Mac meetings.
This Month's Presentation:
Nothing yet. (You should volunteer).
What is Cocoaheads (http://cocoaheads.org/)?
CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics.
What is BuckeyeCocoa (http://buckeyecocoa.org/)?
BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend.
Presentations!
Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website.
To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter.
Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/
How to be a Better Communicator - Free Seminar
Communication is everything in life!
Attend this free lecture about how to be a better communicator.
📍 1266 Dublin Road, Columbus, OH 43215
You are only as successful as your ability to communicate.
\- What if you could confidently talk to anyone?
\- What if you had the ability to calmly control every conversation?
\- What if you could close that sale\, ask for that date\, make new friends\, repair problematic relationships\, get that raise\, or effortlessly express any idea with confidence?
You can!
The secret to success relies on your ability or inability to effectively communicate. Attend a free seminar and gain a better ability to communicate.
Hosted by the Church of Scientology of Central Ohio
For more information, contact Rhiannon, the Event Host at 614-221-5024
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!
Prompt vs. Paintbrush
AI is changing how art is made. But when does it stop being your work and start being the machine’s?
This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation?
We encourage audience participation during this event that will be moderated by Chris Slee.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)
Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)
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.
Columbus Code & Coffee 85 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Data & Analytics Wednesday - The Data-Driven Brand
**The Data-Driven Brand: Using Analytics to Shape Perception**
Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory.
For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy.
She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps).
Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way.
**About Our Speaker**
Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers.
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)




















