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Frequently Asked Questions
Yes! Check out metrics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the metrics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find metrics events near your location here. Connect with your local community and discover events within your area.
Metrics Events Today
Join in-person Metrics events happening right now
KSUG.AI MEL FlexAI: Architecting AI Platform with Kubernetes @AWS - 12 Mar 2026
**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-03-12](https://konfhub.com/ksug-au-2026-03-12) **<=**
**Latest promotions** discovered by our community!
* Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop!
* **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20**
* Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet)
We're excited to welcome you to the upcoming Hands-on workshop — happening in-person at at Amazon ! 🎉
We're actively seeking more awesome AI topic speakers!
👉 [https://speaker.ksug.ai](https://speaker.ksug.ai)
**About the event**
Learn how to deploy and scale AI applications using Amazon EKS (Elastic Kubernetes Service). This hands-on workshop demonstrates how to build a complete generative AI platform with automated cluster management, hybrid infrastructure, and enterprise-grade observability.
**What You'll Learn:**
* Leverage EKS Auto Mode for automated Kubernetes cluster management
* Architect hybrid node pools for optimal performance and cost efficiency
* Implement end-to-end observability and LLM serving with vLLM
**Hands-on Lab Experience:**
Learn directly from AWS experts who have helped organizations successfully deploy and manage large-scale GenAI infrastructure.
Through hands-on labs and real-world examples, you'll learn to master:
* EKS cluster setup optimized for NVIDIA GPU workloads
* Efficient model serving and scaling using vLLM
* Distributed inference architecture implementation with Ray
* Comprehensive monitoring and observability using Prometheus and Grafana
* Best practices for production GenAI deployments on Kubernetes.
**Who Should Attend:**
Whether you're looking to deploy your first language model or scale existing GenAI workloads, this workshop will provide you with best practices and hands-on experience using industry-leading tools and frameworks.
**Requirements:**
* Bring your laptop and power adapter
* AWS account access will be provided
* Basic familiarity with cloud infrastructure concepts
* Basic Kubernetes concepts
Through guided exercises, you'll gain practical experience deploying and managing enterprise AI applications on AWS infrastructure.
**Full Agenda**
**Introduction - AI Platform on Kubernetes**
09:30 - 09:45 GMT+11
Nikola Cuca & Hantzley Tauckoor
Explore the fundamentals of running AI/ML workloads on Kubernetes and understand why container orchestration is crucial for GenAI deployments. Learn key concepts and benefits of running AI platforms on Amazon EKS.
**Hosting inference workloads on Amazon EKS**
09:45 - 10:30 GMT+11
Frank Fan
Deep dive into designing scalable AI architectures that combine cloud and on-premises resources using Amazon EKS, focusing on inferencing.
**Hands-on: Explore environment, vLLM model loading, scaling vLLM**
10:30 - 12:00 GMT+11
Frank, Don & Parikshit
Hand-on labs on inferencing on EKS using vLLM
**Lunch Break**
12:00 - 13:00 GMT+11
**Voice of customers & panel discussion**
13:00 - 14:00 GMT+11
Panel
Hear from existing customers who implemented similar architectures in their production environment.
**Introduction to monitoring and observability**
14:00 - 14:15 GMT+11
Melchi & Parikshit
Explore observsability stack for AI on EKS
**Hands-on: Observing LLM Inference workloads**
14:15 - 15:45 GMT+11
Don, Frank & Melchi
Hand-on labs on observsability stack for AI on EKS
**Quiz & Wrap-up**
15:45 - 16:00 GMT+11
Nikola & Hantzley
Interactive knowledge check covering key concepts learned throughout the workshop. Review of best practices, Q&A session, and discussion of next steps for implementing GenAI workloads on EKS.
**[Register here](https://konfhub.com/ksug-au-2026-03-12) to secure your spot!** See you all there!
**Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A)
👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update!
🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬:
☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG**
☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK**
𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬:
✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡
✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰
✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪
𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai)
*By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.*
**[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.
EUXMELB
2026 is here and we are excited to announce Nosh Darbari, Human Centred Service Designer giving our first talk on "Hidden drivers behind good Design work."
This talk will explore how Cognitive Load is a precursor to mental health and well-being.
Nosh leads with his heart. Innovates with Purpose and Consciousness. He's an internationally experienced product and service designer working at the intersection of technology and human centred experience.
Most recently he has worked within the vast and often tangled landscape of a federal government organisation. He thrives in complexity, despite the frustrations. Every challenge is a chance to design better systems or services with more human experiences.
Beyond the 9-to-5, Nosh is a seeker of stillness.
He chases sunrises and sunsets, not just for their beauty, but for the quiet lessons they offer — presence, perspective, and peace.
Nosh also helps people recognise the early signals of stress before burnout takes hold. He helps them to rediscover their point of stability and offers simple, practical tools to navigate the noise of modern life with clarity and care.
Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are in the Jenny Florence Room on Level 3 at The Ross House Association.
**Please enter code #219851 and come up to level 3 where you will need to enter the code again to gain access.**
This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))
Wednesday Night Chill Run
Let's have fun while watching the night view with our friends!
🏃♂️Training menu🏃♂️
Every Wednesday 6:00p.m~
Fed Square Assembly
【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】
If you have luggage, please consider using the lockers at the station.
💥40~60 min Jog+Walk
Pace: Easy pace, suitable for beginners. If you got tired, let's walk together.
【schedule】
6:00 p.m Gathering
6:10 p.m Start
7:00 p.m End of training
Challengers we are waiting for you 😊
International Women's Day
RSVP on https://www.meetup.com/gdg-melbourne/events/313154207/
We at GDG Melbourne and Women Techmakers Melbourne are holding a night of talks, food and networking for International Women's Day! All genders and all levels of technical expertise welcome!
Codeword: IWD
Our friends at Block are hosting us at their office, make sure you check the address - it is different to our usual venue!
We have two great sessions lined up:
Thao Tran: When Tech Turns Personal: A Human Story of Digital Safety, Resilience and Recovery"
Thao is the founder of Ditox, a digital health and wellness company that helps organizations, families and individuals to reduce digital behavioral and mental health issues and improve social connection in a hyper-connected digital world.
Leadership & Career discussion panel
Hosted by Katie Barnett (Engineering Manager at Bilue, GDE Android, WTM Ambassador)
Agenda
***
Hosted By
Katie Barnett, GDE Android / GDG Organiser
Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects.
Suesi Tran, Senior Flutter Developer
Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser.
In short: Flutter is love, and mobile is life.
Poornima Sivakumar, GDG Organiser
Lovee Jain, GDG Organiser
Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market.
Zach Jensz, GDG Organiser
Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi!
Ujjawal Raj, GDG Organiser
Bramley Turner-Jones, GDG Organiser
Yuba Raj (UV) Panta, GDG Cloud Organiser
Kartik Arora, Android Engineer
Google Developer Expert in Android
Android Engineer @ Bilue
Carolyn Ai Chi Wong,
***
Partner
Block (https://block.xyz)
***
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-international-womens-day/.
Flinders Lane Toastmasters
Come join us and practise public speaking! All levels are welcome.
Take the first step to overcome your fears, build confidence and learn to speak with impact in a friendly, supportive and encouraging environment.
Start you public speaking journey with us now to improve your communications skills and elevate all aspects of your life.
Please arrive 10 minutes early so we can settle everyone in for a 5.30pm start. See you soon!
Metrics Events This Week
Discover what is happening in the next few days
Mar 14th | Kismetrix Elegant Singles Night @ Valhalla Bar - Melbourne CBD
## ✨ KISMETRIX \| True Connection
[Ticked Event](https://www.kismetrix.com.au/all-events/?event=26306)
### The Valhalla \| Elegant Singles Night
Hosted by **KISMETRIX \| True Connection**
📍 **Valhalla Bar (Basement, Olderfleet Building)**
477 Collins Street, Melbourne VIC
📅 **Saturday, 14 March**
🕖 **7:00 PM – 10:00 PM (Hosted)**
(Venue open late)
### AN ELEGANT SATURDAY NIGHT FOR THOSE WHO PREFER DEPTH OVER NOISE
Hidden beneath the iconic Olderfleet Building lies **Valhalla** — a Scandinavian-inspired underground bar where atmosphere, design and conversation take centre stage.
This is our **Elegant Singles Night** — a refined Saturday social for those who want real conversation, good energy, and connection that unfolds naturally.
No swiping.
No forced rotations.
No loud, chaotic party crowd.
Just confident adults showing up — in real life.
### 👥 AGE GROUPS [(TICKETED)](https://www.kismetrix.com.au/all-events/?event=26306)
To create a balanced, comfortable room, tickets are released across two overlapping age groups:
• **30–48**
• **38–60**
Guests receive coloured name tags on arrival to help our hosts support thoughtful introductions early in the evening.
As the night progresses, the room naturally opens into relaxed, free-flowing mingling.
This structure keeps the atmosphere elegant, social and effortless — without pressure.
### 💫 ABOUT THE EVENT
Tired of dating apps that go nowhere?
Over speed dating that feels like an interview?
So were we.
KISMETRIX \| True Connection was created for singles who want something more human — real presence\, real conversation\, and genuine chemistry\.
You’ll walk into a room full of people who:
* Are done with endless chatting and ghosting
* Want to meet face-to-face, not behind a screen
* Value depth, respect and good energy
* Care about how they show up — socially and emotionally
Come for a drink.
Stay for the conversation.
Leave glad you came.
### 🎯 WHO THIS NIGHT IS FOR
This event is for singles who:
* Prefer substance over surface
* Enjoy meaningful conversation and elegant social settings
* Are emotionally mature and socially aware
* Want a great Saturday night — regardless of outcomes
Come solo or with friends — many do.
### 🍷 THE VIBE
Expect:
* A moody, intimate underground bar setting
* Nordic-inspired design and refined ambience
* Hosted support early, free flow later
* An elegant, socially aware crowd
* **Happy Hour drink specials available at the bar**
Think less “dating event” — more **a Collins Street Saturday night done properly**.
### 🎟 TICKETS & INCLUSIONS
Get your ticket [HERE](https://www.kismetrix.com.au/all-events/?event=26306)
Your ticket includes:
* Entry to the curated **KISMETRIX Elegant Singles Night**
* Hosted support throughout the evening
* A thoughtfully balanced social experience
Drinks and small plates are available for purchase directly from Valhalla, with **Happy Hour specials** offered during the event.
🎫 Tickets are limited to maintain quality, balance and atmosphere.
Early booking is strongly recommended.
### ✅ WHY PEOPLE LOVE KISMETRIX EVENTS
* No apps. No swiping. Just real people
* No scripts or awkward structures
* Thoughtful curation without rigidity
* A genuinely enjoyable night — even if you attend solo
* Many guests come “just for a drink” … and end up staying all night
### 🔔 [BOOK NOW](https://www.kismetrix.com.au/all-events/?event=26306)
Spaces are limited to maintain the energy and quality of the room.
**Refund Policy:**
Tickets are non-refundable. If you can no longer attend, you’re welcome to transfer your ticket to someone else in the same age group.
## **🔗 Stay Connected with Kismetrix \| True Connection**
Love this event? We run a variety of experiences to help people meet and connect in meaningful ways.
📧 **social@kismetrix.com.au**
🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")**
📱 Follow us on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/"), [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523") & [Eventbrite](https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353 "https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353")**
📄 \*\*Important Notice:\*\*By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s[ Terms & Conditions](https://www.kismetrix.com.au/terms-and-conditions-2/ "https://www.kismetrix.com.au/terms-and-conditions-2/"),[ Privacy Policy](https://www.kismetrix.com.au/privacy-policy/ "https://www.kismetrix.com.au/privacy-policy/"),[ Disclaimer](https://www.kismetrix.com.au/disclaimer/ "https://www.kismetrix.com.au/disclaimer/") and [Code of Conduct](https://www.kismetrix.com.au/code-of-conduct/ "https://www.kismetrix.com.au/code-of-conduct/").Some events may be non-refundable as stated in their individual descriptions.🤝 Collaborations: **collabs@kismetrix.com.au**
Melbourne CocoaHeads No. 193
Our regular monthly presentation night on the second Thursday of the month from 6:30pm!
Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live)
\-\-\-
**Agenda**
\| 6:00pm \| Food \+ Networking \|
\| 6:30pm \| Event begins\. Introductions \|
\| 6:40pm \| April Staines and Nabila Herzegovina — SheHacksSwift\, the Swift Student Challenge and opportunities for others to get involved in the pipeline of Swift Developer Talent \|
\| 7:15pm \| Luke Howard — An embedded audio product built with Swift \|
\| 7:55pm \| Wrap up \+ social time at a nearby venue \|
\* All times are approximate. Presentation order will be confirmed on the night.
\-\-\-\-
We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.
Meaningful Conversations - Group Speed Friending 🤝
**Unlock Meaningful Connections at Our Speed Friending Event**
[LINK TO BOOK](https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator)
Ready to step out of your comfort zone and make authentic connections? Join us at *The Bank on Collins* for an exclusive Speed Friending event with structured conversations designed for ambitious professionals and like-minded individuals who are eager to forge meaningful connections - not just small talk. This event attracts a diverse group of individuals who are serious about building friendships and expanding their network. Whether you're a professional climbing the career ladder, a creative pushing the boundaries of innovation, or an entrepreneur chasing your next big idea, you'll find yourself surrounded by like-minded go-getters who think big and dream even bigger.
In a world where quality relationships are key to success, we believe that life is better with great people in it. This event is your opportunity to meet dynamic, driven individuals who are all about growth, collaboration, and real conversations. Be prepared to dive deep with thought-provoking questions that foster vulnerability and genuine connections so you can Find Your Tribe.
Whether you're a seasoned event-goer or this is your first event, we're here to support you every step of the way. Push past surface-level interactions and start building the kind of relationships that truly matter.
**Event Structure:**
* **6:30 pm:** Arrive, grab a drink, and mingle. (Pro tip: Happy hour ends at 6:30 pm, so come early to snag a deal!)
* **6:45 pm - 7:45 pm:** 3 rounds of group speed friending. You'll meet 16-20 like-minded people ready to connect on a deeper level.
* **7:45 pm - 8:30 pm:** Post-speed friending social networking. This is where the magic happens—spend time with the people you vibed with most and start building real friendships.
**Investment:** $10
[BOOK YOUR TICKETS HERE](https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator)
To support the venue, please buy a drink (alcoholic or non-alcoholic) or snack during the event.
**Liability Disclaimer:**
By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the session. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level.
**Photo & Video Disclaimer:**
Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event.
**Take the leap - join us for a night of transformative connections and step into a community of movers and shakers. We can't wait to meet you!**
Link to book: https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator
Instagram: @findyourtribemelb
Sunday Morning Chill Run
How about we kick off the best day with a jog and coffee together?
Trust me, you won't want to miss out!
🏃♂️Training menu🏃♂️
Every Sunday 8:00~
Fed Square Assembly
【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】
If you have luggage, please consider using the lockers at the station.
💥40~60 min Jog+Walk
Pace: Easy pace, suitable for beginners. If you got tired, let's walk together.
【schedule】
8:00 Gathering
8:10 Start
9:00 End of training
Challengers we are waiting for you 😊
Walk & Coffee: Gardiners Creek-Anniversary Trail 9km for beginners
***
Enjoy a **structured Sunday morning walk** designed for people who want to **build walking fitness** and prepare for **longer walks or hikes**.
This is **not a social or chat-focused walk**. We’ll maintain a **steady, consistent pace** to help build endurance. While this is still suitable for beginners, participants should be comfortable walking continuously and aiming to improve their fitness over time.
The total distance is approximately **9 km**, starting on the **Anniversary Trail**, crossing onto the **Ferndale Trail**, and returning to the start via the **Gardiners Creek Trail**. The route follows well-maintained paths and is ideal for practising longer distances in a controlled environment.
After returning to the starting point, there will be an **optional coffee stop** at *Jack and the Beans Talk Café* near East Malvern Station for those who would like to join. The coffee catch-up is optional and separate from the walk.
**This walk is suitable for:**
* People preparing for longer walks or hikes
* Those wanting to build distance and endurance
* Beginners who are ready to walk continuously at a steady pace
The pace will be moderately brisk but not fast compared to my longer evening walks. We will not be stopping often regroup. I will pause at the turns to help ensure no one misses them. **By attending, you agree to match the pace and stay in sight of the group or be comfortable navigating your own way around.**
**What to bring:**
* Water bottle
* Appropriate clothing if it's windy or possibility of rain
* Hats/Sunglasses/Sun protection if it's sunny
**MEETING LOCATION**
East Malvern station carpark at the end of Sycamore Street.
https://maps.app.goo.gl/kTpRhA1jV8qAtkSE7
Tap on the map below to get the pin location for the exact meeting spot.
**LIABILITY WAVER**
The organiser of this group cannot accept any liability for any loss, damage, injury or accidents to participants or their property on this event. By participating in this event, you're taking responsibility for your own safety and well-being. By joining this event you agree to these terms.
Expand Your Social Circle - Kudos 2 Friends Around the Tan Stroll
**—— Details ——**
We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there.
If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after.
**\-\-\- Running Late \-\-\-**
If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start.
**\-\-\- RSVP / Change of Plan \-\-\-**
Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend.
**\-\-\- Intro \-\-\-**
Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know each other overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us!
**\-\-\- WhatsApp Group \-\-\-**
We use WhatsApp for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time)
**\-\-\- Rules \-\-\-**
Admin will only add members to the group with a clear profile picture.
(No hidden behind sunglasses, masks, drawings)
**You might be removed from the group in the case of…**
* no show
* without a clear profile picture
* anti-social behaviour (i.e. acts rude / disrespectful regularly)
* take advantage of individuals for personal gain(s)
**\-\-\- Privacy \-\-\-**
Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.
Metrics Events Near You
Connect with your local Metrics 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.
St Patrick’s Bar Crawl!
Back By POPULAR DEMAND
The BEST Saint Patrick’s bar crawl in Columbus!
We will begin our crawl at BODEGA 7:30pm 1044 North High St.
8:30pm we will be found at GOOD NIGHT JOHN BOY. 906 North High St.
9:30pm LINCOLN SOCIAL ROOFTOP. 711 North High St., 9th floor.
10:30pm BROTHERS BAR & GASWERKS. 477 North Park St. They have $1 shots that we MUST avail ourselves of
Wear GREEN! Of course.
BEST DRESSED will win BRAGGING RIGHTS
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)
Franklinton Arts District Second Fridays Meet @ One Line Coffee, 471 W. Rich St.
Let’s meet, wander the exhibits and open galleries, and enjoy an evening out in the Franklinton Arts District.
(Nearby pay parking is available in the garage on McDowell, right around the corner from One Line Coffee, and, past it along the curb as McDowell dead ends.)
Quarterly Goals Reset for Product Professionals
One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that.
As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact?
Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization.
We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM.
📍 First Watch - 7227 N High St
Located in: The Shops at Worthington
Ample parking is available.
Food and beverages will be available for purchase.
Start your morning with clarity and connection — we hope to see you there! ☀️
St Patricks Day Party at an Irish Pub!
**This is the biggest party in town!** ***Come help us enjoy the luckiest day of the year!*** The Irish Pub and outside overflow tent have Irish Beer, Whiskey and Food. Inside the giant tent the best local Irish bands perform while Irish dancers parade by and the Columbus fife and drum invade each late afternoon. **COVER CHARGE: $20.00**
**4pm** - [Drowsy Lads](http://www.thedrowsylads.com/) Named as “The Best Irish-American Band” the 20 year performing veterans have galvanized their place amongst Irish and folk music’s must see acts. You’ll have a blast… and the band will be arm in arm beside you!
**7pm** \- Ladies of Langford
Since 1995, [Byrne’s Pub](https://byrnespub.com/) has served as a Grandview hub for all things Irish. In fact, co-owner Pat Byrne even operates a line of craft Irish whiskey, known as Bua. The Grandview Spot is also a huge patron of both Celtic music and bluegrass, as live musical guests from both genres perform at Byrne’s on the regular.
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way.
In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents.
In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding.
What You'll Learn - Core Kiro concepts and development philosophy
Feature evolution: pre and post re:Invent 2025
Practical examples: API creation, hooks, and steering docs
Live coding demonstration with real-time problem solving
Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows.
**Speakers Bio:**
Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale.
[https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/)
Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry.
Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives.
Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation.
https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/)
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com





















