DevOps
Meet other local people interested in DevOps: share experiences, inspire and encourage each other! Join a DevOps group.
15,439
members
23
groups
Largest DevOps groups
Newest DevOps groups
Frequently Asked Questions
Yes! Check out devops events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the devops events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find devops events near your location here. Connect with your local community and discover events within your area.
DevOps Events Today
Join in-person DevOps events happening right now
29th Belgium NLP Meetup
**Now that Claude Code is writing our software, what are you doing with all that free time?**
Here's an idea: come spend it with us at the next Belgium NLP Meetup! Our next event will take us back to **BeCentral**, Brussels' prime digital campus, where we're hosted by our friends at Campfire AI.
Go ahead and schedule that long Claude job for the evening of **May 5th**.
Doors open at 7pm for pizza, talks are planned between 7.30pm and 9pm, and after that there's more time for networking and drinks.
The first two talks of the evening are already confirmed. The final presentation will be added in the coming weeks.
**Small, specialized, agentic – One Year of Fine-tuning Local Vision LLMs.**
*Adriaan Lemmens & Ilia Breitburg (Klassif.AI)*
Local LLMs are getting better each year. The smaller the model, the more impressive. While the big labs' closed models still win as generalists, we've been working on fine-tuning our own specialist for enterprise document processing on top of an open-weights base, adapted for use in our custom agent harness and for visual layout reasoning. Recent iterations come within spitting distance of much larger models at a fraction of the size and token usage. In this talk, we share why and how we did it, as well as what it means for how we build efficient agentic systems at Klassif.ai even with hosted models.
**Why NLP is More Alive Than Ever in the Age of LLMs.**
*Tomas Staelens & Jean-Charles Nadé (Campfire AI)*
The hype surrounding Generative AI has led many to believe that traditional NLP is a thing of the past, but the reality on the ground is different. In this talk, Tomas and Charly dive into why "just prompting it" often fails in enterprise environments where cost and ROI are non-negotiable. They will showcase the synergy between NLP and LLMs and argue that the future belongs to a hybrid architecture. Finally, they will share practical patterns for using NLP as a guardrail and optimizer for AI workflows.
**Building AI‑native agentic extraction for commercial leases: the grown‑up path**
*Frederik Durant (Reavant)*
The art of agentic engineering is transforming the software development life cycle at an unprecedented pace. In this new arms race, AI engineers, software architects, and DevOps practitioners are expected to deliver 10x the impact without compromising quality or accountability. In this talk, Frederik will candidly describe his human experience so far navigating this professional identity shift. Additionally, he will show how his company Reavant built an agentic extraction system for complex tenancy documents, and what this taught him about going truly AI‑native.
How many facilitators does it take to build a collaboration?
Imagine we have a thriving community of facilitators living from their passion; What do we do to get there? Tonight, we invite you to bring your skills together to create such initiatives.
You may know the old joke:
'*How many psychiatrists does it take to change a light bulb?*'
Answer:
*'one, but only if the light bulb really wants to change.*'
... Building a collaboration works the same way.
In this in Person event, Jord, Pinja and Joost invite fellow facilitators to look beyond networking as polite conversation and explore what it really takes to do something together.
The short answer? At least two people — with trust, curiosity, and a shared willingness to experiment.
About our facilitators
* [Pinja](https://www.linkedin.com/in/pinja-p%C3%B6yt%C3%A4niemi/) is passionate about collaborative decision-making, environmental conflict mediation, and participatory action research. She has designed and facilitated system mapping exercises, share & learn sessions, and engaging educational workshops using theatre and games to spark learning and dialogue.
* [Joost Visser](https://www.linkedin.com/in/joostvisser/) is a co-founder of TIAO, a Brussels based practitioners network.
Through his management consulting company RELSC, Joost works as a consultant, coach and trainer with leaders that want to bring about positive change in their communities, networks and organisations. Focus areas are resilience, performance improvement, sustainability and innovation.
* [Jord Rolland de Rengervé](https://www.linkedin.com/in/jordrengerve/) is a Team Collaboration Coach. As an Agile Coach, Scrum Master, Team Leader, Facilitator or Program Manager, he supports IT teams in finding smoother ways of working remotely and in the office. Collaboration, Engagement and Systemic motivation are completing the Agile toolbox and Project organisation skills to foster team collaboration. Jord is a Sketch noter, Illustrator and Serious gamer.
Umweltauswirkungen von Software "at scale" erfassen
Der König ist tot, es lebe der König. So könnte man das neue Projekt der **Green Software Foundation** umschreiben.
Nach Jahren der Entwicklung bei *Amadeus* (führender Anbieter von IT-Lösungen für die Tourismusbranche) wurde das Projekt in Teilen open sourced und der GSF übergeben.
Ziel von **Carmen** (Carbon Measurement Engine) ist es alle Emissionen über eine Vielzahl von Anwendungen zu erfassen. Somit tritt es faktisch die Nachfolge von „*Cloud Carbon Footprint*“ an und nutzt auch dessen Kennzahlen. Im Kern setzt Carmen auf das Impact Framework auf und bringt es in die reale Anwendung.
Zu Gast haben wir **Florent Morel**, der Kopf hinter Carmen. Er wird uns mit einem Deep Dive in das Tooling einführen und zeigt uns, wie wir Carmen konkret einsetzen können.
Hinweis: Der Talk ist auf Englisch
**Agenda**
18:00 Einlass & Networking
18:30 Vortrag mit einer kleinen Pause zwischendurch
21:00 Ende & Networking
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
Green Software Development Karlsruhe ist ein unabhängiger Teil der globalen [Green Software Foundation](https://greensoftware.foundation/) Community.
Das [CyberForum](https://www.cyberforum.de/), die Wirtschaftsförderung, die [Fairantwortung](https://fairantwortung.org/) und der [ImpactHub Karlsruhe](https://karlsruhe.impacthub.net/) sorgen für eine Verbreitung des Events im Netzwerk.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
TechTuesday at HSBXL: Hacker’s Night In
Welcome to TechTuesday at HSBXL. It’s where tech enthusiasts hang out, projects get tinkered with, and the occasional debate over the best programming language ensues.
Whether you’re an old hand at hacking or just dipping your toes:
* **Chats & Code**: Engage in hushed tech tales, showcase your latest digital masterpiece, or simply bask in the mesmerizing rhythm of coders at work.
* **Ambient Rhythms**: We curate a backdrop of everything from ambient rock to downtempo electronica. It sets the mood, enhancing the creativity without becoming a distraction.
* **Refreshment Protocol**: Club Mate to fuel your creativity, assorted beers for contemplation, and soft drinks for a refreshing pause. Choose your brew.
* **Machinery Magic**: Our space boasts more than just computers. Soldering irons hiss and 3D printers hum, telling tales of projects brought to life.
* **Knowledge Exchange**: Encountered a tech puzzle? Someone in the room might have just the insight you need. And if you’ve unraveled a digital mystery, consider sharing it.
**Note**: The beauty of HSBXL is its welcoming ethos. Member or not, if you’re curious and respectful, you’re one of us.
### Getting to HSBXL
HSBXL, the beacon for tech enthusiasts in Brussels, awaits. For your navigational needs, check [here](https://hsbxl.be/enter/). Barrier issues? Broadcast at +32 28804004. For real-time digital dialogues, tap into our [Matrix chatroom](https://matrix.to/#/#hsbxl:matrix.org).
### Bring Along
Your tech gear, a project in progress, or simply a mind open to the endless possibilities of tech.
That’s TechTuesday at HSBXL. A laid-back evening where tech happens, naturally. See you there.
PGConf Belgium 2026
📢 PGConf Belgium 2026 is back!
We’re happy to announce that PGConf Belgium will take place again this year on **Tuesday, May 5th**, at its usual venue: the **UCLL campus in Haasrode**.
🗓️ The preliminary schedule is already available:
[http://pgconf.be/#schedule](http://pgconf.be/#schedule)
🎟️ Registration is **free of charge**, but seats are limited to **120 attendees**, so make sure to secure your spot early!
➡️ Register here (mandatory): [http://pgconf.be/#registration](http://pgconf.be/#registration)
⏳ Deadline: **April 28th**
⚠️ Please note: RSVPing on Meetup is appreciated to let others know you're attending, but it **does not count as registration** — you must register via the official link above.
🙏 A big thank you to **Wim Bertels** for organizing the event, and to **UCLL** for hosting!
Looking forward to seeing you there!
Brussels Runners - Tuesday Intervals
We do cycles of 4-6 weeks, with a progressive load, and a recovery week at the end of the cycle.
Session:
* 10 - 20’ warm up (easy run and drills)
* Core session (ie. 6x5' - 2' recovery)
* Cool down
We run together during Warm-up, and cool down and tey to regroup during recovery time. Paces are not imposed (everyone runs at his/her own pace) given the intensity suggested.
Notes:
It's NOT required to have an activity tracker or smart watch to be able to follow the session, as I'll be giving signals with a whistle.
Intervals training is not advised for total beginners. To have an idea, the average pace at the warm up is around 5'45"/km-6'15"/km so this pace should feel very comfortable
***Acknowledgement of member responsibility and release of liability.***
By signing up for this event, you agree to release the organizers from any responsibility and liability in all claims. As the participation is strictly voluntary and you freely choose to join, it is the responsibility of individuals participating to ensure that they are fit enough and have adequate coverage to protect themselves.
Salsa, Bachata, Lindy Hop, Forró, African Dance Classes/Cours
EN (FR en bas):
We're still accepting people in our classes. Join us!
-step 1: Book here! -> [https://www.danceproject.be/reservations.html](https://www.danceproject.be/reservations.html)
-step 2: Show up!
[Schedule](https://www.danceproject.be/classes.html#schedule)
Fees :
[All info on trials, packs, subscriptions here](https://www.danceproject.be/classes.html#fees)
Locations:
-Rue Brialmont 7, Brussels
Metro/Tram: Botanique
Salsa, Bachata, Lindy Hop, Forró Intro - 1:
From base to the dancefloor!
When you come for the first time we go over the base & rhythm with you. Then you are included in the group and everybody learns the same new steps for which you just need the base.
Practice makes perfect: just relax and enjoy Salsa, Bachata, Lindy Hop and/or Forró!
Our group is very welcoming and looking forward to meet new dancers!
Salsa, Bachata, Lindy Hop, Forró Roots I - 2:
Ready to go deeper on Salsa, Bachata, Lindy Hop &/or Forró? Let's go!
[https://www.danceproject.be/classes.html#improvers](https://www.danceproject.be/classes.html#improvers)
Salsa, Forró Roots II - 3:
Looking for #SalsaChallenge? Already familiar with Forró Root? We've got your back!
[https://www.danceproject.be/classes.html#intermediates](https://www.danceproject.be/classes.html#intermediates)
More info:
-Web: [https://www.danceproject.be](https://www.danceproject.be)
-Whatsapp: +32 493 16 41 10
-Mail: brussels.salsa.project@gmail.com
-[Facebook](https://facebook.com/brussels.salsa.project)
-[Instagram](https://instagram.com/brussels.salsa.project)
\-\-\-\-\-
FR:
Nous acceptons encore de nouvelles personnes dans nos cours. Rejoins-nous !
-1ère pas : Fait ta réservation ! -> [https://www.danceproject.be/reservation.html](https://www.danceproject.be/reservation.html)
-2ème pas : Vient danser !
[Horaire](https://www.danceproject.be/cours.html#horaire)
Les prix :
[Toutes les infos sur les essais, packs, abonnements ici](https://www.danceproject.be/cours.html#prix)
Endroits :
-Rue Brialmont 7, Bruxelles
Metro/Tram: Botanique
Salsa, Bachata, Lindy Hop, Forró Intro - 1 :
De la base à la piste de danse !
Lorsque tu nous rejoins on voit la base et le rythme avec toi. Ensuite, tu es inclus dans le groupe et tout le monde apprend les mêmes pas pour lesquelles tu as juste besoin de la base.
C'est en forgeant qu'on devient forgeron : détend-toi et profite la Salsa, de la Bachata, du Lindy Hop et/ou du Forró !
Notre groupe est très accueillant et a hâte de rencontrer de nouveaux danseurs !
Salsa, Bachata, Lindy Hop, Forró Roots I - 2 :
Prêt à approfondir la Salsa, la Bachata, le Lindy Hop &/ou le Forró ? Allons-y!
[https://www.danceproject.be/cours.html#inities](https://www.danceproject.be/cours.html#inities)
Salsa, Forró Roots II - 3 :
Tu cherches #DefiSalsa ? Tu connais déjà Forró Roots ? Nous sommes là pour toi !
[https://www.danceproject.be/cours.html#intermediaires](https://www.danceproject.be/cours.html#intermediaires)
Plus d’info:
-Web: [https://www.danceproject.be/fr.html](https://www.danceproject.be/fr.html)
-Whatsapp: +32 493 16 41 10
-Mail: brussels.salsa.project@gmail.com
-[Facebook](https://facebook.com/brussels.salsa.project)
-[Instagram](https://instagram.com/brussels.salsa.project)
DevOps Events This Week
Discover what is happening in the next few days
CodeRetreat Leuven
Come and join **your fellow peers** to have a good time **practicing** **writing code** to get better at writing code in your real jobs.
We’ll start off with **koffiekoeken** and form pairs to do the Game of Life Code Kata.
After 45 minutes we’ll delete all our code and talk about new insights you’ve gained.
Then we’ll pair up with new people and do it all over again but with new constraints applied, like not using conditional expressions, or committing code on green within 2 minutes.
At some point we’ll break for lunch and we’ll figure something out for dinner too.
## **What to bring?**
This event is very hands-on and it’s always better to come prepared.
Bring your laptop (and peripherals if this helps you code better).
Make sure you’ve installed GIT, and some programming languages you like.
Here are some kickstarting code repositories you can already clone to see if they are usable for you on your machine:
[https://github.com/SoftwareSandbox/coderetreat-kotlin](https://github.com/SoftwareSandbox/coderetreat-kotlin)
[https://github.com/SoftwareSandbox/coderetreat-java17](https://github.com/SoftwareSandbox/coderetreat-java17)
[https://github.com/SoftwareSandbox/coderetreat-elm](https://github.com/SoftwareSandbox/coderetreat-elm)
[https://github.com/TimmyGilissen/coderetreat-dotnetcore](https://github.com/TimmyGilissen/coderetreat-dotnetcore)
## **Schedule**
08:30 Welcome with koffiekoeken
09:00 Kick-off, facilitated by Vincent Verhoeven and Tim Schraepen
09:30 First kata
12:30 Lunch break
13:30 More kata’s
17:30 Closing
## **Is this event for me?**
If one or more of these apply to you, I’d say you’ll have a good time and learn something new:
* You’re a student and want to learn from people that code for a living
* You want to improve your coding skills
* You want to learn how to improve your AI context/harness engineering via software crafting skills
* You’ve never done Test Driven Development before
* You’re experienced and want to pair with somebody outside of your team
* You’re very experienced and want to help your peers grow their coding skills
## **Practical Info**
Our host of the day is Unlockd and along with sponsoring the food and drinks, they’ve lent their office space (desks, monitors, meeting rooms, …) to help you become a better software developer.
Unlockd is an agency specialised in building (mobile) apps for any screen. They focus on collaboration with clients who appreciate creating value through small iterations. They do this for mobile, web, desktop and embedded devices. In small teams they focus on app development but include all involved 'edges' like back-end/middle layers, embedded/BLE interfaces, design, dev ops, app store publishing and optimisation, production monitoring, etc.
They've build apps for Hubo, Standaard Uitgeverij (Strips), Lava (fruite & vegetable auctions), Classified Cycling and many more.
Saturday Morning Coffee - 10:00 @MIR Concept Coffee Store
Hi everyone,
This coffee morning event is @MIR Concept Coffee Store!
Saturday, 9 May 2026, from 10:00 - 13:00.
MIR opened its doors about 4 years ago, right off Place Jourdan.
Doriana, the owner, is a super nice host, and is excited to have our group as her café.
The café is very beautiful and has great coffee, and many yummy food options.
Their Instagram channel:
https://www.instagram.com/mirconceptstore/
**The address is:**
MIR Concept Coffee Store
Rue Gray 4A
1040 Etterbeek
***
1. The **prime time** of the event is **10:30 - 12:30**. That's when most people will be there.
2. When you enter the gallery, it's either on the right-hand side or left-hand side of its hallway, depending which entrance you take.
3. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join!
4. **DON'T forget to cancel** if you can't join!
5. **Please, be respectful towards each other during the event. (And after ;))**
**As always, feel free to follow us on INSTAGRAM!**
[https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==)
**THE STRUCTURE of THE EVENT:**
* I will post the event on Saturday/Sunday evening for the following Saturday.
* I send out a reminder to everyone on Friday.
* There is sometimes a waiting list.
* In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime.
* **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday.
* **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.**
**IMPORTANT:**
* **Please, be respectful towards each other during the event. (And after ;))**
* When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often.
* If you have any questions then, message me.
***
**A MESSAGE FOR NEWCOMERS:**
*In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.*
*Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.*
*I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.*
*In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.*
**THANK YOU AND SEE YOU ALL ON Saturday!**
SUNDAY Coffee Morning - 10:00 @The Unusual
This coffee morning event is @ The Unusual Café!
Sunday, 10 May 2026, from 10:00 - 12:30.
It's limited to 30 attendees.
Therefore, please, **cancel if you can't join anymore.**
The Unusual opened its doors in February 2025.
It's a wonderful specialty coffee bar that also specialises in Belgian hot chocolates.
Each month, they create a new special hot chocolate.
It's run by a super nice staff that has created **a community place** that is more than just a café.
**The Instagram channel:**
https://www.instagram.com/theunusual.brussels/
**Website:**
https://theunusual.be/
**The address is:**
The Unusual
[Rue Montagne aux Herbes Potagères 49](https://maps.app.goo.gl/2JZKjKSQ43GAwebs5)
1000 Brussels
***
1. The **prime time** of the event is **10:00 - 12:00**. That's when most people will be there.
2. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join!
3. **DON'T forget to cancel** if you can't join!
4. **Please, be respectful towards each other during the event. (And after ;))**
As always, feel free to **follow us on INSTAGRAM!**
[https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==)
**THE STRUCTURE of THE EVENT:**
* I will post the event on Saturday/Sunday evening for the following Saturday.
* I send out a reminder to everyone on Friday.
* There is sometimes a waiting list.
* In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime.
* **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday.
* **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.**
**IMPORTANT:**
* **Please, be respectful towards each other during the event. (And after ;))**
* When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often.
* If you have any questions then, message me.
***
**A MESSAGE FOR NEWCOMERS:**
*In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.*
*Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.*
*I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.*
*In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.*
**THANK YOU AND SEE YOU ALL ON Saturday!**
Open Coworking Day: Join and Cowork on Your Projects
Join us for a full day of collaborative work at HSBXL! This event is open to everyone who enjoys working in a community environment, whether you're advancing on business ventures, freelance projects, or creative endeavors. Bring your laptops, your enthusiasm, and your projects to collaborate, learn, and share in the main room of our spacious hackerspace.
During this **8-hour co-working event**, you'll have the opportunity to work on your project, ask for feedback, offer help to others, and if you wish, share your achievements at the end of the day.
**Please Note**: While HSBXL has multiple rooms for various purposes, this coworking event is taking place in the main room. It's important to note that online meetings should be avoided during this event to prevent noise disturbance and to maintain a conducive work environment for everyone.
\#\#\# What the day will look like:
1\. Introduction and setting up: Find a comfortable spot in the main room\, set up your workspace and grab a Club Mate\, soft drink\, or a coffee to get your day started\.
2\. Work Session: Dive into your project\, seek assistance\, and collaborate with others\.
3\. Sharing Session: Optional\, but encouraged\! Share what you've worked on\, your challenges\, and triumphs\.
\#\#\# How to get to HSBXL:
HSBXL is located in Brussels. For detailed instructions on how to get to the hackerspace, please visit [here](https://hsbxl.be/enter/). If you encounter any issues while trying to get in, you can contact us at +32 28804004. Please note that the phone is inside the space. Alternatively, you can also reach out to us in our [Matrix chatroom](https://matrix.to/#/#hsbxl:matrix.org).
\#\#\# Requirements
Please bring your laptop, and if you have, an extension cord. The space has WiFi, but having your own internet backup solution can also be useful.
Join us at this **8-hour co-working day** in the main room of HSBXL, and we hope you'll have made progress on your projects, learned something new, and most importantly, enjoyed the power of community collaboration. Whether you're a freelancer, entrepreneur, or creative, we welcome you to this day of productivity, sharing, and collaboration.
PLUX Social Drinking & Networking - Thursday
Socializing and Networking 🛜🆕 at PLUX on Thursday. Making new friends and drinking 🚰🎈🎉🚿🌊. Everybody Welocme, locals, expats or new 🆕 in town.
Crypto Wednesday: unconference, meetup and DAO gathering
New formula: Free coworking day for people working in crypto during the day. Happy hour and meetup in the evening.
Come cowork and mingle with fellow crypto enthusiasts at the Commons Hub Brussels every first Wednesday of the month.
Stay focused on your work in the coworking or offer or join a workshop, conversation or presentation, unconference style.
Reach out if you'd like to sponsor food or drinks.
DevOps Events Near You
Connect with your local DevOps community
CHROMA @CCAD
FREE event
[https://www.ccad.edu/chroma](https://www.ccad.edu/chroma)
Friday, May 15, 3–7 p.m.
CCAD campus, 60 Cleveland Ave, Columbus, OH
Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements.
It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all.
Many exhibitions including...
**Game Art & Design:**
**DSB, first floor, Welcome Center lobby and Room 115**
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs.
This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context.
We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing.
**SPEAKER BIO**
Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments.
https://www.linkedin.com/in/mosaic-basha-syed-92300856
**CALL FOR SPEAKERS**
Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/)
**THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/)
**DIRECTIONS**
8800 Lyra Dr #450 · Columbus, OH
go to 4th floor.
**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
Evolve Synergy: Westerville Chapter
At Evolve Synergy Sessions, you'll be part of a supportive mastermind where we share challenges, brainstorm solutions, and inspire one another to take bold steps in our businesses. Grow your network, gain fresh perspectives, and build meaningful relationships with like-minded women who are committed to success. Whether you’re looking to move the needle in your business or simply need a space to connect and recharge, this is the perfect place to fuel your entrepreneurial journey.
[Add Event to Calendar](https://evolvecolumbus.eventcalendarapp.com/)
\*\* Please note, we will be arriving around 8:15a for open networking! Get there early and get connected!
Contact Alexis Morley at [alexis.morley@edwardjones.com](mailto:alexis.morley@edwardjones.com) or Terri Lawson at [terri.lawson@e-merge.com](mailto:terri.lawson@e-merge.com) for more information.
Building Momentum: From Ambiguity to Execution
**Building a great product is one thing—building momentum behind it is another.**
Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations.
In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch.
You’ll walk away with insights on how to:
* Build and sustain momentum across teams
* Adapt to changing priorities without losing direction
* Scale products thoughtfully in complex environments
Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward.
Come connect, learn, and swap stories with fellow product professionals.
\-\-\-
Food and drinks will be provided by Switchbox, our generous host.
Free parking will be available at the front and back sides of the Switchbox Office.
Game Dev Meetup (@Improving In-Person)
PLEASE NOTE!!!
This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch.
All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing).
\-\-\-
On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends.
All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here:
[https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams)
(Also please do subscribe if you have not done so!)
No game development experience required!
If you are interested in doing a 20 minute game development related presentation, please fill out our form online here:
[https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1)
Or e-mail us at info@thecogg.com
with the following:
Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact.
Be sure to check out our Discord for real time news updates:
[https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)
CBusData - Practical AI for Power BI Developers
Practical AI for Power BI Developers
A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective.
This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly.
Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.
Columbus Code & Coffee 86 @ 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!





























