Software Engineering
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Frequently Asked Questions
Yes! Check out software engineering events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the software engineering events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find software engineering events near your location here. Connect with your local community and discover events within your area.
Software Engineering Events Today
Join in-person Software Engineering events happening right now
Human vs Machine – Hands-On Workshop
Following up our last meetup "LLM Coding Agent and Effect On Teams" we go hands on this time.
**Human vs Machine – Hands-On Workshop**
Who's actually in charge when you're coding with AI?
In this 2-hour hands-on lab, you'll find out — by living it. Each group picks a LLM working mode and runs with it.
All groups tackle the same coding kata. The kata is intentionally hard. You probably won't finish it — and that's the point.
We'll pause, reflect, and get into it:
\* Where did AI help?
\* Where did it get in the way?
\* What did you actually learn?
Bring
👨🏻💻 your laptop
your preferred 📟 code language
your 📢 opinions
AND
your ready to use 🧠 AI tool.
care 4 kids Nanny Meet-up event - come learn about us
Kommen Sie vorbei und lernen Sie care 4 kids kennen. Wir stellen uns vor, erzählen Ihnen über unseren Jobmöglichkeiten und beantworten alle Ihre Fragen. Wir sind im Starbucks an der Europaallee 7 (neben HB Zürich). Sie finden uns drinnen am Tisch . Auf dem Tisch sind care 4 kids Schablonen aufgestellt, damit Sie uns schneller sehen.:) Bitte bringen Sie Ihren vollständigen Lebenslauf mit und konsumieren Sie ein erfrischendes Getränk. Wir freuen uns auf Sie.
***
Come and learn about care 4 kids and let us answer all your questions. Please find us at Starbucks Europaallee 7 (next to HB Zurich). We have care 4 kids sign set up so you can find us faster. :) Please bring us your CV and have a refreshing drink. We very much look forward to meeting you!
***
Commercial Dance Class - Beginner
**Kickstart your week at the Beginner Commercial Class at The Vibe!**
Whether you’ve never danced before or just want to move your body and have a good time, this class offers a dynamic mix of **urban dance styles**, including Street Jazz, New Style Hip Hop, and other contemporary street influences. The choreography is set to an energetic playlist featuring **EDM** (Electronic Dance Music) and **Latin Pop**, creating an upbeat and motivating atmosphere.
Your teacher Fer ([@ferriveromusic](https://www.instagram.com/ferriveromusic/#)) will guide you through all the steps, help you feel the rhythm in your body, and hype you up from start to finish!
**Booking is mandatory!**
To secure your spot, please book in advance via our website:
[BOOK HERE](https://thevibedance.simplybook.it/v2/#book)
***Rates?***
💃 **Single Class: CHF 29**
**Special offer for NEW students:** **Starter Pack (2-Class) for CHF 35**
*When?*
**MONDAY**
18:30 – 19:30 \| Beginner Commercial Dance Class
###
*Where?*
**The Vibe Dance Studio**
Hohlstrasse 488
8048 Zürich
(Just 3 minutes from Altstetten Train Station and 15 min from HB)
**More info:**
🌐 [thevibedance.ch](https://thevibedance.ch/)
📸 Instagram: [@ferriveromusic ](https://www.instagram.com/ferriveromusic)
[@thevibedance.ch](https://www.instagram.com/thevibedance.ch)
Got questions? DM us on Instagram or text or call:
📞 +41 78 329 71 77
**See you on the dance floor – let’s dance together!** 💥🫶💃
📈 Trading Floor Afterwork: Trading strategies sharing, risk discipline 📈
**What this is**
Bank-desk feel without the stress. We refine playbooks, review trades, mark up charts, and keep each other honest on risk.
**Where**
Motel One Zurich, bar area. Head to the bar and ask for Financial Network Zurich.
**When**
Mondays, 19:00 to 22:00
19:00 arrivals and setup
19:20 market wrap and key levels
19:40 trading style analysis, indicators and strategy sharing
21:00 Open Networking
**How we roll**
Process first. Discipline always. Profits follow.
**Bring**
Laptop or a device where you can access your broker or charts.
**Food and drinks**
Order food and drinks with the waitresses whenever you like.
**LINKS**
Community Owner’s Direct (All Infos & Questions): Alessandro +41 76 279 32 84
WhatsApp Group: https://chat.whatsapp.com/DCSSmdHj7xr6F39ZAAWubX
Financial Network Zurich: https://www.meetup.com/entrepreneurs-focus-and-network-workshop/
Founder’s Links (Alessandro): https://linktr.ee/alessandronfthyme
Hip Hop Dance Class - Beginner
**Join at the Beginner Hip Hop Dance Class at The Vibe!** Whether you’ve never danced before or just want to move your body and have a good time! This beginner-friendly hip-hop class focuses on learning the basics, building confidence, and having fun! You'll move to the beats, pick up cool moves, and dive into the foundations of hip-hop in a relaxed, supportive setting. No experience? No worries! This class is ideal for anyone ready to kick off their dance journey.
Your teacher Nat ([@nat.so.fun)](https://www.instagram.com/nat.so.fun?igsh=MTFkemlhcjNiY2QwcA==) will guide you through all the steps, help you feel the rhythm in your body, and hype you up from start to finish!
**Booking is mandatory!**
To secure your spot, please book in advance via our website:
[BOOK HERE](https://www.thevibedance.ch/schedule)
###
*Rates?*
💃 **Single Class: CHF 29**
**Special offer for NEW students:** **Starter Pack (2-Class) for CHF 35**
###
*When?*
**MONDAY**
20:30 – 21:30 \| Beginner Hip Hop Dance Class
*Where?*
**The Vibe Dance Studio**
Hohlstrasse 488
8048 Zürich
(Just 3 minutes from Altstetten Train Station and 15 min from HB)
###
**More info:**
🌐
[thevibedance.ch](https://thevibedance.ch/)
📸 Instagram: [@nat.so.fun](https://www.instagram.com/nat.so.fun?igsh=MTFkemlhcjNiY2QwcA==)
[@thevibedance.ch](https://www.instagram.com/thevibedance.ch)
Got questions? Dm us on [Instagram](@thevibedance.ch), text or call:
📞 +41 78 329 71 77
**See you on the dance floor – let’s dance together!** 💥🫶💃
Language Exchange
Join us for the weekly Language Exchange! 🚀
Language Exchange WhatsApp Chat
https://chat.whatsapp.com/C36TAgOl8Ei5qsWMNPZpHU
Join the weekly Language Exchange (every monday) to work on your language skills, socialize and meet cool and open people.
💡HOW DOES IT WORK💡
1. Come to the location (for Spring and Summer the event will take place on a outside)☀️🍹
2. The Event Host will greet you🤜🏽🤛🏾
3. Choose the language flag that interests you and speak the language of the flag🇪🇸🇬🇧🇵🇹🇮🇹🇩🇪🇨🇭🇫🇷
4. Start talking with people around the world and improve your language skill💪🏽💭
Workout for Beginners
**B O D Y W E I G H T T R A I N I N G** \- mobility\, strength & flow
Ein ganzheitliches Körpertraining für mehr Beweglichkeit und Kraft. Von fundamentalen Kraft- und Mobilitätsübungen, kontrollierten und dynamischen Bewegungen bis hin zu kreativen Moves, für ein starkes und sicheres Körpergefühl. Inspiriert von Functional Training und Animal Flow.
Anmeldung bei Andrea
**Erstes Training** für nur Sfr 15.-
kann über Twint bezahlt werden.
weitere Möglichkeiten Abo lösen in der Fabrik11 in Dübendorf oder Tageseintritt.
seeya! :)
Software Engineering Events This Week
Discover what is happening in the next few days
ZurichJS Meetup: May the source maps be with you
JavaScript is single-threaded, yet it powers the world's most complex real-time interfaces. Behind that magic lies the event loop; a mechanism that is often misunderstood, feared, or simply ignored until a performance bottleneck brings your app to a screeching halt.
This May, we’re celebrating Star Wars month by traveling to the core of the JS galaxy to bridge the gap between "it just works" and "I know why it works".
Join us for an evening of live-coding and deep dives. Whether you’re a Padawan or a Jedi Master, come learn how to make the runtime work for you, not against you.
**Agenda**
* 17:30 – **Doors open**
* 18:30 - 18:50 – **Settling in & Intro**
* 18:50 - 20:30 – **Talks and pizza**
* 20:30 – **Networking**
**Explore the detailed agenda and speaker info: [https://zurichjs.com/events/may-2026](https://zurichjs.com/events/may-2026/?utm_source=zurichjs&utm_medium=meetup&utm_campaign=meetup_track)**
**About the organizers**
* **[Bogdan Ilie](https://www.linkedin.com/in/ilie-bogdan/)** is a user advocate. He's dipped his toes into Web Development, Technical Writing, Marketing, Design, and more. That makes him uniquely predisposed to identify improvement opportunities anywhere in the chain, or come up with unique solutions to problems. Nowadays, he's building websites and webapps at novu ag, using his beloved framework, Vue.
* **[Faris Aziz](https://www.linkedin.com/in/farisaziz12/)** is a front-end master and Staff Software Engineer at Smallpdf, after his Engineering management job at Navro, a fintech company in the UK. Faris is a mentor, conference speaker, and workshop instructor, most recently at CityJS and other major conferences. He has contributed to open-source projects like Raycast and has mentored on platforms like Mentor Cruise. His projects include work on GCN, Eurosport, Discovery+, Fiit (a top UK fitness app), and he was the founding engineer of Navro in London. He also serves as a technical mentor at the Bletchley Institute.
* **[Nadja Hesselbjerg](https://www.linkedin.com/in/nadja-r%C3%B8mer-hesselbjerg-47002a12b/)** is a Zurich-based frontend developer with a flair for crafting sleek, user-friendly web experiences. With a passion for innovative UX/UI design, she transforms complex ideas into intuitive digital solutions. Her multicultural background adds a unique perspective to her work. When she's not coding, Nadja is likely exploring the latest design trends or enjoying the vibrant Swiss tech scene.
**Who are the awesome sponsors and partners?**
* **[Vercel](https://vercel.com/?utm_source=zurichjs&utm_medium=sponsored_meetup&utm_campaign=zurichjs_partner_2026)** is THE platform for frontend developers, providing the speed and reliability needed to create at the moment of inspiration. We love Vercel because they’ve turned the "manual labor" of deployment into a simple `git push`. By handling the heavy lifting of global infrastructure and serverless scaling, Vercel allows us to focus on what we actually enjoy: building great user experiences. Whether you’re using Next.js, Nuxt, or SvelteKit, Vercel is the gold standard for shipping fast and staying in the flow.
* **[GYFF](https://www.getyourfreefast.ch/?utm_source=zurichjs&utm_medium=sponsored_meetup&utm_campaign=zurichjs_partner_2026)** is a Swiss platform that facilitates connections between IT experts and businesses, where they vet both the companies and the freelancers, so the collaboration goes smoothly.
**Get involved**
* Have an interesting idea?
* Something missing from all meetups in this space?
* Do you have feedback?
* Wanna buy us a coffee?
* **Got a venue idea?** We love rotating locations to showcase Zurich’s tech ecosystem. Reach out, we’re always scouting fresh spots for our upcoming events.
There are multiple ways to get in touch:
* **[conf.zurichjs.com](https://conf.zurichjs.com)** \- get your conference ticket and find out more\!
* **[zurichjs.com](http://www.zurichjs.com/)** \- the source of truth for all things zurichjs\, including all social links to follow us and interact with us online
Our goal is to create a space where everyone can bring value and feel like they are getting something out of it.
We are open to sponsorships and partnerships, and we would appreciate you **sharing the event** and message us about opportunities.
We are also committed to fostering a respectful and psychologically safe space where anyone can share their ideas. If this is your first time speaking, or if you need help preparing for a talk, we are happy to offer guidance and support.
Cloud Native Computing Meetup | May 2026
Let's meet at the CNC meetup on Thursday, May 21st, 2026, at 15:00 CET.
**Location:**
VSHNtower, 8th floor, Neugasse 10, 8005 Zürich
**Agenda:**
Would you like to speak at this event? Contact us at [https://cnc-meetup.ch](https://cnc-meetup.ch)! Guidelines:
* All sessions are held in English.
* No product or sales pitches are allowed.
* All projects showcased should be open source.
* We cannot cover travel costs, but we welcome speakers from other regions.
* We're seeking more diversity among our speakers: underrepresented groups are welcome!
14:30 – Door Opening
15:00 – Welcome, Intro, & Announcements
15:05 – Kuberik: Safe, Hands-Off Deployments for Kubernetes (Luka Rumora)
15:35 – 5 minutes pause
15:40 – Kubernetes Without the Operator: A Minecraft Panel with Rust and kube-rs (Hadi Cherkaoui, CM Informatik AG)
16:10 – 5 minutes pause
16:15 – Vibe Code Survival Guide for Open-Source (Vadim Bauer, 8gears)
16:45 – 5 minutes pause
16:50 - Writing a Kubernetes Cluster Autoscaler Provider with externalgrpc (Marco De Luca, VSHN)
17:20 – Final words, networking & apéro
Kuberik: Safe, Hands-Off Deployments for Kubernetes (Luka Rumora)
Most teams deploying to Kubernetes end up in one of two places: either GitOps that stops at applying manifests, or brittle CI pipelines full of bash and glue. Both fall short of true end-to-end delivery.
The ideal is well known—canaries, health checks, smoke tests, promotions, rollback—but Kubernetes lacks a native, reusable way to compose these without reinventing everything.
Existing tools solve pieces (Argo Rollouts, Flagger, Kargo), but not the whole pipeline.
Kuberik fills that gap: it orchestrates the full journey from release to production—detecting, gating, rolling out, verifying, and promoting—using opinionated, pluggable Kubernetes resources that integrate with existing GitOps setups.
Luka is a Lead SRE with 10 years of experience building platform infrastructure and internal developer tooling, always with the same focus: systems that are robust, easy to maintain, and a pleasure to use. Over the years, he has watched the delivery tooling landscape change, from Jenkins to GitLab CI to Drone to GitHub Actions, yet the fundamental approach to CD has stayed the same: step-based pipelines with the same challenges they had a decade ago. He built Kuberik because he believes we can do better.
Kubernetes Without the Operator: A Minecraft Panel with Rust and kube-rs (Hadi Cherkaoui, CM Informatik AG)
Anvil is a Kubernetes-native Minecraft server panel written in
Rust. It creates one StatefulSet, PVC, and Service per server
through direct kube-rs calls, with no CRD and no controller. The
Kubernetes API itself is the runtime state store; every user
action is a direct API call.
This 20-minute talk argues that the operator pattern is sometimes the
wrong tool. Controllers earn their complexity when there's
autonomous state to reconcile. They become a ceremony when there
isn't. Anvil is a worked example of the imperative alternative,
running on a home lab k0s cluster.
Hadi Cherkaoui is a 17-year-old EFZ Plattformentwickler apprentice
at CM Informatik AG in Schwerzenbach, ZH. He works daily with k0s
and FluxCD, and is interested in Kubernetes, Rust, infrastructure
automation, and homelab projects.
Vibe Code Survival Guide for Open-Source (Vadim Bauer, Container-Registry.ch)
Vibe code is flooding open-source projects with an ever-growing volume of pull requests and ideas.
Banning AI contributions isn't the answer, yet it is difficult to resist.
How can open source projects survive and keep progressing despite the pressure?
This talk covers the project playbook we're building in CNCF Harbor and Harbor Satellite: defining a clear project direction so contributors, human or AI-assisted, know what's in scope before they contribute. Setting explicit acceptance criteria and guardrails. Using AI on the maintainer side to triage, review, and filter the growing volume of contributions. Deciding as a project where your boundaries are, what's core, what's an extension, and what's out of scope, so you stop drowning in well-intentioned feature PRs that slowly erode coherence.
We share what works, what fails, and how we are rethinking open-source, contributions, community, and project
Vadim Bauer is a Container Silverback with over a decade of experience in running containers in production. As a maintainer of the CNCF project Harbor, he focuses on extending the boundaries of OCI artifact management, adoption, and developer experience. At 8gears, Vadim helps cloud providers, ISVs, and enterprises adopt Harbor and use OCI capabilities.
Writing a Kubernetes Cluster Autoscaler Provider with externalgrpc (Marco De Luca, VSHN)
The Kubernetes Cluster Autoscaler decides when to scale, but it doesn't know how to create a VM. That's the cloud provider's job, and the upstream tree covers mostly big clouds. With externalgrpc, you can plug virtually any cloud into the autoscaler over gRPC.
This talk first looks at how the Cluster Autoscaler works under the hood and where the cloud provider fits in. Then we walk through implementing one for a Swiss IaaS provider as an out-of-tree gRPC service: the design choices, the parts of the contract that matter, and the gotchas you only find by reading the autoscaler source. By the end, you'll know how to attach autoscaling to a cloud that isn't on the upstream list.
Marco De Luca is a software/infrastructure engineer at VSHN AG. He spends most of his time on Kubernetes platforms, developer tooling, and making sure things don't break at 3 AM. At mdnix.io, he writes about infrastructure, Linux, Kubernetes, and the things he builds along the way. When he's not behind a terminal, he's somewhere in the Alps with his camera or having a private jam session with his guitar.
The event will be recorded and made available on VSHN's YouTube channel: [https://vshn.tv](https://vshn.tv). Subscribe to stay notified of updates.
We expect all participants to abide by VSHN's Conference Code of Conduct: [https://www.vshn.ch/en/code-of-conduct/](https://www.vshn.ch/en/code-of-conduct/)
If you would like to share your cloud-native projects at the CNC Switzerland meetup events or sponsor future events, just send us your talk suggestion here: https://cnc-meetup.ch. We look forward to hearing from you!
Friends of Figma Zurich - UX/UI Design Meetup (**RSVP on our official site)
\*\***Please RSVP on our official Friends of Figma page:** [https://friends.figma.com/events/details/figma-zurich-presents-speak-the-room/](https://friends.figma.com/events/details/figma-zurich-presents-speak-the-room/)\*\*
For our next Friends of Figma Zurich meetup, we're heading to Constructor Nexademy, a place built on the belief that learning doesn't stop when school does!
An evening of lightning talks, live demos and honest conversations, hosted by a team that's been helping people reinvent their careers and grow new skills outside the traditional classroom.
📅 Date & time: 19 May 2026, 18:00
📍 Location: Constructor Nexademy, Förrlibuckstrasse 150, 1st floor, Zürich
Agenda for the evening:
18:00 Welcome
18:30 Talks + Q&A
19:15 Apéro and chats 🍷
What's on the lightning talks & demos agenda?
🏫 Meet Constructor Nexademy
An introduction to Constructor Nexademy, who they are, what they build, and how they're training the next generation of developers and AI practitioners in Zürich.
🎤 How AI can help designers translate their work into influence with Flore de Crombrugghe
Design without influence is just decoration. This talk is a retrospective on PitchPivot, an AI tool built to help designers translate their work into business language. More than a project recap, it's an argument: designers already have what it takes to earn a seat at the table. They just need to learn to speak the room.
Short talks, demos and plenty of time to connect during the apéro.
Curious how designers are turning their craft into real business influence? Come join us ✨👉 [https://friends.figma.com/events/details/figma-zurich-presents-speak-the-room/](https://friends.figma.com/events/details/figma-zurich-presents-speak-the-room/)
WARGA - military inspired warrior yoga + learn German
a concept for ambitious athletes, non-yogis, and anyone ready to challenge both body and mind. WARGA combines the intensity of functional strength training with the mobility and discipline of yoga — all set against the backdrop of Lake Zurich.
This is not a whisper-and-meditate yoga class.
This is sweat, focus, resilience, and full energy output.
💥 The method combines:
Ashtanga Yoga
Power Yoga
Mobility Training
Functional strength exercises with physiotherapy-based principles
Designed to help you:
Improve mobility
Release tension
Build strength and focus
Develop mental and physical resilience
🌧 Weather? Doesn’t matter.
Rain sessions come with a motivational surprise for the tough ones.
📍 4 minutes from Küsnacht train station
🗓 Tuesdays | 6:30–7:30 PM | Starting May 5, 2026
💰 CHF 35
Created by a therapeutic yoga teacher and inspired by real military experience during a KFOR deployment, WARGA was designed specifically for strong bodies that need mobility, recovery, and mental balance without losing intensity.
Train hard. Recover better. Then jump into Lake Zurich afterward.
Practice your programming skills with Python, Js, Java, C(++) or ...
Anybody who wants to practice their programming skills is welcome. We share our ideas, learn from each other, do some exercise, ask questions, etc. This meetup is the best for those who want to improve their skills by programming and learning in a group
If you want to learn more about our Co-Learning, please have a look at our website:
[https://opentechschool-zurich.github.io/](https://opentechschool-zurich.github.io/)
\*\*\*
We have a chat group you can join to get more information:
[https://app.element.io/#/room/#ots-zh:matrix.org](https://app.element.io/#/room/#ots-zh:matrix.org)
(You need to create a free account if you don't already have one)
Remote participants are also welcome. You first need to join the Element chat and then get into the video call that we start at around 19:00 (if we forget, pleas ping us in the Element chat!)
\*\*\*
Our main languages are Python and Javascript, but we welcome every programming languages.
Some of the skills we can help you learning:
* Python and
* ... PyGame (Zero / Play)
-.... Flask
* ... Jupyter and data science
-... PySide2 / PyQt
* ... Shoebot
* C++ and
* ... Qt
* ... cmake
* ... and modern C++
* Flutter for Apps
* PHP and
* ... Vue.js
* ... Wordpress
* JS and React.js
We have a few Github repository that can be interesting to browse:: https://github.com/opentechschool-zurich/
Hack The Box Meetup 0x18 Onsite @ CYREN ZH (Advanced)
Welcome to the 24th edition of the Hack The Box Zurich Meetup. We will meet in person at the [University of Zurich, Digital Society Initiative](https://www.dsi.uzh.ch/) for another HTB machine walkthrough.
In this session we will cover [Fluffy](https://www.hackthebox.com/machines/fluffy), a Windows machine designed around an assumed breach scenario, exploiting CVE-2025-24071 and ACDS.
You will need:
* Your own laptop with Wi-Fi (don't forget your power adapter)
* A Hack The Box account, [register here](https://account.hackthebox.com/register) (don't use Google or LinkedIn)
* Some experience working with a terminal (cmd.exe / shell)
* *Optional*: local virtual machine running your preferred hacking OS (browser-based VM is provided alternatively)
* Motivation and good mood
The participation is free of charge. This is an onsite event, neither online-participation is possible nor recording will be provided. **Attendance is exclusive to registered participants. Please use the RSVP button to confirm your participation.**
The meetup takes place with the kind support of [Project CYREN ZH](https://cyrenzh.ch/) who are hosting the venue.
**Please note**: seats are allocated on a first-come-first-serve basis. After reaching max capacity, guests will be added to a waiting list. If you change plans, and are not able to come, please kindly release your seat for someone on the waiting-list. **Unexcused no-shows will be excluded from future participation.**
Beginner Muay Thai Höngg
**Beschreibung:**
Suchst du ein Thai-Box Training in Zürich, das Spass macht und dich gleichzeitig fitter macht?
Dann bist du hier genau richtig.
In dieser kleinen Gruppe (max. 8 Personen) kombinieren wir:
\*Thai-Box Technik (Basics & Kombinationen)
* Fitness & Conditioning
\*gemeinsames Training in entspannter Atmosphäre
👉 Einsteiger sind ausdrücklich willkommen.
Du brauchst keine Vorerfahrung – wir starten gemeinsam und bauen alles Schritt für Schritt auf.
Mein Ziel:
Dir ein Training zu geben, bei dem du:
* etwas Neues lernst
\*dich auspowerst
* und mit einem guten Gefühl nach Hause gehst
Trainingssprache ist Deutsch, ich kann aber auch auf Englisch unterstützen.
📍 Ort: Zürich Höngg (Meierhofplatz)
🕒 Mittwoch 18:00
👥 Max. 8 Teilnehmer
👉 Melde dich an und probier es aus.
# 🔧 Meetup Group Description (ENGLISH)
**Group Name:**
Thai Boxing & Fitness Training Zurich (Beginners Welcome)
**Description:**
Looking for a Thai boxing training in Zurich that is fun and improves your fitness?
Then this group is for you.
In a small group setting (max. 10 people), we combine:
\*Thai boxing technique (basics & combinations)
* fitness & conditioning
\*a relaxed and supportive training environment
👉 Beginners are very welcome.
No prior experience needed – we build everything step by step.
My goal is to give you a training where you:
* learn something new
\*push your limits
* and leave feeling great
The training is mainly in German, but I can also support in English.
Software Engineering Events Near You
Connect with your local Software Engineering community
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
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
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.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
TBD
**YouTube Link**
TBD
Columbus Code & Coffee 87 @ 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**
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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!
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.
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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.
Christians in Tech - Meetup #36 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
[Nathan Leiberman: Tailwind CSS: The Perfect Wingman for Frontend Projects] #12
Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ...
Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity.
Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces.
In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics:
* Set up Tailwind CSS in your project
* Understand Tailwind’s utility classes and how they work
* Integrate breakpoints and dark mode like a pro
* Customizing Tailwind to fit your style
Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you.
***Bring your laptop and expect to write some (non-AI generated) code!***
Food and drinks will be available.
**LOCATION:**
6515 Longshore Loop, Suite 300, Dublin, OH 43017
**FREE PARKING:**
6725 Longshore Street, Dublin, OH 43017




























![[Nathan Leiberman: Tailwind CSS: The Perfect Wingman for Frontend Projects] #12](https://secure.meetupstatic.com/photos/event/2/f/e/b/highres_533472267.webp?w=640)