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Frequently Asked Questions

Yes! Check out service management events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the service management events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find service management events near your location here. Connect with your local community and discover events within your area.

Service Management Events Today

Join in-person Service Management events happening right now

Human vs Machine – Hands-On Workshop
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
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! ***
Meditation & Runterkommen (Vipassana) at HZ Heuried, Zürich
Meditation & Runterkommen (Vipassana) at HZ Heuried, Zürich
Hallo! Mein Name ist Michał und ich bin langjähriger Meditationspraktizierender und Bewusstseins-Coach. (Die Veranstaltung findet im GZ Heuried – Döltschiweg 130, 8055 Zürich statt. **Ich bitte um eine schriftliche Bestätigung deiner Teilnahme bei der Anmeldung.)** https://gz-zh.ch/gz-heuried/angebote/meditation-runterkommen/ In dieser geführten Meditation werden wir die Realität genau so beobachten, wie sie ist. Wir konzentrieren uns auf den Geist, den Körper und die Empfindungen im Körper. Die von mir geleitete Meditation ist in der Vipassana-Tradition verwurzelt und enthält Elemente der non-dualen Bewusstheit. Ich verwende keine Visualisierungen oder göttliche Bilder – sie ist so einfach wie möglich und meiner Erfahrung nach die effektivste Methode, die wahre Natur der Realität allmählich Tropfen für Tropfen zu erkennen. Diese Meditation ist für alle spirituellen oder religiösen Hintergründe offen. Der Abend besteht aus **einer Stunde Meditation**, gefolgt von **30 Minuten Fragen und Antworten**. Ich würde mich sehr freuen, wenn du an diesem Abend teilnehmen würdest. **Gebühr – 20 CHF**. Wenn du finanzielle Schwierigkeiten hast, kontaktiere mich bitte, und wir können über andere Möglichkeiten sprechen.
📈 Trading Floor Afterwork: Trading strategies sharing, risk discipline 📈
📈 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
Swim Maniacs (pool edition)
Swim Maniacs (pool edition)
Let's do it! 1. Let's meet at the entrance 6:45 PM 2. Get your tickets or abo 3. We enter the changing rooms at 7 PM sharp, no waiting 4. Off we go! Cheers. Looking forward! More about the group: **🏊‍♂️ Swim Maniacs - Dive In, Clear Your Mind, Connect** Your weekly dose of water therapy! **WHAT WE'RE ABOUT** Swim Maniacs is for people who believe Monday evenings should end better than they began. We're a small, welcoming group that turns swimming into a tiny habit that transforms your week. No pressure, no competition - just 15-30 minutes of pure enjoyment in the water with fantastic people (yes we are!) **WHEN**: Mondays, 7 PM sharp **DURATION**: 15-30 minutes, but you can make a few extra laps! We will admire your moves **WHERE**: Oberaegeri Indoor pool (fall/winter/spring) or Beautiful local lake Unteraegeri Badi (summer, when water >20°C+) **GROUP SIZE**: Maximum 6-8 swimmers (let's see how we grow) **WEATHER POLICY**: We swim rain or shine in summer - it's liberating! **NO-PRESSURE**: After a swim (or if you feel so - instead of one), you can enjoy a whirlpool area outside **OUR SIMPLE RULES** 1. Show up consistently (we hold each other accountable with kindness) 2. Swim at your own pace - fast, slow, or somewhere in between 3. Be friendly and welcoming to newcomers 4. No phones in the pool area (common! we don't have to tell this) 5. If you can't make it, give the group a heads up 6. Show up on time! We start 7pm entering the changing room and meet say 6:50PM at the entrance **WHY JOINING** 1. Anyone who need to decompress 2. Anyone looking for accountability without judgment 3. People who want to meet genuine, health-conscious friends 4. Swimmers of any level (from "I can swim a length" to former competitors) 5. Those ready to build one tiny habit that makes Monday evenings magical **LOGISTICS** 1. Bus 601/611 from Zug to Oberaegeri directly 2. Paid car parking nearby (pretty limited capacity) 3. Contacts of and directions: see the [Aegeribad website](https://www.aegeribad.ch/kontakt.html) **🏊‍♂️ READY TO DIVE IN? 🏊‍♂️** Join us next Monday - the water (and we) are waiting for you!
Language Exchange
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💪🏽💭
BBS Stretching & Body Conditioning– RSVP
BBS Stretching & Body Conditioning– RSVP
I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg Rennweg 12, 8001 Zurich. Designed to strengthen, release and stretch muscle tensions, conditioning your body by increasing your range of motion and flexibility as well as overcoming back pain; improving your posture and circulation so you can exercise more efficiently, whilst keeping your body injury free. The class is structured as a workout & stretch combination. Open to all levels. You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session. There's a small cost to cover the venue and facilities - CHF 40.- For more details about the training provider please see: https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich

Service Management Events This Week

Discover what is happening in the next few days

Spring Connect & Catchup!
Spring Connect & Catchup!
Hi everyone, Following the fantastic energy of our first gathering of 2026 at Horn & Company in January—where we kicked off the year with three insightful speeches—we are excited to keep that momentum going! While the January session gave us plenty of food for thought, this next meetup is all about the community. We’re organizing an informal evening to reconnect, discuss the latest in People Analytics, or simply enjoy a drink with fellow practitioners before the summer begins. The gathering will take place at a central, relaxed venue near Zurich HB (details will follow and be shared with all registered participants – make sure to share your email during registration as a prerequisite). This is a "pay-your-own-way" event - you can order drinks and snacks as you wish. **Date and Time:** Tuesday, 19 May 2026 @ 18:30 – 20:00 **Location:** Near Zurich HB - details will follow and be shared with all registered participants on Meetup. **Costs:** This is a "pay-your-own-way" event. You can order drinks and snacks as you wish. **Registration:** meetup.com/people-analytics-switzerland (RSVP close time on Thu, 14 May at 23:00) **Contact:** marco.selva@ferris.ai / andre@obereigner.co We are looking forward to seeing you there. Best regards, Marco and Andre
AWS User Group Venezia #15 - AgentCore e CostOptimization
AWS User Group Venezia #15 - AgentCore e CostOptimization
Carissimi, proseguiamo il nostro viaggio per parlare di **#AWS** ! Ci troviamo in **#presenza GIOVEDì 21 maggio alle ore 19:00**. L'incontro si terrà presso il[ Coworking Mestre](https://www.coworkingmestre.it/), in via Torino 135, di fronte al NH Laguna Palace Hotel. E per chi non potesse raggiungerci, si terrà anche in **#streaming** su YouTube. La scaletta prevede due speech seguiti da discussione ciascuno. 🗣[Riccardo Marostica](https://www.linkedin.com/in/riccardo-marostica-bba072206/), ci parlerà delle sfide che ha affrontato nel passaggio da prototipo a sistema reale con Amazon **#Bedrock #AgentCore** ! A seguire 🗣 [Tommaso Dri](https://www.linkedin.com/in/tommaso-dri/), ci racconterà come passare da un’infrastruttura statica a un modello dinamico **#PayAsYouGo** attraverso AWS **#CloudFormation** e **#Lambda** ! 👥 Poi ci sposteremo per \( 🍸 \| 🍺 \) & \( 🍕 \| 🍔 \) e **#networking** ! E come sempre, proponete[vi per] argomenti e/o location con il [Form Google](https://forms.gle/1JdE6YWPbo6phuLe8) o direttamente nel canale Telegram, o come speaker su [Sessionize](https://sessionize.com/aws-user-group-venezia/) !
Cloud Native Computing Meetup | May 2026
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!
Meet Up AWS User Group Padova - Maggio 2026
Meet Up AWS User Group Padova - Maggio 2026
**Ciao AWS User Group Padova!** Ci vediamo giovedì 21 maggio per un workshop dedicato a Kiro, l’IDE agentico nell’ecosistema AWS. Una sessione pensata per esplorare il suo utilizzo nel flusso di sviluppo, dai concetti di base fino ad arrivare a esempi pratici di spec-driven development, con l’obiettivo di comprendere come questo strumento possa supportare le attività quotidiane, dalla scrittura del codice fino alla gestione operativa in cloud. Sono previste una breve introduzione e la presentazione di alcune demo. **Vi aspettiamo dalle 18.45!** **(Anche online [QUI!](https://www.youtube.com/live/jvrdfE8J7YQ))** **AGENDA** 👋 **Benvenuti!** 👉 **Francesco Martini - AWS Sr. Technical Account Manager** Affianca i clienti nel costruire sistemi affidabili e sicuri, aiutandoli a semplificare le operations in cloud. Alla passione per la tecnologia unisce esperienza diretta nello sviluppo software. 👉 **Matteo Depascale - AWS Technical Account Manager** Supporta i clienti nella progettazione di architetture resilienti e sicure, con un focus particolare sulle tecnologie serverless e sull’intelligenza artificiale. 🍻🍕 🍕**Networking con aperitivo** 🍕🍕🍻 **Se parteciperai di persona** a Piazzola sul Brenta, **registrati qui su Meet Up**: un paio di birrette assicurate anche per te! Clicca **[QUI](https://www.youtube.com/live/jvrdfE8J7YQ)** per assistere online!
Inner Mastery — Atma Kriya Yoga
Inner Mastery — Atma Kriya Yoga
A 2-day in-person course for leaders, founders and seekers who want a calmer mind, stronger inner stability and a deeper connection to unconditional love and purpose. [Book Your Seat Now](https://www.iisolutions.ch/yoga)
Hike & Steam - The Sequel (T1)
Hike & Steam - The Sequel (T1)
On Ascention Day it was a nice hike along the Limmat with a stop-over that has pushed the word «Steam» into the event title. Well, here is the sequel...: Along river Reuss to Brugg. To note: This is a REAL hike of 20 km and 5¼ hours with, as an option, at the end a visit to the open days of the historic train collection at Bahnpark Brugg with steam engines in operation. ############################## MEETING & OUTBOUND TRAVEL: * 07:50h: Meet at Zürich HB under the «Blue Angel» * 07:55h: Leave for platform 17 * 08:03h: IR16 Zürich HB (platform 17, dir. Bern) to Baden * 08:27h: Postauto 322 (dir. Bremgarten) to «Stetten AG, Künterstrasse» * 08:50h: Postauto 336 (dir. Wohlen) to «Niederwil AG, Gnadenthal» * 08:53h: Arrival at Gnadenthal & start of the hike HIKE DATA: * Duration: 5¼ hrs * Distance: 20 km * Ascent/Descent: 410m/420m * SAC classification: T1 * Map: [https://schweizmobil.ch/en/tour/841371526](https://schweizmobil.ch/en/tour/841371526) LUNCH: * Picnic HIGHLIGHTS: * Scenic hike along the Reuss River * «Bahnpark Brugg» historic train collection ([https://www.bahnpark-brugg.ch/de/home](https://www.bahnpark-brugg.ch/de/home)) * In 2023 and 2025 the route to Brugg was completely different, but the destination the same: \- Photos from 2025: [https://www.meetup.com/zurich-hike-outdoor/photos/35385831/](https://www.meetup.com/zurich-hike-outdoor/photos/35385831/) \- Photos from 2023: [https://www.meetup.com/zurich-hike-outdoor/photos/33580195/](https://www.meetup.com/zurich-hike-outdoor/photos/33580195/) * Wikipedia: [https://de.wikipedia.org/wiki/Stiftung_Bahnpark_Region_Brugg](https://de.wikipedia.org/wiki/Stiftung_Bahnpark_Region_Brugg) FINISH / Option 1 / BRUGG AG STATION: * 15:00h-ish at Brugg AG train station * Connections back to Zürich from Brugg AG station: Five trains per hour FINISH / Option 2 / BAHNPARK BRUGG: * 15:15h-ish: Arrival at «Bahnpark Brugg» and finish of the hike * Optional: Visit to the train collection * Admission fee: Free of charge * Open until 17:00h * See HIGHLIGHTS for links to «Bahnpark Brugg» * Connections back to Zürich from Brugg AG station: Five trains per hour COST / TICKET PRICE w/Halbtax: Total ticket cost from/to Zürich HB: CHF 18.70 w/HT * Outbound: CHF 8.50 w/HT * Admission fee: None * Return: CHF 10.20 w/HT COST / TICKET PRICE w/GA: * Fully covered ############################## DISCLAIMER: By joining the walk you accept the terms listed here. This is NOT a guided tour. Instead, this is a get-together of individuals who themselves are responsible for their judgement, choices and actions. It is your own responsibility to prepare appropriately before the event: You need to understand what activity is foreseen, assess the difficulty, risks and dangers and the expected weather conditions. Furthermore, you need to assess the requirements regarding experience, capabilities and fitness condition, and judge if you personally have the necessary experience, capabilities and fitness level. You yourself also need to assure adequate preparation, equipment (boots, clothes, gear...) and insurance cover and do everything as if you were going by yourself. During the event it is also your own responsibility to apply your own judgement and to take considerate responsible decisions yourself, fully within your own responsibility and judgement. The event is entirely at your own risk. The organiser also does not warrant on the accuracy or completeness of the description above. The organiser just offers you to join one another and to go together, but holds no responsibility for anything, including injuries or death that might result directly or indirectly from this event.
Digital Detox Café [Relax, Play, Socialize, Craft]
Digital Detox Café [Relax, Play, Socialize, Craft]
**⚠️ [>>Ticket needed (click here)<<](https://eventfrog.ch/de/p/essen-trinken/digital-detox-cafe-7458497765120727342.html) or** **[www.social-circle.ch](www.social-circle.ch)** **Unplug & Create: Digital Detox Café at Paint it Easy** Take a break from screens and reconnect with yourself and others at our Digital Detox event in Zürich’s most inviting creative space, Paint it Easy. We’ll kick off the evening with a relaxed atmosphere, setting the tone for a mindful and inspiring night. Join our craft group: [https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3](https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3) Choose your path for the evening: **Deep Talk with Question Cards:** Dive into meaningful conversations and connect with fellow participants on a deeper level. **Boardgames:** Just for fun or to meet new people. **Creative Activities:** * **Drawing** (included) * **Canvas Painting** (CHF 10/hour + canvas, e.g., 30x40 cm: CHF 9) * **Pottery Painting** (CHF 20–45 per piece) * **Jewellery Making with Beads** (CHF 10/hour + materials, avg. CHF 20–30) * **Linocut Printmaking** (CHF 25–35 per piece) **Location:** Paint it Easy, Zürich **Ticket:** CHF 15 **Includes :** Welcome drink\*, drawing material, notebook, games. **Doesn't include** : optional creative activity fees (depending on your choice) \*Warm drink, homemade iced tea, or lemonade Want more events like this? Join our community! [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP) No experience needed—just bring your curiosity and an open mind! Whether you're painting, reflecting, or connecting, this is your space to recharge, express, and enjoy. Please note that pictures might be taken and used, if you don't want to be on them please let the host know. Tickets are not refundable. #digitaldetox

Service Management Events Near You

Connect with your local Service Management community

Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
ServiceNow Knowledge 26 Recap + Topgolf Happy Hour
ServiceNow Knowledge 26 Recap + Topgolf Happy Hour
Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!
Building Agents with Microsoft Agent Framework
Building Agents with Microsoft Agent Framework
We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.
Building Momentum: From Ambiguity to Execution
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.
Connected Westerville Night of Networking!
Connected Westerville Night of Networking!
Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"
TBD
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
Quarterly Community Gathering
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)