Scaled Agile Framework
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Frequently Asked Questions
Yes! Check out scaled agile framework events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the scaled agile framework events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find scaled agile framework events near your location here. Connect with your local community and discover events within your area.
Scaled Agile Framework Events Today
Join in-person Scaled Agile Framework events happening right now
XTC Berlin: The styles of mentoring
**Topic: The styles of mentoring**
Are you an instructor, challenger, sponsor, or a coach? Do you think your mentees learn best with maximum autonomy, or do they need a maximum of guidance? Let's find out which styles of mentoring there are and how it helps to share knowledge.
**What to Expect:**
* A concise, 5-10 minute expert presentation introducing us to the nuances of the topic.
* Engage in insightful discussions with fellow participants in breakout groups, exploring diverse experiences and practices.
* Dive into prepared questions designed to challenge and expand your perspective on the topic.
* A fantastic opportunity to network with like-minded professionals and enthusiasts passionate about software development and team building.
***
**Broadening Our Discussions:**
We explore a wide range of topics, including Extreme Programming (XP), agile management methods, lean theory, career management, programming katas, and other areas related to software development. Whether you're new to software, a seasoned practitioner, or an expert, your insights and experiences are valued here!
***
**Event Details:**
We'll gather from 7:00 PM, officially start the session at 7:15 PM, and take a break at 8:30 PM to decide the topic for our next session. Don't miss this chance to learn, share, and connect!
Agentic Software Engineering Night #1
AI is changing the way we build software. Agentic Software Engineering takes this a step further. Rather than using AI only for isolated tasks, teams work with specialized AI agents that take on concrete responsibilities across the software lifecycle, from planning and coding to testing and documentation. These agents operate in clearly defined roles and are coordinated through structured workflows. Developers set the goals and guardrails, guide how the agents are used, and review the outcomes. The result is a new kind of collaboration between humans and machines, with a stronger focus on quality, speed, and scalability.
The first Agentic Software Engineering Night Berlin will take place on **April 14, 2026**. Join us for two talks by **Torben Keller** and **Johannes Rave**, plus plenty of time for discussion and networking.
**Agenda:**
18:30 Open Doors
19:00 **From Vibe Coder to Code Owner**
– Torben Keller
An AI agent can generate thousands of lines of code in a few minutes. That's powerful – and overwhelming. You can't read and fully understand every line anymore when you want to take advantage of agents. But if you're shipping to production, you own that code. So, how do you take responsibility for something you didn't write and can't fully review?
This isn't a new problem. Developers working on brownfield projects face it every day. You join a team and inherit a codebase with hundreds of thousands of lines written by people who left years ago. You don't know every line – yet you ship features, fix bugs, and take ownership. But how?
The same principles apply to AI-generated code. What we've learned from decades of working with legacy systems and inherited codebases translates directly to the age of vibe coding.
In this talk, you'll learn:
* What brownfield development teaches us about owning code we didn't write
* How to build an "Agent Harness" that integrates these practices into your AI workflow, ensuring agents follow your rules and standards
**About Torben:**
*Torben is a consultant at INNOQ, where he focuses on how software teams can work effectively with AI agents. His main area of expertise is the shift from traditional coding to Agentic Software Engineering, in which developers orchestrate multiple AI agents to carry out autonomous tasks across the development process. He also teaches INNOQ’s three-day [Agentic Software Engineering training](https://www.innoq.com/en/topics/agentic-software-engineering-training/) and regularly speaks at conferences and meetups, where he shares practical insights and proven strategies for introducing agentic development approaches.*
19:45 Break
20:00 – **No Constrain, No Gain: Structure for the Agent, Clarity for the Human, Flexibility for the Business**
– Johannes Rave
AI coding agents are remarkably good at producing code. Whether that code reflects what the business actually needs — and whether it still makes sense to work with six months later — is a rather different question. The temptation is to treat this as a prompting problem — give the agent more context, better instructions, clearer goals. An overlooked lever is paying attention to architecture. When domain logic has its own clearly bounded home, separated from the technical plumbing around it, something interesting happens: the agent stays focused, the human can actually review what matters, and the whole thing remains open to change without requiring a rewrite. This talk shares one approach to getting there — and how some well-placed constraints might set you free.
**About Johannes:**
*Johannes Rave is a Senior Consultant at INNOQ. He develops LLM-first applications and high-performance web services. He connects design and usability with scalable architecture and operations. Before tech: industrial design, automotive modeling, and running a nightclub.*
20:45 Open End
COMMON GROUND - Magic: the Gathering - Pauper Tuesdays at RuDi's
Come play Magic's most accessible competitive format! We meet every Tuesday at 18:30 at RuDi-Das Stralauer Kultur- und Nachbarschaftszentrum in Friedrichshain, \~10 minutes by foot from Warschauer Str. and Ostkreuz.
**The best way to get in touch is to join the WhatsApp group:** https://unlock.ly/I7IhAbb
*Even if Meetup has only 1 or 2 RSVPs, we are normally 20-30 people every week!*
**FAQ:**
**Do I need my own deck?**
No, people that come bring extra decks, and you are free to borrow one if you want to test the format before buying into it!
**Casual or Competitive?**
We play casually to allow people to come late and leave early. Feel free to stay for any amount of time between 18:30 and 22:30. To this end, feel free to bring proxies, as long as it is clear what card you are proxying!
**Why do you charge an entry fee?**
Our 2 euro entry fee is a donation to the community center that we use to host our event.
AWS User Group Berlin Session - April 2026
Dear Community,
Another month with two great talks in the agenda. This time we are meeting at our home **NLND Berlin**, with one talk covering AWS AgentCore while the second one about Redshift Data sharing.
===================================================
18:30 - Warming up and networking chat
18:45 - Intro by AWS UG Berlin & NLND
19:00 - 19:40 - **Gamei Chin & Milad Rezaeighale // The Diabetes Sweet Spot: Using AWS AgentCore to Empower Data-driven Lifestyle Decisions**
This session is about building production-ready agentic workflows with Amazon Bedrock AgentCore—from running agents securely at scale on a managed Runtime, to exposing and orchestrating tools via AgentCore Gateway (including MCP-based tooling), adding different types of memory for context and personalization, and enforcing security and governance with Identity and Policy for controlled tool access.
It ends with a live demo of a practical use case: an agentic app for glucose monitoring, showing the end-to-end workflow and monitoring in action.
19:40 - 20:00 - Networking break with food, snacks and drinks
20:00 - 20:40 - **Jirka Hubacek // Breaking Down Monolithic Redshift Using Data Shares**
As data platforms scale, managing competing workloads in Amazon Redshift becomes increasingly challenging. Traditional WLM (Workload Management) often isn’t enough to effectively prioritize traffic — you end up facing a classic “chicken and egg” problem: should ETL pipelines or client-facing queries get priority?
With the introduction of Redshift Data Sharing, there’s now a more flexible approach — you can create multiple Redshift instances that consume data from a shared source, isolating workloads without duplicating storage.
20:40 - 20:45 - Closing & Final Remarks
===================================================
**Very Important: There is no "waitlist" for our regular sessions.** However, there are limited seats available. If you want to make sure you can attend:
Register yourself with your "full name" here at meetup.com
Arrive on time - seats are first come, first serve.
As soon as there are seats available, you are welcome to join with your registration. In case there are no more seats available, we won't be able to let you join us this time.We thank you very much for your understanding!
==================================
Additional Information
**This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details.
Would you like to host AWS UG Berlin events at your company? [Register here](https://bit.ly/aws-host)
Would you like to speak at AWS UG Berlin sessions? [Submit your talk here](https://bit.ly/aws-talk)
Coworking at Gesundbrunnen
Today we are working at Moxy Humboldthain, near Gesundbrunnen train station, with big desks and available food/drinks.
Note: We use Telegram for communication [https://spam-destroyer.com/check/jelly](https://spam-destroyer.com/check/jelly)
😴 Tired of working by yourself?
🌡️ Too hot to work at home?
🍫 Contents of your fridge or your laundry distract you
💻 Come join other freelancers and remote workers for coworking
☕️ There are no membership requirements, free WiFi, some power sockets, a large desk, some affordable coffee, toasted sandwiches and drinks!
⏰ We'll be there from 10:00, but feel free to stop by any time.
• WHAT TO BRING •
Whatever you need to work on your own project / tasks :)
• QUESTIONS? •
Join our Telegram chat group to ask any questions:
[https://spamannihilator.com/check/jelly](https://spamannihilator.com/check/jelly)
• MORE EVENTS? •
To have more events, we need more organisers. If you would like to help out, please get in touch [😀](https://emojipedia.org/grinning-face/)
regular NixOS Meetup @c-base
We are back in the c-base!
Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine!
Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs.
There are drinks usually available from the c-base bar.
If you can't find us. just ask around or ask in irc (#krebs on hackint)
Offenes Arbeitstreffen: KI und Nachhaltigkeit gemeinschaftlich denken
**KI x Nachhaltigkeit: Wer baut mit?**
**Arbeitstreffen in Berlin**
Ich organisiere ein kleines, fokussiertes Treffen für Menschen, die sich bereits intensiver mit KI im Nachhaltigkeitsmanagement in Unternehmen beschäftigen und Interesse haben, daraus konkrete Anwendungen gemeinsam weiterzuentwickeln.
Nach einem kurzen Kennenlernen schauen wir auf konkrete Anwendungsfälle aus der Praxis und diskutieren, ob und in welcher Form Zusammenarbeit sinnvoll sein kann. Eine Moderatorin begleitet den Austausch.
**Für wen?**
Für Menschen mit praktischer Erfahrung an der Schnittstelle von KI und Nachhaltigkeitsmanagement in Unternehmen — zum Beispiel in Nachhaltigkeitsmanagement, Beratung, Datenarbeit, Automatisierung oder Tool- bzw. Produktentwicklung — und mit Interesse daran, Dinge gemeinsam umzusetzen.
Bringt gern einen konkreten Use Case, eine Fragestellung oder eine Idee aus eurer Praxis mit.
***
**English**
**AI x Sustainability: Who Wants to Build Together?**
**Working Session in Berlin**
I’m organizing a small, focused gathering for people who are already working more deeply at the intersection of AI and corporate sustainability management and are interested in developing concrete applications together.
After a short introduction, we’ll look at practical use cases and discuss whether, and in what form, collaboration could make sense. The session will be supported by a moderator.
**Who is this for?**
For people with practical experience at the intersection of AI and corporate sustainability management — for example in sustainability management, consulting, data work, automation, or tool or product development — and an interest in building things together.
Feel free to bring a concrete use case, question, or idea from your own practice.
Scaled Agile Framework Events This Week
Discover what is happening in the next few days
Flight Levels® Flight Club #11
**Flight Levels® Flight Club #11 - This time, we are doing something different!**
For this **Flight Club** we’re playing a **hands-on flow game** where dice represent capacity, work moves across a simple board, and the system throws in the occasional surprise just to keep you on your toes.
We’ll spend about 2 hours playing in small teams, then do a quick chat about what we noticed, and how it relates to our working environment. No prior knowledge needed and everyone is welcome. We will...
* Play in multiple small teams
* Roll dice, move work and see what happens
* Capture data and metrics for analysis
* Have some fun, and learn something
* Quick debrief, and
* Some networking opportunities
Snacks and refreshments will also be available :-)
The evening will look something like this...
17:30 — Arrival and socialising
18:00 — Start and introductions
18:15 — Simulation rules and constraints
18:30 — Simulation begins
20:30 — Debrief
20:45 — Wrap up
21:00 — Finish
**We will start on time, so please be punctual.**
Looking forward to seeing you on Thursday April 16th.
Coworking at Alexanderplatz
Today we are working in a beautiful location at Alexanderplatz with desks, power sockets, free WiFi, available food/drinks and air conditioning. We will be working on the second floor of the building with a beautiful view of the Fernsehturm.
NOTE: We don't share the venue location publicly. Find out where it is by joining our Telegram chat group: **[https://spam-destroyer.com/check/jelly](https://spam-destroyer.com/check/jelly)**
😴 Tired of working by yourself?
🌡️ Too hot or too cold to work at home?
🍫 Contents of your fridge or the laundry distracting you?
💻 Come join other freelancers and remote workers for coworking!
☕️ There are no membership requirements, free WiFi, some power sockets, a large desk, some affordable coffee, toasted sandwiches and drinks!
⏰ We'll be there from the start time, but feel free to stop by any time.
• WHAT TO BRING •
Whatever you need to work on your own project / tasks :)
• QUESTIONS? •
Join our Telegram chat group to ask any questions:
[https://spam-destroyer.com/check/jelly](https://spam-destroyer.com/check/jelly)
• MORE EVENTS? •
To have more events, we need more organisers. If you would like to help out, please get in touch [😀](https://emojipedia.org/grinning-face/)
Navigieren in der Komplexität: Unser Erfahrungsbericht zum Estuarine Mapping
Estuarine Mapping ist ein mächtiges Werkzeug aus dem Cynefin-Ökosystem, um strategische Entscheidungen in komplexen Umfeldern zu navigieren – aber wie sieht das konkret aus, wenn man es zum ersten Mal in einer Organisation einsetzt?
Wir haben Estuarine Mapping selbst durchgeführt und dabei wertvolle Einblicke gewonnen: Was hat gut funktioniert? Wo sind wir an unsere Grenzen gestoßen? Und welche Fragen haben sich erst im Prozess aufgetan?
Beim diesem Meetup teilen wir unsere Erfahrungen aus der Praxis – ungeschönt und ehrlich. Kein perfekter Case Study, sondern ein offener Austausch über das, was wir gelernt haben und was uns noch beschäftigt.
Was dich erwartet:
* Ein kurzer Einblick in unsere Estuarine-Mapping-Session und den Kontext
* Konkrete Learnings und Herausforderungen, die wir mitgenommen haben
* Offene Diskussion: Wie geht ihr mit ähnlichen Situationen um?
* Raum für Fragen, Ideen und gemeinsames Weiterdenken
Ob du Estuarine Mapping bereits kennst oder erst neugierig geworden bist – komm vorbei. Wir freuen uns auf den Austausch mit Menschen, die sich für Complexity Thinking, Cynefin und strategisches Navigieren in unklaren Situationen interessieren.
Hosting - Flight Levels® Flight Club #11
PLEASE NOTE: to attend to this meetup please RSVP directly at the [flight levels flight club event](https://www.meetup.com/flight-levels-flight-club-berlin/events/313519893/?utm_medium=referral&utm_campaign=share-btn_savedevents_share_modal&utm_source=link&utm_version=v2&member_id=206720451)
**Flight Levels® Flight Club #11 - This time, we are doing something different!**
For this **Flight Club** we’re playing a **hands-on flow game** where dice represent capacity, work moves across a simple board, and the system throws in the occasional surprise just to keep you on your toes.
We’ll spend about 2 hours playing in small teams, then do a quick chat about what we noticed, and how it relates to our working environment. No prior knowledge needed and everyone is welcome. We will...
* Play in multiple small teams
* Roll dice, move work and see what happens
* Capture data and metrics for analysis
* Have some fun, and learn something
* Quick debrief, and
* Some networking opportunities
Snacks and refreshments will also be available :-)
The evening will look something like this...
17:30 — Arrival and socialising
18:00 — Start and introductions
18:15 — Simulation rules and constraints
18:30 — Simulation begins
20:30 — Debrief
20:45 — Wrap up
21:00 — Finish
**We will start on time, so please be punctual.**
Looking forward to seeing you on Thursday April 16th.
Hosting CCB - Unser Erfahrungsbericht zum Estuarine Mapping
Estuarine Mapping ist ein mächtiges Werkzeug aus dem Cynefin-Ökosystem, um strategische Entscheidungen in komplexen Umfeldern zu navigieren – aber wie sieht das konkret aus, wenn man es zum ersten Mal in einer Organisation einsetzt?
Wir haben Estuarine Mapping selbst durchgeführt und dabei wertvolle Einblicke gewonnen: Was hat gut funktioniert? Wo sind wir an unsere Grenzen gestoßen? Und welche Fragen haben sich erst im Prozess aufgetan?
Beim diesem Meetup teilen wir unsere Erfahrungen aus der Praxis – ungeschönt und ehrlich. Kein perfekter Case Study, sondern ein offener
ACHTUNG: Anmeldung über das [Meetup der CyCoBe](https://www.meetup.com/cynefin-community-berlin/events/313817652/?utm_medium=referral&utm_campaign=share-btn_savedevents_share_modal&utm_source=link&utm_version=v2&member_id=206720451)
Austausch über das, was wir gelernt haben und was uns noch beschäftigt.
Was dich erwartet:
* Ein kurzer Einblick in unsere Estuarine-Mapping-Session und den Kontext
* Konkrete Learnings und Herausforderungen, die wir mitgenommen haben
* Offene Diskussion: Wie geht ihr mit ähnlichen Situationen um?
* Raum für Fragen, Ideen und gemeinsames Weiterdenken
Ob du Estuarine Mapping bereits kennst oder erst neugierig geworden bist – komm vorbei. Wir freuen uns auf den Austausch mit Menschen, die sich für Complexity Thinking, Cynefin und strategisches Navigieren in unklaren Situationen interessieren.
Mavericks Bouldering — Casual Climb & Hangout
A small NEXUS gathering built around movement and natural conversation.
**Important!**
We’re moving our full event schedule to our website.
👉 For all upcoming events and details, visit: [https://nexuswerkstatt.com](https://nexuswerkstatt.com)
Scaled Agile Framework Events Near You
Connect with your local Scaled Agile Framework community
The Story So Far: A WiA Reflection Circle
A WiA Collective Wisdom Exchange
At the start of this year, we gathered to look back, set intentions, and imagine the next chapter.
This is the follow-up.
Not a check-in. Not a progress report. A small, facilitated circle to reconnect with what you said mattered — and honestly explore what’s actually happening now.
Together, we’ll explore:
• What you intended at the start of this year - and what that looks like three months in
• What’s surprised you, supported you, or shifted
• What the next chapter needs now that you know what you know
If you were at our January gathering, bring whatever you made or wrote — your word, your artifact, your intention. We’ll look at it with fresh eyes. If this is your first time, you belong here too. You’ll start where we all started: with what’s true right now.
Optional art materials will be available for anyone who wants to reflect creatively alongside conversation. If you brought something home from January, you’re warmly invited to bring it back.
The intention is the same as always: everyone leaves feeling more clear, more connected, and a little lighter.
Space is intentionally limited to keep the experience intimate.
What to Expect
• A small, welcoming circle (not a large meetup)
• Structured conversation so everyone has space to speak
• Reflection, listening, and lived experience — not advice-giving
• Optional creative reflection alongside conversation
• A calm, supportive environment
Who This Is For
Women and underrepresented folks working in or around agile, product, technology, leadership, or organizational change — especially those looking for honest conversation and community beyond frameworks and buzzwords.
Good to Know
• No preparation required
• If you attended in January, we invite you to bring anything you created or wrote (or something that represents your intention at the start of the year) - it’s optional but invited
• Participation is invitational; listening is always welcome
• Creative activities are optional
Agile Coaching Circle -- IN-PERSON
Join other experienced and aspiring agile coaches and professionals to:
* develop and practice your coaching skills in a peer-to-peer environment
* share current successes and challenges in your work environment and get support from each other
* learn from each other, build better relationships and experiment with new ideas
***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.
Toledo Personality-Paired Local Singles
💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!**
**🔴 MUST READ: RSVP Alone Won't Get You In!**
To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone!
**📋 Choose Your Age Range Below to Register:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=network-for-active-local-singles-dating&ar=18-32&face_v=1.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=network-for-active-local-singles-dating&ar=30-46&face_v=1.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=network-for-active-local-singles-dating&ar=40-58&face_v=1.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=network-for-active-local-singles-dating&ar=55+&face_v=1.0)
---
🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself.
🎯 **Perfect for:**
- Introverts who shine in one-on-one conversations
- First-time speed daters seeking a welcoming, easy experience
- First-timers who want to date without the pressure of face-to-face meetings
- Busy professionals who value their time and comfort
**How It Works**
1. **Sign Up** – Click the registration link for your age bracket above.
2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening.
3. **Connect on Zoom** – No setup needed. Just click the link and you're in!
4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Toledo singles who share your vibe.
5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you!
**Event Details**
- **Format:** Hosted live on Zoom – guided, fun, and stress-free
- **Location:** No venue needed – just a comfy seat and a good internet connection
- **Host:** Your personal guide through the evening – friendly, encouraging, and fun
- **Vibe:** Light-hearted, easy-going speed dates with open-minded Toledo singles
- **Accessibility:** Join from any device – laptop, tablet, or phone
- **Duration:** About 60–90 minutes of structured, fun conversations
**Frequently Asked Questions**
**How long are the conversations?**
Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting!
**What happens after the event?**
We reveal mutual matches after the event. If you both liked each other, we help you connect!
---
✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨
What If Your AI Could Be a Team? - Chad Green
**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**
GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise.
We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration.
Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team.
**YouTube Link**
TBD
Global Azure - Columbus
The global Azure community is coming together again, and Columbus is officially on the map.
View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/)
On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure.
Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you!
**What to Expect**
* Engaging technical sessions
* Real-world Azure architecture & cloud-native patterns
* AI, agents, automation, and modern DevOps
* Food and drinks (because learning burns calories)
* Time to connect with fellow engineers, architects, and cloud enthusiasts
**Who Should Attend?**
* Software engineers (any language, any stack)
* Cloud architects
* DevOps engineers
* Data professionals
* AI explorers
* Platform builders
* Anyone who loves solving hard problems with great tools
If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home.
**Why Global Azure?**
Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned.
And yes, it’s free to attend!
Columbus HUG April
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/cbus-hug-2026/
Operating Data Pipelines at Scale: Lessons from a Metadata-Driven Architecture
We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows.
**Presenter: Dilshad Nasirov**
Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights.
https://www.linkedin.com/in/dilshad-nasirov-4538431/
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *Leading EDJE* for hosting our meetup!
Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/
**THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/.
**DIRECTIONS**
6515 Longshore Loop, Suite 300
Dublin, OH 43017
(3rd floor)
**FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH
**Want to sponsor the pizza and/or bar tab for a future meetup?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com






























