Cloud Infrastructure

AI is the future but getting started and taking that first step has been a challenge for some people. Azure Integration Services is a great way to get started exploring ideas on how we could use Azure AI Services. In this session we will look at how Logic Apps can help you go from Zero to Hero by making agent building easier. We will look at scenarios like integrating Copilot into your enterprise integration platform and scenarios like building an Energy Advisor agent with the Octopus Energy API's We will also talk about how I was able to use Logic Apps for rapid prototyping for an ISV product features. BIO: Michael Stephenson is a Cloud Specialist, Architect and Coach who has worked consistently with enterprise customers delivering production workloads using Microsoft Azure since it was in preview. He has been an Microsoft Most Valuable professional in Integration and Azure for 18 years.

**Venue:** Riverbank House, 2 Swan Ln, London EC4R 3AD **Please note:** 1\. 🚨🚨🚨 A valid photo ID is required by building security\. 🚨🚨🚨 2\. This event follows the [NumFOCUS Code of Conduct](https://numfocus.org/code-of-conduct). Please familiarise yourself with it before attending. If your RSVP status says "You're going" you will be able to get in. No need to show your RSVP confirmation when signing in. If you can no longer make it, please unRSVP as soon as possible. **Code of Conduct:** This event follows the NumFOCUS Code of Conduct. Please get in touch with the organisers with any questions or concerns. As always, there will be free food and drinks, generously provided by our host, Man Group. **Main Talks** 1. **Agentic Workflows for Data Engineers: How AI Agents Are Changing Our Daily Work** - [Yusuf Ganiyu](airscholar@gmail.com) Last month, I debugged a critical pipeline failure in 4 minutes that used to take 30. The difference? An AI agent that understands my data infrastructure. This isn't about replacing data engineers, it's about eliminating the toil that keeps us from high-value work. In this talk, I'll share practical experiments with agentic workflows from my work at AstraZeneca and teaching 20,000+ students at DataMasteryLab. We'll explore: * What agentic workflows actually are (beyond the hype) * Live demo: AI-assisted pipeline debugging with LangGraph * Practical patterns: Schema evolution, data quality monitoring, self-healing pipelines * The feature engineering bridge: Helping data scientists love you * What AI still can't do (and why that matters) Whether you're skeptical about AI hype or already experimenting, you'll leave with concrete patterns you can implement in your pipelines next week. 2. **Explore the Kingdom - Cursor the Data Engineer** - [Jethro Reeve](jethro.reeve@gmail.com) I built [explorethekingdom.co.uk](http://explorethekingdom.co.uk/ "http://explorethekingdom.co.uk") over Christmas using Cursor with Opus-4.5 and GPT-5.2 for the data engineering and UI. I've pulled \~15 Government data sources and have them represented on a map of the UK. This kind of data aggregation tool sells for thousands to niche consultancies. I built it while playing Minecraft on Boxing Day. What would you use it for? (Why) Is the software world so slow to catch up with the capabilities of vibe coding? **Lightning Talks** 1. **Github Codespaces for Data Analysis with Python - [Stelios Christodoulou](stelios.xristodoulou@gmail.com)** 2. **TBC** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Logistics** Doors open at **6.30 pm** (get there early as you'll need to sign in with building security). Talks start at **7:00 pm**, with drinks afterwards from **9:00 pm** at The Banker (EC4). We have reduced capacity for this event, but there will be plenty of people to discuss data science questions with. Please unRSVP in good time if you realise you can't make it. We're limited by building security on the number of attendees, so please free up your place for your fellow community members. If you want me to trim lightning talks down to two or shorten any abstracts, say which ones.

**03 Mar- Day 1- Welcome to Guatemala** Welcome to Guatemala. On arrival we will take a private transfer to Antigua. Once checked in you can join your guide and fellow group members for dinner. **04 Mar- Day 2: Antigua-UNESCO World Heritage Site** After breakfast we walk round this beautiful UNESCO World Heritage Site. Antigua’s well-preserved colonial buildings and cobblestone streets with volcanoes in the backdrop will certainly wow you. We visit the Santa Catalina Arch, La Merced Church, and explore local markets. **05 Mar- Day 3: Antigua-Visit Chichi’s Colourful Market** We will travel to Chichicastenango a small Mayan town in Guatemalan Highlands to visit this stunning craft market, the largest in Central America. Alternatively today- depending on your fitness levels you and choose to hike an active volcano and witness incredible vistas. You must have a high level of fitness to do this. **06 Mar- Day 4: Travel to Stunning Lake Atitlán** Today we will travel to Lake Atitlán, surrounded by volcanoes and indigenous villages. The stunning scenery of one of the most beautiful lakes in the world. You have an optional Sunrise hike to Indian Nose for panoramic views. You need to have good fitness levels to do this and will need to prebook as departs in the early hours of the morning. **07 March -Day 5: Lake Atitlán** Today we will Take a boat tour to visit villages like San Juan La Laguna and Santiago Atitlán, two of the villages around this beautiful lake and walk through local markets and workshops in the villages, experiencing the vibrant culture and traditions of the indigenous communities. **08 March- Day 6: Lake Atitlán to Flores** Today we travel to Guatemala City to take a 1-hour flight to Flores, the gateway to Tikal. We will take an evening stroll around the charming island town with a picturesque setting on Lake Petén Itzá. **09 March -Day 7: Tikal National Park** Today we set off on our Full-day exploration of Tikal, one of the largest and most impressive Mayan ruins. Climb Temple IV for panoramic views of the jungle canopy. Feel the wow factor standing atop ancient Mayan temples surrounded by dense jungle. **10 March -Day 8: Tikal to San Ignacio, Belize** Today we Cross the border into Belize and travel to San Ignacio. We will explore the town and visit the Green Iguana Conservation Project. **11 March-Day 9: San Ignacio (Cave Adventure)** Today we will go on an adventurous tour to the ATM Cave (Actun Tunichil Muknal), an ancient Mayan archaeological site with ceremonial artifacts and skeletal remains. Exploring a cave that offers a unique combination of natural beauty and ancient history. **12 March-Day 10: San Ignacio to Caye Caulker** Today we travel to Caye Caulker, a relaxed island off the coast of Belize. The laid-back Caribbean vibe and crystal-clear waters. Relax and kick back and enjoy some beach time. **13 March- Day 11: Caye Caulker -Explore the Island** Today you can rent bikes or golf carts to explore the island. Enjoy local seafood, visit The Split, and relax on the beach. Experiencing island life with no cars, just bikes, and golf carts. **14 March 12: Caye Caulker – Free Day** Today is a free day, maybe join a snorkelling tour to Hol Chan Marine Reserve and Shark Ray Alley and see colourful corals, swim with nurse sharks, and spot rays in one of the top marine reserves in the world. **15 March:Day 13: Caye Caulker to Belize City for flight home** Today we take go back to the mainland and head for Belize City for your flight home taking with you beautiful memories of the trip. The cost will be £1999.00 per person based on two people sharing a twin room. Single supplement £399.00. The price is guaranteed for all deposits paid by 01 July 2025. Places will be limited, so reserve your place now to avoid disappointment. If you are interested in reserving a place, click the link below to pay your deposit of £250.00. (Deposits are refundable if the trip gets cancelled due to government advice.)(Travel Insurance is mandatory for all trips. Places will be limited so places will be offered on a first come first serve basis on receipt of deposit. Please also ensure you have 6 months validity on your passport. **\*\*Please do not book your flights until we give the go ahead\*\*** Entry Requirements Guatemala https://www.gov.uk/foreign-travel-advice/guatemala Entry Requirements Belize https://www.gov.uk/foreign-travel-advice/belize Deposit Link [https://buy.stripe.com/7sI9AUcsrgp5bVS6uS](https://buy.stripe.com/7sI9AUcsrgp5bVS6uS) **What’s Included?** · Sharing a twin room at 3 and 4-star hotels with breakfast (single supplement £399.00) · All transfers in private air-conditioned vehicles · All sightseeing and entry fees as mentioned · English-speaking local guide · Domestic flight from Guatemala City to Flores · Airport Transfers if arriving on recommended flights

**Welcome to Networx London: PropTech Revolution in Real Estate for Startup & Professionals!** Are you a real estate investor, property developer, or industry professional looking to connect with others shaping the future of property? Join us for a relaxed and engaging evening designed for innovators, leaders, and changemakers in real estate, property investment, and development. Whether you’re an agent, broker, developer, investor, architect, interior designer, property manager, or aspiring entrepreneur—this is your space to meet like-minded people, exchange ideas, and spark new opportunities. We start at **6:30 PM** with a warm welcome and light icebreakers to get conversations flowing, followed by **open networking all evening**. No formal pitches—just real connections, fresh ideas, and meaningful relationships in a friendly, laid-back setting. 📍 **Venue: The Listing, Cannon Street** Located in the heart of London’s financial district, The Listing offers a refined yet relaxed atmosphere ideal for networking and socializing. With its contemporary interiors, comfortable spaces, and lively but professional vibe, it’s the perfect setting for after-work drinks and meaningful conversations. Just steps away from Cannon Street station, the venue is easy to reach and perfectly positioned for professionals looking to connect in a stylish, central location. 📅 **Event Schedule** **18:30 – 19:00 \| Welcome** Kick off with a warm intro and fun icebreakers to set the tone. **19:00 – 19:30 \| Meet & Greet** Mingle and network in an open, friendly setting. **19:30 – 21:30 \| Informal Networking** Free-flowing, informal networking all evening—no sales, no pressure. Just authentic connections with amazing people. 💡 **Why Attend?** 🤝 **Build Connections** – Meet business leaders, investors, and professionals across London. 🚀 **Unlock Opportunities** – Find potential partners, collaborators, or clients. 📈 **Stay Ahead** – Explore the latest trends in real estate, investment, development, and urban planning. 👥 **Who’s coming?** This event is ideal for real estate investors, property developers, architects, interior designers, real estate agents, brokers, property managers, urban planners, construction professionals, and anyone passionate about the future of property and the built environment. **🎟 Tickets & Entry** To avoid the venue getting overcrowded and ensure everyone enjoys an amazing night, we've introduced a small ticket price to keep things running smoothly. **Limited spots!** Register today and hit **Follow** for updates on future weekly events. 📸 **Event Photography:** Please note that photos and videos may be taken for promotional purposes. **Note**: Proof of ID required for alcoholic beverages. 18+ only. 🔗 \*\*Join our WhatsApp group to connect before and after the event:\*\*👉 [https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg](https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg "https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg")

We'll be meeting to play games. Invitation open to all members and drop ins. No need to bring your own games as there are always options from other members but please do so if there's something you're interested in playing. Some longer games we've played recently include Eclipse, Dungeon Lord, Hansa Teutonica, Star Wars: Outer Rim and Inis. But we've also played medium/light games like Heat, Flamme Rouge, Fallout and Ride the Rails. Plus some short card games like Lords of Scotland and Skull King. Most people generally arrive by about 7:30. You can park at the pub for free if you validate at the bar and there may also be space on nearby streets. Please also see our facebook group for some further details and discussion: https://www.facebook.com/groups/315820376735888 Attendance is free and the pub's bar and kitchen should be open.

**Welcome to Networx London!** Are you a real estate investor, property developer, or industry professional looking to connect with others shaping the future of property? Join us for a relaxed and engaging evening designed for innovators, leaders, and changemakers in real estate, property investment, and development. Whether you’re an agent, broker, developer, investor, architect, interior designer, property manager, or aspiring entrepreneur—this is your space to meet like-minded people, exchange ideas, and spark new opportunities. We start at **6:30 PM** with a warm welcome and light icebreakers to get conversations flowing, followed by **open networking all evening**. No formal pitches—just real connections, fresh ideas, and meaningful relationships in a friendly, laid-back setting. 📍 **Venue: The Listing, Cannon Street** Located in the heart of London’s financial district, The Listing offers a refined yet relaxed atmosphere ideal for networking and socializing. With its contemporary interiors, comfortable spaces, and lively but professional vibe, it’s the perfect setting for after-work drinks and meaningful conversations. Just steps away from Cannon Street station, the venue is easy to reach and perfectly positioned for professionals looking to connect in a stylish, central location. 📅 **Event Schedule** **18:30 – 19:00 \| Welcome** Kick off with a warm intro and fun icebreakers to set the tone. **19:00 – 19:30 \| Meet & Greet** Mingle and network in an open, friendly setting. **19:30 – 21:30 \| Informal Networking** Free-flowing, informal networking all evening—no sales, no pressure. Just authentic connections with amazing people. 💡 **Why Attend?** 🤝 **Build Connections** – Meet business leaders, investors, and professionals across London. 🚀 **Unlock Opportunities** – Find potential partners, collaborators, or clients. 📈 **Stay Ahead** – Explore the latest trends in real estate, investment, development, and urban planning. 👥 **Who’s coming?** This event is ideal for real estate investors, property developers, architects, interior designers, real estate agents, brokers, property managers, urban planners, construction professionals, and anyone passionate about the future of property and the built environment. **🎟 Tickets & Entry** To avoid the venue getting overcrowded and ensure everyone enjoys an amazing night, we've introduced a small ticket price to keep things running smoothly. **Limited spots!** Register today and hit **Follow** for updates on future weekly events. 📸 **Event Photography:** Please note that photos and videos may be taken for promotional purposes. **Note**: Proof of ID required for alcoholic beverages. 18+ only. 🔗 \*\*Join our WhatsApp group to connect before and after the event:\*\*👉 [https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg](https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg "https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg")

**Neurospicy Comedy Night – London’s Funniest, Messiest Comedy Gig** Meet in the function room upstairs in the pub! Unfortunately, I (Kieran) have come down with a stomach bug. I do not want to pass it on to you, so I won't be there. But ADAM DORE will be there from 6pm. Finally, a comedy night where nobody tells you to “make eye contact.” This is *Neurospicy Comedy Night*: jokes about meds, masking, meltdowns and that weird thing you said in 2009 that still haunts you at 3am. What you’ll get: \- Comics who are neurodivergent\, or at least neurodivergent\-adjacent enough to understand why you arrived early and still felt late\. \- Rants\, rambles and routines that probably weren’t rehearsed in the mirror because mirrors are stressful\. \- An audience that actually gets it **Upstairs at The White Hart, 22 Great Suffolk Street, Southwark, SE1 0UG** The Meetup chit-chat starts at 6.15 - find us upstairs! The show starts 19:30, finishes at 21:30. There's a 20 minute break in the middle because late-stage capitalism insists you spend 30 quid at the bar and buy crisps. Tickets: Only £15 - Cheaper than that free trial you forgot to cancel (or that oatmilk cappuccino in Shoreditch). [GET TICKETS HERE](https://www.jokepit.com/comedy-in/london/neurospicy-comedy-a-neurodivergent-comedy-night/53918) If you’re neurodivergent, know someone who is, or just enjoy comedy that doesn’t feel like it was written in a focus group, this is your night. For you robots out there: ADHD London \| ADHD \| Autism \| Neurodivergent Friendly \| Neurodivergent Comedy \| Inclusive London \| Comedy London \| New friends \| EVERYONE WELCOME

Hi folks! Welcome to our March Cloud Native London meetup! Join us to hear from our three great speakers and network with your fellow techies over pizza and drinks, or alternatively chat and following along on Youtube! 6:00 Pizza and drinks 6:30 Welcome 6:45 Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike) 7:15 Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies) 7:45 Break 8:00 eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed) 8:30 Wrap up See you there! Cheryl (@oicheryl) **Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike)** Modern systems are challenged by volatility. Traffic patterns shift without warning, workloads evolve continuously, and failures are no longer exceptional events. In this environment, average performance is meaningless. What matters is whether systems behave predictably when conditions change. This session explores how system design choices determine behavior under volatility. We will discuss why many modern architectures rely on fragile assumptions about steady-state workloads, cache locality, or predictable growth, and how those assumptions break down in real production environments. Through concrete examples and architectural discussion, we will examine what it means to design systems that remain predictable as load, access patterns, and scale evolve. The goal is not to showcase tools or benchmarks, but to build a shared mental model for thinking about predictability as a first-class system property. *Behrad Babaee is a software engineer who leads Product Marketing at Aerospike, shaping positioning and go-to-market strategy for real-time data systems in the AI era.* *He began his career building scalable, distributed applications for organisations including Barclays and Credit Suisse, before moving into architecture and field leadership roles at Aerospike and DataStax.* *Today, he combines deep engineering expertise with strategic product leadership, focusing on how organisations design systems that remain predictable, resilient and performant under real-world volatility.* **Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies)** Is it the network, the app, or the database? In complex microservices environments, "mean time to innocence" is a critical metric for platform engineers. HAProxy sits at the convergence of these traffic flows, providing a unique vantage point to answer the ultimate observability question: "WTF is going on?". We'll do a deep dive into the metrics that matter, so you can detect anomalies before users complain. You will learn: * The difference between monitoring and observability in a reverse proxy context. * How to access HAProxy’s detailed logs, stats, and stick-tables. * How to analyze the "life of a request" using precise timers to pinpoint latency sources. * How to use HAProxy’s observability features to fix real-world issues (demo) * How HAProxy Fusion provides centralized observability and automation for enterprise deployments at scale. *Baptiste Assmann is Director of Product at HAProxy Technlogoes. He spent his carreer on networking and high performance architecture. Today, he plays a key role on HAProxy's ecosystem evolution: from bare metal to Kubernetes and from load balancing to advanced security at scale and always looking forward for what's next!* **eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed)** eBPF: Revolutionizing Cloud-Native Security from the Kernel Up Cloud-native architectures have fundamentally broken traditional security models. While 67% of organizations now delay deployments due to Kubernetes security concerns, conventional tools remain blind to the dynamic, ephemeral nature of containers—operating from the outside looking in, missing critical kernel-level threats until it's too late. This session reveals how eBPF (extended Berkeley Packet Filter) is transforming cloud-native security by moving visibility and enforcement directly into the Linux kernel. Through real-world case studies from Meta, Google, and Cloudflare—where eBPF processes billions of packets per second and mitigates multi-terabit DDoS attacks—you'll discover how this technology delivers 10x performance improvements with <1% CPU overhead. We'll explore the production-ready CNCF ecosystem (Falco, Tetragon, Cilium) and demonstrate practical security observability patterns: process execution monitoring, network correlation with Kubernetes context, file integrity tracking, and syscall anomaly detection. No kernel modules. No code changes. Complete visibility. Whether you're battling container escapes, cryptojacking, or compliance gaps, this talk provides the architectural blueprint for security that matches the speed and scale of cloud-native—without sacrificing agility. *Alam Ahmed is a Junior Cloud & DevOps Engineer with NOC operations experience and a focus on cloud security. He has spoken at Elastic London and Yorkshire DevOps on Security as Code practices, contributes to open-source projects including Envoy AI Gateway, and is passionate about kernel-level observability and cloud-native defense.* ***Check out [https://www.oicheryl.com/cloudnativelondon](https://www.oicheryl.com/cloudnativelondon) if you're interested in speaking or sponsoring.***

Agenda 6.30PM Registration&nbsp;(Snacks) 7.00PM Welcome 7.15PM Workshop (1hr 45min) 9.00PM till 10.00PM Networking&nbsp;(pizzas & drinks) Speaker & Content Wietse Venema Senior Developer Relations Engineer, Google Title : Hands-on with Agent Development Kit Description : Get hands-on with Google Agent Development Kit (ADK), Google’s framework for building, evaluating, and deploying AI agents. You'll progressively learn to design advanced agents and train them to play the text-based adventure game “The Garden of the Forgotten Prompt”. Get ready to explore a mysterious world, solve puzzles, and uncover secrets! Ideal for developers and architects aiming to build next-generation, intelligent applications. Disclaimer Participants are required to bring their own, charged laptop. Please note that registration is needed to enter the event - We will not be able to grant access on the day without a ticket. Please show proof of ticket confirmation upon arrival. Please ensure you register with your&nbsp;full legal name&nbsp;- We are unable to accept registrations without surnames or name abbreviations. Agenda --- Hosted By Amanda Cavallaro, GDG Organizer I'm an Aikidoka, Developer Advocate, Software Developer, Google Developers Expert, Linkedin Learning Author and a Full Stack Web Development Specialist. Saverio Terracciano, GDG Organizer Stefano Le Pera, GDG Organizer Lorenzo Turrino, GDG Organizer Natalie Godec, GDG Organizer Systems/DevOps/Cloud engineer and a resident GCP expert. Women TechMakers Ambassador, Google Developer Expert in Cloud and Champion Innovator. I photograph, drink tequila and collect designer handbags ✨ Kubra Harmankaya, Android Developer Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-london-presents-hands-on-with-agent-development-kit-adk/.

We're holding the first of our 2026 London MeetUp events on **Wednesday, 4th March @ 6pm**, courtesy of our hosts [Fivium](fivium.co.uk) and [Tarmac IO](www.tarmac.io). We'll take care of the pizza, drinks and two great presentations. You just need to bring you. **AGENDA** * **18:00:** Doors Open, networking, drinks & pizza * **18.45:** Official Welcome * **18.50:** A data hoarder's guide to surviving cloud bills -- Darko Klincharski, DevOps Lead @ Tarmac.io * **19.20:** You are the role model -- Beverly Clarke MBE, Tech Education Expert * **19:50:** Close * **20:00:** Networking and drinks **LOCATION** [Fivium ](https://www.fivium.co.uk/) 15 Adam St, London WC2N 6AH **what3words Address:** ///trim.most.other **HOW TO GET THERE** **Tube:** Embankment (5 mins) - District and Circle, Northern, Bakerloo Covent Garden (5 mins) - Piccadilly Line Temple (8 mins) - District and Circle Line

**\*\*\*Important Note: Please register [here](https://www.meetup.com/cloud-native-london/events/312298108/?eventOrigin=group_upcoming_events)\*\*\*** We're thrilled to be speaking at the March edition of Cloud Native London! Join us for an evening of deep-tech insights and networking with the local cloud-native community. If you can’t make it in person, you can still catch the livestream and chat with us on YouTube. **Agenda** 6:00 Pizza and drinks 6:30 Welcome 6:45 Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike) 7:15 Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies) 7:45 Break 8:00 eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed) 8:30 Wrap up See you there! **Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike)** Modern systems are challenged by volatility. Traffic patterns shift without warning, workloads evolve continuously, and failures are no longer exceptional events. In this environment, average performance is meaningless. What matters is whether systems behave predictably when conditions change. This session explores how system design choices determine behavior under volatility. We will discuss why many modern architectures rely on fragile assumptions about steady-state workloads, cache locality, or predictable growth, and how those assumptions break down in real production environments. Through concrete examples and architectural discussion, we will examine what it means to design systems that remain predictable as load, access patterns, and scale evolve. The goal is not to showcase tools or benchmarks, but to build a shared mental model for thinking about predictability as a first-class system property. ***Behrad Babaee*** *is a software engineer who leads Product Marketing at Aerospike, shaping positioning and go-to-market strategy for real-time data systems in the AI era.* *He began his career building scalable, distributed applications for organisations including Barclays and Credit Suisse, before moving into architecture and field leadership roles at Aerospike and DataStax.* *Today, he combines deep engineering expertise with strategic product leadership, focusing on how organisations design systems that remain predictable, resilient and performant under real-world volatility.* **Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies)** Is it the network, the app, or the database? In complex microservices environments, "mean time to innocence" is a critical metric for platform engineers. HAProxy sits at the convergence of these traffic flows, providing a unique vantage point to answer the ultimate observability question: "WTF is going on?". We'll do a deep dive into the metrics that matter, so you can detect anomalies before users complain. You will learn: * The difference between monitoring and observability in a reverse proxy context. * How to access HAProxy’s detailed logs, stats, and stick-tables. * How to analyze the "life of a request" using precise timers to pinpoint latency sources. * How to use HAProxy’s observability features to fix real-world issues (demo) * How HAProxy Fusion provides centralized observability and automation for enterprise deployments at scale. ***Baptiste Assmann*** *is Director of Product at HAProxy Technlogoes. He spent his carreer on networking and high performance architecture. Today, he plays a key role on HAProxy's ecosystem evolution: from bare metal to Kubernetes and from load balancing to advanced security at scale and always looking forward for what's next!* **eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed)** eBPF: Revolutionizing Cloud-Native Security from the Kernel Up Cloud-native architectures have fundamentally broken traditional security models. While 67% of organizations now delay deployments due to Kubernetes security concerns, conventional tools remain blind to the dynamic, ephemeral nature of containers—operating from the outside looking in, missing critical kernel-level threats until it's too late. This session reveals how eBPF (extended Berkeley Packet Filter) is transforming cloud-native security by moving visibility and enforcement directly into the Linux kernel. Through real-world case studies from Meta, Google, and Cloudflare—where eBPF processes billions of packets per second and mitigates multi-terabit DDoS attacks—you'll discover how this technology delivers 10x performance improvements with <1% CPU overhead. We'll explore the production-ready CNCF ecosystem (Falco, Tetragon, Cilium) and demonstrate practical security observability patterns: process execution monitoring, network correlation with Kubernetes context, file integrity tracking, and syscall anomaly detection. No kernel modules. No code changes. Complete visibility. Whether you're battling container escapes, cryptojacking, or compliance gaps, this talk provides the architectural blueprint for security that matches the speed and scale of cloud-native—without sacrificing agility. ***Alam Ahmed*** *is a Junior Cloud & DevOps Engineer with NOC operations experience and a focus on cloud security. He has spoken at Elastic London and Yorkshire DevOps on Security as Code practices, contributes to open-source projects including Envoy AI Gateway, and is passionate about kernel-level observability and cloud-native defense.* **\*\*\*Important Note:** Please register [here](https://www.meetup.com/cloud-native-london/events/312298108/?eventOrigin=group_upcoming_events)\*\*\*

**\*\*\*Important Note: Please register [here](https://www.meetup.com/cloud-native-london/events/312298108/?eventOrigin=group_upcoming_events)\*\*\*** We're thrilled to be speaking at the March edition of Cloud Native London! Join us for an evening of deep-tech insights and networking with the local cloud-native community. If you can’t make it in person, you can still catch the livestream and chat with us on YouTube. **Agenda** 6:00 Pizza and drinks 6:30 Welcome 6:45 Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike) 7:15 Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies) 7:45 Break 8:00 eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed) 8:30 Wrap up See you there! **Predictable Systems in an Unpredictable World (Behrad Babaee, Aerospike)** Modern systems are challenged by volatility. Traffic patterns shift without warning, workloads evolve continuously, and failures are no longer exceptional events. In this environment, average performance is meaningless. What matters is whether systems behave predictably when conditions change. This session explores how system design choices determine behavior under volatility. We will discuss why many modern architectures rely on fragile assumptions about steady-state workloads, cache locality, or predictable growth, and how those assumptions break down in real production environments. Through concrete examples and architectural discussion, we will examine what it means to design systems that remain predictable as load, access patterns, and scale evolve. The goal is not to showcase tools or benchmarks, but to build a shared mental model for thinking about predictability as a first-class system property. ***Behrad Babaee*** *is a software engineer who leads Product Marketing at Aerospike, shaping positioning and go-to-market strategy for real-time data systems in the AI era.* *He began his career building scalable, distributed applications for organisations including Barclays and Credit Suisse, before moving into architecture and field leadership roles at Aerospike and DataStax.* *Today, he combines deep engineering expertise with strategic product leadership, focusing on how organisations design systems that remain predictable, resilient and performant under real-world volatility.* **Observability with HAProxy: detecting what is not working and why (Baptiste Assmann, HAProxy Technologies)** Is it the network, the app, or the database? In complex microservices environments, "mean time to innocence" is a critical metric for platform engineers. HAProxy sits at the convergence of these traffic flows, providing a unique vantage point to answer the ultimate observability question: "WTF is going on?". We'll do a deep dive into the metrics that matter, so you can detect anomalies before users complain. You will learn: * The difference between monitoring and observability in a reverse proxy context. * How to access HAProxy’s detailed logs, stats, and stick-tables. * How to analyze the "life of a request" using precise timers to pinpoint latency sources. * How to use HAProxy’s observability features to fix real-world issues (demo) * How HAProxy Fusion provides centralized observability and automation for enterprise deployments at scale. ***Baptiste Assmann*** *is Director of Product at HAProxy Technlogoes. He spent his carreer on networking and high performance architecture. Today, he plays a key role on HAProxy's ecosystem evolution: from bare metal to Kubernetes and from load balancing to advanced security at scale and always looking forward for what's next!* **eBPF: Revolutionizing Cloud-Native Security (Alam Ahmed)** eBPF: Revolutionizing Cloud-Native Security from the Kernel Up Cloud-native architectures have fundamentally broken traditional security models. While 67% of organizations now delay deployments due to Kubernetes security concerns, conventional tools remain blind to the dynamic, ephemeral nature of containers—operating from the outside looking in, missing critical kernel-level threats until it's too late. This session reveals how eBPF (extended Berkeley Packet Filter) is transforming cloud-native security by moving visibility and enforcement directly into the Linux kernel. Through real-world case studies from Meta, Google, and Cloudflare—where eBPF processes billions of packets per second and mitigates multi-terabit DDoS attacks—you'll discover how this technology delivers 10x performance improvements with <1% CPU overhead. We'll explore the production-ready CNCF ecosystem (Falco, Tetragon, Cilium) and demonstrate practical security observability patterns: process execution monitoring, network correlation with Kubernetes context, file integrity tracking, and syscall anomaly detection. No kernel modules. No code changes. Complete visibility. Whether you're battling container escapes, cryptojacking, or compliance gaps, this talk provides the architectural blueprint for security that matches the speed and scale of cloud-native—without sacrificing agility. ***Alam Ahmed*** *is a Junior Cloud & DevOps Engineer with NOC operations experience and a focus on cloud security. He has spoken at Elastic London and Yorkshire DevOps on Security as Code practices, contributes to open-source projects including Envoy AI Gateway, and is passionate about kernel-level observability and cloud-native defense.* **\*\*\*Important Note:** Please register [here](https://www.meetup.com/cloud-native-london/events/312298108/?eventOrigin=group_upcoming_events)\*\*\*

**DSTI AWS Cloud Club – Level Up Your Portfolio & Ship an ML Model on AWS** *(Paris Campus / Online)* Ready to move from theory to real cloud deployment? Join us for our **AWS Cloud Club** event at **DSTI Paris** and take your **portfolio** to the next level. In this hands-on **workshop**, you’ll set up your cloud development environment and deploy a simple web portfolio while discovering how real AWS services work together. 📅 **Friday 6th March** 🕒 **15:30 – 17:00 (CET)** 📍**DSTI Paris Campus & Online** 🔍 **What we’ll cover :** ⚙️ *Get Ready* Set up your development environment for cloud projects. 🌐 *Build Your Portfolio* Create and deploy a simple web portfolio using GitHub. ☁️ *Explore AWS Core Services* Hands-on demo with: * AWS Lambda * Amazon S3 * API Gateway You’ll see how these services connect to power a real serverless application. 🎁 **Bonus :** We’ll end the session with a short interactive **quiz**, with **prizes** to win ! 👀 🎯 **Why join?** * Strengthen your technical portfolio * Deploy a real project on AWS * Understand serverless architecture in practice * Gain hands-on experience beyond theory * Connect with other motivated DSTI students Whether you're into **DA**, **DS**, **DE**, or **CY**, this workshop will help you build something concrete and showcase-ready. Let’s build, deploy, and level up together.

And we're back! We are excited to announce that on Wednesday, March 4th, we will host our first AI Exchange event of the year at AWS London. Join us for another night of insightful conversations, expert perspectives and real world examples exploring how AI is being built, scaled, and applied across industries. We have three brilliant talks to kick us off this year. Hope to see you there and please RSVP as soon as you can to secure your place. **Agenda:** **[Kaitlin Brabec](https://www.linkedin.com/in/kaitlinbrabec/) @ [We Build AI](https://www.linkedin.com/company/webuild-ai/)** **Practical Tips For Using AI To Enhance And Accelerate Your Work (Without Compromising On Quality Or Learning) by an AI Engineer** As AI becomes embedded in how we work, the expectation to deliver quickly and correctly is higher than ever. But the real opportunity is how to use AI to genuinely grow, both personally and professionally, along the way. Kaitlin shares real examples from her work as an AI Engineer - from picking up software engineering best practices, to data engineering techniques, to project management tasks - and the simple habits she developed to use AI in a way that builds real knowledge you can reuse and lean on next time. Kaitlin also shares how she stays up to date with the latest AI learnings to keep refining her technique and growing over time. Whether you're technical or not, this session will provide practical tips to use AI whilst balancing quality output and self-development. Kaitlin is a Senior AI Engineer at WeBuild-AI. Kaitlin has 4 years of hands-on experience delivering GenAI and Agentic AI solutions to enterprise clients, with a focus on the energy and utilities sectors. Recent client feedback includes "I'm very impressed with the speed and quality of work that was delivered on this project". Kaitlin is passionate about using AI not just to build, but to keep growing her skills outside the norms and sharing best practices with both the WeBuild-AI team and beyond. Outside of work, Kaitlin is a keen athlete and is currently training for her next half Ironman race. **[Amit Dhingra](https://www.linkedin.com/in/amitdhingra7/) @ AWS** **The Agentic Enterprise: How AI Agents Are Rebuilding Business in 2026** This session explores the transformative shift from AI assistants to autonomous AI agents in 2026, showcasing real-world production deployments across finance and retail that are fundamentally changing how businesses operate. The Paradigm Shift: We've moved from AI as chatbots (2023) and copilots (2025) to autonomous agents (2026) that plan, decide, and execute complete workflows independently. While 64% of professionals now use AI agents, only 25% use them regularly—creating a widening competitive gap. Amit will discuss how agentic AI differs fundamentally from current AI tools they useConcrete examples of agents operating in production today. The career implications for developers, technical professionals, and business leaders. Unlike the internet transition that took 20 years, the agentic AI shift is happening in 20 months. Organizations that master agent orchestration in 2026 will have significant competitive advantages, while those waiting risk falling permanently behind. **Lisa Smisson @** **[Sky](https://www.linkedin.com/company/sky/)** **AI Journey and Software Development Transformation Summary** Lisa's AI journey started with a simple need: creating illustrations for a story she’d written for her daughter. After her arty husband quoted a couple of weeks to create a few pictures to illustrate it, she decided to try ChatGPT's image generation capabilities. In just a few hours, she created all the illustrations needed, a moment that revealed AI's transformative potential. Lisa will take us through her journey of software development using AI coding assistants, without ever having written a line of code. Calling out key points to consider on AI transformation. Lisa is an AI Delivery Manager at NBCUniversal/Sky, on her 12-month AI journey and its implications for software development transformation. We look forward to seeing you all soon! All the best, Tony, Andrea and The AI Exchange team The AI Exchange is brought to you in partnership with[ LinuxRecruit](https://www.linuxrecruit.co.uk/) and[ AWS.](https://aws.amazon.com/) LinuxRecruit is building the next wave of Technology Unicorns in Europe. Whether you're hiring or exploring your next opportunity,[ get in touch](https://www.linuxrecruit.co.uk/contact-us). The types of roles we have currently are across Founding Engineers, Product Engineers, Software Engineers, AI/ML Engineers, Data Engineers, Product Managers, Modern Infrastructure Engineers.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

The global Azure community is coming together again, and Columbus is officially on the map. On **Saturday, April 18, 2026**, the Azure Columbus Meetup is 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 We’re lining up a strong set of speakers from the local and regional Azure community. Speaker announcements coming soon! **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!

Topic to be announced! **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

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

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

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.