Network Architecture

**SPACES ARE LIMITED – BOOK YOUR TICKET BEFORE THE EVENT:** **[https://www.eventbrite.com/e/1987816092443?aff=oddtdtcreator](https://www.eventbrite.com/e/1987816092443?aff=oddtdtcreator)** TechConnect invites you to an exclusive evening where tech startups, seasoned investors, and forward-thinking entrepreneurs come together. This event is designed purely for networking, offering a unique opportunity to connect with industry leaders, innovative startups, and potential investors in a relaxed, informal setting. **Why Attend?** * **Pure Networking:** Immerse yourself in a buzzing atmosphere where the sole agenda is to network. Engage in one-on-one conversations, explore synergies, and build lasting professional relationships within the tech community. * **Diverse Attendees:** Meet a wide array of participants from across the tech industry, from emerging startup founders to influential tech investors. This diversity creates a rich soil for cross-pollination of ideas and potential collaborations. * **Ideal Setting:** Held at a venue conducive to open exchanges and informal interactions, TechConnect provides the perfect backdrop to expand your network and gain industry insights through organic conversations. Join us at TechConnect for an evening of exclusive networking tailored to the tech community's vibrant spirit. Expand your professional network, uncover new opportunities, and enjoy engaging discussions with peers and potential partners.

​​*A 'Humans in the Loop' community event with Elastic, Uptime Labs & PagerDuty in collaboration with OOPS!* ​​We’re taking over the Greenwich Design District for an evening dedicated to the unsung heroes of the stack: **The Humans in the Loop.** AI adoption offers a range of benefits, but while our systems get more complex, the role of the human in incident response has never been more critical. ​Come trade your real-time operations stories, share your best 'oops' moments, and learn how to keep the 'human' in your high-availability architecture. 📅 **Date and Time:** Monday, June 1, from 6:00-9:00 PM 📍 **Location:** Design District Address: 19 Soames Walk, London SE10 0AX, UK ​​**What to expect:** * ​​🎤 **Lightning Keynotes** \- short\, sharp and stimulating\, local experts share their takes\. * ​​🍻 **Sip & Savour:** Delicious pizza and refreshing drinks to fuel the conversation. * ​​🤝 **The OOPs Group:** Connect with the outage ops + incident response community, because misery loves company, but resilience loves a party. ​🧠 **Talks** **Many Humans in Many Loops** by **Carly Richmond**, Developer Advocate Lead (Elastic) *Human in the Loop, or HITL, provides us the ability to validate AI output using friendly and knowledgeable humans. But is that the only human loop in AI incident management systems? Join Carly as she covers other human loops, including reinforcement learning with feedback and context engineering, and how loops with a low threshold encourage alert fatigue.* **Incident Response Reimagined: Accelerating Resolution with AI Agents** by **Daniel Afonso**, Senior Developer Advocate (PagerDuty) *Learn how PagerDuty is leveraging Agentic AI to transform the incident lifecycle from reactive firefighting to proactive prevention.* *Daniel demonstrates how new tools like the SRE Agent and Scribe Agent assist engineers during high-pressure outages by autonomously triaging alerts, querying logs in tools like Grafana, and transcribing context directly into incident channels.* *Beyond immediate response, this demo highlights a "shift left" strategy using the new PagerDuty MCP server and Claude Code plugin, which allows developers to assess the risk of code changes against historical incident data before deployment, ultimately aiming to reduce the frequency of on-call.* ✍️ ​​**RSVP now before we reach capacity**

This event is mainly promoted outside of Meetup and we expect around 40 guests **Kindly note that this is a paid event and the average number of attendees for our events is 60-70 people. You can register on [https://www.eventbrite.co.uk/e/business-networking-in-mayfair-meet-investors-entrepreneurs-directors-tickets-1988706996160?aff=meetup](https://www.eventbrite.co.uk/e/business-networking-in-mayfair-meet-investors-entrepreneurs-directors-tickets-1988706996160?aff=meetup)** Join London's most exclusive business networking event at Hay Hill Mayfair. Meet founders, investors & business leaders. **Join an exclusive business networking event in the heart of Mayfair, London — designed for entrepreneurs, company directors, investors, startup founders, and senior professionals ready to build meaningful relationships and discover high-value opportunities.** Hosted at the prestigious **Hay Hill Private Members Club** (W1J, Berkeley Square), this **London business networking event** brings together high-level decision-makers, **angel investors**, **venture capital professionals**, **CEOs**, and **business owners** for quality conversations, collaborations, and long-term professional connections in one of London's most iconic settings. Whether you are growing a startup, scaling a company, raising investment, or expanding your **London professional network** — this **exclusive business networking event in Mayfair** offers the perfect premium environment to meet the right people and grow your business. **💼 Why Attend This London Business Networking Event?** * Connect with **entrepreneurs, business owners, CEOs**, and senior decision-makers * Meet **angel investors, venture capital professionals**, consultants, advisors, and partnership-ready professionals * Build meaningful **business relationships** in an elegant Mayfair private members club * Explore **collaborations, joint ventures**, and high-value introductions * Expand your circle within **London's most active entrepreneur and professional community** * Access an **exclusive WhatsApp networking group** for pre-event and post-event connection This event is perfect for **entrepreneurs and business professionals** who are serious about business growth, visibility, and building lasting connections within London's fast-moving professional ecosystem. **🧩 What to Expect** * A warm, relaxed, and professional **social mixer** atmosphere from the moment you arrive * **Open networking** with entrepreneurs from diverse industries and backgrounds * Conversations that spark **partnerships, business deals**, and long-term professional relationships * A carefully curated crowd of **business-focused entrepreneurs, investors, and professionals** * Access to an **exclusive WhatsApp community** for pre-event introductions and post-event follow-ups * On-site team facilitating **meaningful introductions** at a human-to-human level **👥 Who Should Attend?** This **Mayfair business networking event** is designed for: * 🚀 **Entrepreneurs and startup founders** at any stage of their journey * 💰 **Angel investors and venture capital professionals** seeking innovative opportunities * 🏢 **Business owners and company directors** looking to expand their network * 🧠 **Consultants, advisors, and senior professionals** open to new collaborations * 💼 **Professionals seeking new clients, partners, or collaborators** * 🌐 **Anyone looking to grow their London business network** in a premium, exclusive venue If you are an **aspiring entrepreneur**, an **established business owner**, or an **investor** looking to connect with like-minded professionals — you will feel right at home at this event. **🏛️ About the Venue — Hay Hill Private Members Club, Mayfair** Set in a stunning six-storey building at **Berkeley Square**, Hay Hill is unique in combining the luxury of a **private members club** with the business focus of a co-working environment — pioneering the concept of **club working** in the heart of Mayfair. For this event, we have reserved an exclusive area of the venue with a cash bar — the perfect setting to mix, mingle, meet old and new friends, make valuable new contacts, and discover new clients. **📅 Event Format** The format of the evening is **pure open networking** — a relaxed mix-and-mingle environment where **entrepreneurs, business leaders, and investors** connect naturally. Our team is on-site throughout the evening to facilitate **meaningful introductions** and ensure every guest gets the most from the event. We connect at a **human-to-human level** and believe in building real, lasting relationships — not just exchanging business cards. **🎟️ Spaces Are Strictly Limited — Book Early!** Maximum capacity is **80 guests**. On average, **30–40 places are reserved in advance** by our yearly members, meaning public availability is extremely limited. Given the consistent popularity of our **London networking events** and the exclusive nature of Hay Hill, this event is predicted to **sell out in advance**. **Early booking is strongly recommended.** **📲 Exclusive WhatsApp Networking Group** On the day of the event, you will receive an email invitation to join our exclusive attendee WhatsApp group — allowing You to start connecting, arranging meetings, and building relationships before walking through the door. **👔 Dress Code** Business Casual — No trainers or jeans, please. **🔁 Refund Policy** Tickets purchased in advance are generally cheaper than on-the-door prices and cannot be refunded. They can, however, be reassigned to another person of your choice. **📸 Event Disclaimer** Photos and videos may be taken during the event for use across our social media channels and promotional materials. Thank you for your understanding and cooperation. * [United Kingdom Events](https://www.eventbrite.co.uk/d/united-kingdom/events) * [Greater London Events](https://www.eventbrite.co.uk/d/united-kingdom--greater-london/events) * [Things to do in London](https://www.eventbrite.co.uk/ttd/united-kingdom--london) * [London networking](https://www.eventbrite.co.uk/d/united-kingdom--london/networking) * [London Business networking](https://www.eventbrite.co.uk/d/united-kingdom--london/business--networking)

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

**The London Network: Exclusive Tech Startups, Entrepreneurs & Professionals Networking Event** Join **The London Network** for a dynamic and exclusive event designed for tech enthusiasts, entrepreneurs, startup founders, and professionals who are shaping the future of technology. This is your opportunity to connect with industry leaders, exchange ideas, and build valuable relationships in a welcoming, no-pressure environment. 📍 **Location**: Keepers Bar at Novotel London Tower Bridge, 10 Pepys St, EC3N 2NR. A contemporary venue offering a relaxed atmosphere with modern decor, perfect for networking and vibrant conversations. 👔 **Dress Code**: Business smart casual. [https://vimeo.com/1019178155](https://vimeo.com/1019178155) ### **Why Choose The London Network?** At **The London Network**, we focus on fostering **authentic connections** that spark innovation and collaboration. Unlike other events that push sales or services, we provide a space where tech entrepreneurs and professionals can meet, share insights, and explore opportunities to grow—without the distraction of pitches or forced introductions. * **Exclusivity & Intimate Setting**: Limited to **25 attendees**, ensuring every conversation is impactful and genuine. * **No 1-Minute Presentations**: We believe the best networking happens naturally. Whether you're an introvert or extrovert, our event is designed to be comfortable and welcoming, with no public speaking required. [https://vimeo.com/1019182794](https://vimeo.com/1019182794) ### Who Should Attend? The **London Network** welcomes professionals from diverse industries who are eager to advance their careers, build their networks, and stay ahead in their fields. This event is ideal for: * **Startup Founders**: Looking to pitch ideas, find partners, or secure funding. * **Investors & VCs**: Seeking new, disruptive technologies and promising startups to invest in. * **Innovators & Tech Enthusiasts**: Exploring emerging trends and sharing breakthrough ideas. * **Software Developers & Engineers**: Building innovative solutions or seeking collaboration in new projects. * **Cybersecurity Specialists**: Interested in protecting tech innovations and networking with startups. * **Data Scientists & Analysts**: Exploring data-driven technologies and connecting with tech leaders. * **IT Managers & Team Leads**: Looking to scale their teams, streamline operations, or discover new tools. * **Cloud Computing Experts**: Engaging with startups utilizing cloud infrastructure for growth. * **AI & Machine Learning Professionals**: Exploring the latest AI trends and networking with innovators. * **Industry Professionals**: From tech, finance, or legal sectors offering expertise in scaling businesses. * **Business Developers**: Focused on partnerships, collaborations, or market expansion. * **Mentors & Advisors**: Offering guidance on business strategy, scaling, or product development. #### **Why Attend Our Event?** * **Genuine Connections**: At **The London Network**, we focus on **real relationships**—no sales, no pressure—just pure, professional networking. * **A Community of Innovators**: With **London’s leading network** of tech professionals and entrepreneurs, you’ll be surrounded by people who are as passionate about innovation as you are. * **An Unmatched Experience**: We keep our events exclusive and focused, ensuring you walk away with valuable connections that can propel your career or business forward. **Limited to 25 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. [Event media by CineEye, a London-based video production and photography provider](https://www.cineeye.co.uk/ "https://www.cineeye.co.uk/"). **Note**: Proof of ID required for alcoholic beverages. 18+ only. **Refund Policy**: Refunds are available if requested at least 3 days before the event. No-shows and late cancellations are non-refundable. Don't miss this opportunity to enhance your business network in a relaxed, engaging setting! **Sign up now** and start building connections that last.

**Welcome to Networx London!** Are you a MedTech professional, digital innovator, or IT leader looking to connect with others shaping the future of healthcare and technology? Join a relaxed networking evening for professionals across MedTech, HealthTech, Digital Health, Biotech, and healthcare IT. 📍 **Venue: The Sycamore, Holborn** A modern, relaxed venue in central London, just steps from Holborn station. Perfect for after-work networking, drinks, and great conversations. 📅 **Event Schedule** **18:30 – 19:00** \| Welcome & Warm intro **19:00 – 19:30** \| Open Networking **19:30 – 21:30** \| Informal Networking \(no pitches\, no pressure\) 💡 **Why Attend?** Connect with professionals across biotech, pharma, and life sciences, exchange ideas, and explore new opportunities in a relaxed networking setting. 👥 **Who Should Attend** Founders, researchers, investors, healthcare innovators, and professionals looking to grow their network. **🎟 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!** Limited spots, register now and follow for future events. 📸 **Photos and videos:** may be taken for promotional purposes. 🔗 \*\*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")

**Welcome to Networx London \| Biotech & Life Sciences Networking** Looking for a **biotech, pharmaceutical networking event in London** to connect with founders, healthcare professionals, pharma executives, and life sciences innovators? Join a relaxed networking evening for professionals across biotech, medtech, pharma, clinical research, and health innovation to connect, share ideas, and explore new opportunities. 📍 **Venue: The Sycamore, Holborn** A modern, relaxed venue in central London, just steps from Holborn station. Perfect for after-work networking, drinks, and great conversations. 📅 **Event Schedule** **18:30 – 19:00** \| Welcome & Warm intro **19:00 – 19:30** \| Open Networking **19:30 – 21:30** \| Informal Networking \(no pitches\, no pressure\) 💡 **Why Attend?** Connect with biotech and life sciences professionals, discover opportunities, and exchange ideas in a relaxed networking setting. 👥 **Who Should Attend** Biotech, pharma, and life sciences professionals, founders, investors, researchers, and job seekers looking to grow their network and explore opportunities. **🎟 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!** Limited spots available, register early 📸 **Photos/videos** may be taken for promotional purposes. 🔗 \*\*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")

Hi folks! Welcome to our June Cloud Native London meetup! Join us to hear from our two fantastic speakers and network with your fellow techies over pizza and drinks, or alternatively chat and following along on Youtube or LinkedIn! 6:00 Pizza and drinks 6:30 Welcome 6:45 Universal Mesh: Connect and Secure Everything (Mark Boddington, HAProxy Technologies) 7:15 Building Abstractions That Matter: A Developer Platform on Kubernetes (Chaamini Mangaleswaran, WSO2) 7:45 Wrap up See you there! Cheryl (@oicheryl) **Universal Mesh: Connect and Secure Everything (Mark Boddington, HAProxy Technologies)** Managing connectivity across diverse business units, clouds, locations, and partners is a complex challenge for large organizations. Traditional solutions like VPNs and firewalls provide network-level connectivity, while Service Mesh offers application-aware traffic management for cloud-native environments – but there’s a huge difference in how these connectivity models are managed, secured, and observed. Universal Mesh bridges this gap with a unified interconnectivity model – delivering the benefits of Service Mesh in a resource-efficient model that works across your entire infrastructure. Universal Mesh brings together North-South and East-West communication in a consistent pattern to connect every cloud, app, and service. Join us to discover how Universal Mesh simplifies connectivity management, unifies security and governance, and provides consistent control over traffic flows—regardless of where your applications run or how they’re built. **Building Abstractions That Matter: A Developer Platform on Kubernetes (Chaamini Mangaleswaran, WSO2)** Kubernetes provides powerful building blocks, but turning those blocks into a usable developer platform is hard. Many platform teams end up assembling CI pipelines, deployment tools, portals, and monitoring systems, only to pass the resulting complexity on to developers.In this talk, I’ll share the thinking behind OpenChoreo, an open-source, modular platform designed to sit on top of Kubernetes and make it easier for developers to build and run software without needing to understand everything underneath. The key idea is simple: introduce the right abstractions, so developers can focus on shipping features while platform teams retain control and consistency.In this talk we will discuss practical examples of what to hide, what to expose, and how to avoid turning Kubernetes itself into a developer-facing interface. If you’re building or struggling with an internal developer platform, this talk is for you. *Check out [https://www.oicheryl.com/cloudnativelondon](https://www.oicheryl.com/cloudnativelondon) if you're interested in speaking or sponsoring.*

Hello and welcome to our special joint meetup between **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. This crossover event brings together platform engineers, cloud architects, data and AI leaders, SREs, engineering managers, technology executives, and practitioners exploring how AI is reshaping modern cloud platforms, developer workflows, business transformation, and enterprise engineering. This is a special **Community Stack ecosystem event**, bringing together several of our cloud, platform, and data-focused communities for an evening of practical talks, senior technical discussion, and cross-community networking. A huge thank you to **[Arrows](https://www.arrowsgroup.com/)** for hosting and sponsoring this event, and for supporting the growth of the cloud, platform engineering, data, and AI community in London. Speakers and sessions: **Get a High Return-on-Investment from AI Business Transformation** **Nora Balla, Founder and AI Business Transformation Lead, Add Velocity** Nora Balla is the founder of Add Velocity, an AI-native business transformation and implementation consultancy. Nora has gained extensive experience across investment products, business transformation, finance operations, and regulated asset and wealth management environments. Previously a freelancer, she now operates in a collaborative delivery model, helping organisations scale AI and automation solutions in complex business settings. Her experience includes finance transformation at Harley-Davidson, reporting process improvements in commercial real estate funds, and supporting the Aladdin implementation at Royal London Asset Management. In this session, Nora will explore how organisations can achieve a stronger return on investment from AI business transformation. The talk will cover the opportunities and high-value use cases, the real risks organisations need to manage, the skills required for the agentic era, how to define and measure success, and practical tips for improving efficiency when working with AI systems. **Agents in the Fastlane** **Ryan Cormack, Principal Engineer, Motorway** **Luke Marrai, Engineering Manager, Motorway** Motorway has used traditional AI and machine learning for years to enhance and improve its systems. But how can those years of learning be applied to build the next generation of agentic systems for users? In this session, Ryan Cormack and Luke Marrai from Motorway will explore how they are enhancing the functionality of Motorway’s platform to provide more accurate search results for dealers looking to acquire stock through the online marketplace. The talk will cover how Motorway is using **AWS AgentCore** to run its agentic systems, and how evals are being used to ensure the system performs as expected. Ryan Cormack is a Principal Engineer at Motorway, the UK’s leading used car marketplace, where he leads technical strategy and drives AI-powered transformation across the engineering organisation. With over 14 years of experience building and scaling systems on AWS, Ryan specialises in turning architectural best practices into practical engineering outcomes, from cloud modernisation programmes to the adoption of agentic workflows and AI-native developer tooling. Luke Marrai is an Engineering Manager at Motorway, supporting engineering delivery and helping teams build effective, scalable technology for one of the UK’s leading automotive technology platforms. Agenda: **18:00** — Arrival, refreshments and networking **18:30** — Welcome and introduction **18:35** — Get a High Return-on-Investment from AI Business Transformation — Nora Balla **19:00** — Break and networking **19:20** — Agents in the Fastlane — Ryan Cormack and Luke Marrai **20:00** — Networking **20:45** — Close **Join us on June 11th:** We are also hosting the **Cloud Native & Open Source AI Conference** on **June 11th in London**, bringing together a fantastic line-up of speakers across AI, cloud-native, open-source, platform engineering, leadership, and modern infrastructure. You can view the full speaker line-up and event details **[here](https://www.communitystack.io/conferences/cloud-native-london)** **About the communities:** This event is jointly hosted across **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. Together, these communities form part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)**, bringing together technical practitioners, leaders, partners, and organisations across cloud, platform engineering, data, AI, and open technology. We are always keen to hear from speakers, hosts, sponsors, and community partners. If you would like to speak, sponsor, or host a future event, please reach out to **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)** via LinkedIn. This event follows the **[Community Stack Code of Conduct](https://www.communitystack.io/code-of-conduct)** and **[Privacy Policy](https://www.communitystack.io/privacy-policy)**, ensuring a respectful, inclusive, and welcoming environment for all attendees.

**Architecture of Intellect: How Real Organisations Build and Use AI** RSVP 🔗 https://luma.com/mg2wwmom **Igor Ageev** brings 25+ years of building technology inside banks and fintechs. He will walk through what it actually looks like to deploy AI in regulated environments, the architectural decisions, the constraints you cannot ignore, and the places where even well-designed systems quietly fall apart. **Sergey Ignatov**, one of the creators of GoLand and DataGrip at JetBrains, will talk about what happens when AI agents become a serious part of how developers work. He will cover ACP (Agent Client Protocol) and what building that kind of standard looks like from the inside, including how intelligent tooling scales across real teams and codebases. Vlad Breus, Principal Data Scientist at SoundCloud, will cover where ML projects fail in production, where analytics misleads, and what better decision-making actually looks like in practice. **Ezra Citron** from Revolut's experimentation platform will follow with a short lightning talk on how rigorous A/B testing keeps AI systems grounded in real impact rather than nice demos. As always, the talks will be followed by an open Q&A and informal networking with senior engineers, architects, data and ML practitioners, and technical founders from across London. 🤝 📅 Date: 2 June 2026 🕕 Time: 6:45 PM (doors open at 6:00 PM) 📍 Venue: Revolut, 30 South Colonnade, Canary Wharf, London E14 5HX https://maps.app.goo.gl/HSo3GmyTQtLTwYaG7

**We're back at Salisbury House for our summer London Airflow Meetup! Join fellow members of the data engineering community for an evening of engaging talks, great food and drinks, and exclusive swag!** **PRESENTATIONS** ***Talk #1: The Orchestration Layer: A Blueprint for Scaling Dynamic DAGs with Integrated Data Quality Gates*** * **Speaker**: [Vasudev Maduri](https://www.linkedin.com/in/vasudevmaduri/), Staff Data Engineer, Admiral Group Plc Ensuring high-quality data, accuracy, completeness, and schema validity is essential for building data trust. However, scaling data quality checks across diverse datasets often leads to duplicated boilerplate Python code, human error, and a massive bottleneck for Data Engineering teams. In this talk, we’ll explore how to shift data quality from a backlog of tech debt into an automated, self-serve developer experience directly tied to Airflow. We will demonstrate how to build a multi-faceted data observability framework that empowers end-user teams to define their own DQ rules without writing any Python code. By hiding complex Airflow code, users simply select their parameters—YAML configurations that instantly translate into fully dynamic, end-to-end DAGs, including in-flight data quality gates. The core of this session focuses on the technical implementation of integrated DQ checks that live directly *inside* the generated pipelines. You’ll learn how this metadata-driven approach enables a "shift-left" strategy for data observability, automatically enforcing data contracts and routing alerts without manual engineering intervention. ***Talk #2: Self-healing Data Pipelines in Airflow*** * **Speaker**: [Nilesh Khandalkar](https://www.linkedin.com/in/nileshskhandalkar/), Senior Manager, Capgemini Modern data pipelines remain largely reactive—failures trigger alerts, manual retries, and ongoing operational overhead for engineering teams. As systems scale, this approach introduces fragility, delays, and growing complexity in maintaining reliable workflows. This session explores how to design self-healing data pipelines in Airflow using practical patterns such as intelligent retries, conditional branching, and targeted recovery mechanisms. Real-world failure scenarios are used to illustrate how pipelines can detect issues, trigger remediation steps, and resume execution without full restarts or human intervention. The session also looks ahead to how AI-assisted anomaly detection can further enhance these systems by identifying unexpected patterns and enabling more proactive, resilient data workflows. ***Talk #3: What We Got Right (and Wrong) Building a 50-Source Data Platform on Airflow*** * **Speaker**: [Arnaud Caldow](https://www.linkedin.com/in/arnaud-caldow-384423142/), Senior Data Engineer at Collibra Collibra helps enterprises govern their data, but how does Collibra's own data team manage the data that powers the business? The answer is an Airflow-based platform that stitches together dlt, dbt, Kubernetes and Collibra's own product for governance -- all orchestrated through 87 DAGs serving 12 business domains. This talk traces a data point's journey through the stack: from API extraction via dlt pipelines running inside KubernetesPodOperator pods, through a layered dbt architecture where platform engineers standardize data and analysts build business models on top, into analytics outputs that serve multiple business teams, and finally back into Collibra Data Governance via reverse-ETL integration DAGs. Along the way, I'll share the patterns that emerged from operating this at scale: how we evolved from one-off custom pipelines to a reproducible framework that's documented well enough for AI subagents (or a new hire) to generate models from scratch, how our own Pod Operators let us test feature branches on shared environments, and how we're leveraging that same mechanism to migrate from Redshift to BigQuery (and from Airflow 2 to Airflow 3) without downtime. Behind the scenes, a 1Password-backed pipeline diffs credential hashes nightly, catching rotations before they break a DAG. **AGENDA** * **5:30-6 PM:** Arrivals, networking, food & drinks * **6-7:45PM:** Presentations * **7:45-8PM:** Networking

Monthly working lunch for Columbus business owners. One specific topic, one to three actions you can run this week. You can be the best at what you do and still be invisible. If local buyers cannot find you, the phone does not ring. Marketing Monday Lunch + Learn is a monthly working lunch for Columbus business owners focused on building relationships, local networking, and local marketing. Every kind of local business welcome. No pitch round, no pressure, no upsell. **This month** Most local businesses pick one or two places to be visible and call it good. The result is inconsistent calls and a feeling that marketing is not working. We will walk through the three places every local business needs to show up, plus the fourth place most owners ignore that quietly produces the warmest leads. **What to expect** Doors open at noon. Order lunch and drinks at the cafe counter or bring your own. You get real conversation with other local owners and a focused marketing lesson. You leave knowing people and with one to three actions to run that week. The room is reserved through 1:30 PM. **Who this is for** Any local business owner who wants clearer marketing direction and real local relationships. Service businesses, retail, home services, professional services, online owners building local presence, anyone serious about being part of the Columbus business community. **Not the right fit if** You are here to pitch the room or recruit for an MLM. **Details** * Second Monday of every month * 12:00 to 1:30 PM * Good Cafe Easton, 4400 Easton Commons, Ste 150, Columbus, OH 43219 * Order lunch and drinks at the counter when you arrive * Free to attend, RSVP required, space is limited **About the host** Rita Suzanne is a local marketing strategist and the founder of Local Marketing Method. She runs Visibility is Profitability, the membership where local business owners build the system that keeps their phone ringing. Learn more at learnlocalmarketing.com. Register here: [https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator](https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator)

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

Topic to be announced. **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

CONNECTED – Grove City A casual, people-first networking gathering. CONNECTED – Grove City is a casual, people-first networking gathering. Join us for a relaxed, low-pressure space to meet new people, build real relationships, and have meaningful conversations — no sales pitches required. From 7:30–8:30 AM every 3rd Wednesday of the month at the Grove City Business Center. Coffee & baked goods available for purchase at Pick ’Em Up Joe's. Free street & public lot parking behind the building. Free to attend & open to all!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!