Cloud Services

​​*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**

## **🎨 Watercolour Art Class – Your New Favourite Creative Habit** Want to enjoy more creativity and finally learn how to paint with watercolours? Welcome to the **last art club you’ll ever join.** A warm, supportive, welcoming space where you’ll build real skills, meet lovely people and make artwork you’re genuinely proud of. Every month we meet at **The Mulberry Bush,** where you’ll be greeted by your host and artist, **China Jordan**. You’ll get a **free drink,** a table full of art supplies, references, and step-by-step guidance as we explore a new watercolour topic each month. Whether you’re brand new to art, picking it up again after years or just desperate for a midweek creative reset away from your laptop …this class is for you. ## **🖌 “But what if I’m rubbish at art?”** Perfect. You belong here. No experience needed at all. These classes are designed for beginners and the art-curious. China will guide you gently through each step, showing you how to: * control the brush * mix colours * layer your paint * and build real confidence with watercolours **Everyone can learn to paint — and it’s China’s job to prove that you can.** ## **🍷 What’s Included** * **✔️** A **free drink** on arrival * **✔️** All **art materials** & aprons. * **✔️ Protective envelopes** to take your artwork home safely * **✔️** A calm, welcoming, no-pressure environment * **✔️** Step-by-step instruction & personalised feedback. ## **🌿 What You’ll Learn** Each month we explore a new theme or technique, so your skills and confidence grow steadily over time. You’ll build your own mini portfolio of watercolour knowledge — without ever feeling overwhelmed. ## **👋 Meet Your Host** ArtistAnd is a wellbeing & art company run by professional artist China Jordan, founded in 2019. ArtistAnd exists to help people feel calmer, more confident and more creative — through accessible, friendly art classes. Classes now run: * in-person * online * and in corporate wellbeing settings **Always inclusive. Always encouraging. Always supportive.** ## **🏢 Private Bookings Available** These sessions can also be booked privately for: * **Corporate wellbeing events** * **Team-building sessions** * **Hen parties** * **Birthdays & special occasions** Just drop us a message and we’ll tailor something beautiful for your group ✨ ## **🔁 Cancellations & Changes** We totally understand that plans sometimes change — life happens 💛 However, as these classes are small, carefully prepared, and often fully booked: * **Refunds are not available** * Any last-minute changes or **rescheduling requests** will **incur a £7 admin fee** per ticket, which helps cover preparation and booking costs already committed to your place * **Email: china@artistand.co.uk** Browse all upcoming classes: [www.artistand.co.uk](http://www.artistand.co.uk/) **We really appreciate your understanding and support of small business — it genuinely makes these classes possible ✨**

**For our next London meet-up on the 1st of June we have teamed up with CAAT (Campaign Against Arms Trade).** Join us to discuss the role of Big Tech companies in the military-industrial complex, Palantir, and how technologies that we use every day are being deployed in wars and genocides. We will be also talking about what Tech alternatives exist, how we can move away from these Big Tech companies, and how we can fight back for our digital independence. **Sign up here:** [https://supporters.openrightsgroup.org/civicrm/event/info/?reset=1&id=14](https://supporters.openrightsgroup.org/civicrm/event/info/?reset=1&id=14)

Our smaller group playing light to medium weight modern board games. Bring your own games if possible but some games will be there.

**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.

The Data Science Speakers Club is a Toastmasters International club enabling the current and next generation of Data Scientists to improve their Public Speaking Skills. This is a HYBRID Meeting! So join us Online via ZOOM or In-Person. Joining the Data Science Speakers Club means joining a supportive environment to build your confidence in public speaking and to practice speaking in front of an audience. You will also gain the opportunity to receive feedback on your speeches in a friendly environment, including what you have done well and guidance on the areas you can improve upon. We also run a mentorship program where an experienced mentor supports you on your public speaking journey. Meeting Theme: **TBC** Tentative Schedule: 18:30 - President's welcome 18:40 - Prepared Speeches (3 prepared speeches with evaluation) 19:25 - Guest introduction 19:30 - Break 19:40 - Table Topic 20:30 - Wrap up, awards, announcements End of Meeting The theme is to do with exploring various aspects of power, including how it is distributed, challenged, and transformed in different contexts. In the first part, there will be speeches. In the second half, we will have impromptu speeches preparation in groups called Table topics where guests can participate. We meet on the 1st, 3rd, and 5th Mondays of each month from 6:30 pm online. Each meeting is a mixture of prepared speeches by our members, speaking roles, and impromptu speaking challenges by members and guests. Our meetings are free to attend and you only have to speak if you want to. For in-person attendance, snacks will be provided. Entrepreneurs, Innovators, and Mathematical and Logical Thinkers aiming to focus on their communication and leadership development are always welcome to attend our meetings, to increase their self-confidence, become better speakers, and become better leaders. TEAMS LINK: [https://teams.microsoft.com/meet/357036976990605?p=hMnMJVrBTzHPAjVaTt](https://www.google.com/url?q=https://teams.microsoft.com/meet/357036976990605?p%3DhMnMJVrBTzHPAjVaTt&sa=D&source=calendar&usd=2&usg=AOvVaw0eY1i8CI6vwSp1vRUX8zSZ) FACEBOOK: [https://www.facebook.com/datasciencespk/](https://www.facebook.com/datasciencespk/) LINKEDIN: [https://www.linkedin.com/company/data-science-speakers-club](https://www.linkedin.com/company/data-science-speakers-club) TWITTER: [https://twitter.com/datasciencespk](https://twitter.com/datasciencespk) INSTAGRAM: [https://www.instagram.com/datasciencespk/](https://www.instagram.com/datasciencespk/)

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

Once a month, we slow things down. No courts. No rushing. Just good food, easy conversation, and a social that actually feels… social. This is the **Second Serve games night** — a more relaxed, sit-down version of the group. 📍 **Venue (Croydon / easy access)** We rotate between: * Cosy restaurants with bookable tables * Private/semi-private dining spaces * Quiet venues where we can actually hear each other (Final location shared after approval) 🕒 **Format (Monthly Saturday)** * **6:30 – 7:15pm** → Arrivals + dinner orders * **7:15 – 8:15pm** → Dinner & natural conversation * **8:15 – 9:45pm** → Games + guided social * Wrap up on time — no dragging the night out 🎲 **The Twist (What makes this different)** This isn’t just “dinner and hope for the best.” We structure it lightly so it never gets awkward: * Small tables (4–6 people max) * Subtle **table rotations** (optional, not forced) * Simple games that spark conversation, not competition 💬 **Conversation Style** No cringe icebreakers. We use light prompts that are easy to answer and easy to build on. 👥 **Who this is for** * People who don’t want loud, chaotic nights * People who actually want to talk and connect * People who prefer structure over randomness ✅ **Approval & Attendance** * RSVP approval required * Limited seats (kept intentionally small) * Priority goes to consistent attendees 👉 If you RSVP, we expect you there (No-shows affect future approvals) **The vibe** A proper social. Not loud. Not forced. Not endless. Just a good evening, done right. *Pictures and Videos may be taken for marketing purposes.* *All attendees consent to the use of their pictures by The* Second Serve Social 🎾

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.

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.*

**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

**Fabric Data Warehouse with Tino Tereshko** For our June meetup, we’re excited to welcome Tino Tereshko, Partner Director of Product at Microsoft, responsible for Fabric Data Warehouse. Having previously spent several years at Google working on BigQuery, Tino later co-founded MotherDuck — the DuckDB-based SaaS analytics platform — before joining Microsoft to lead Fabric Data Warehouse. It’s fair to say Tino knows a thing or two about modern analytical databases. Tino is visiting from Seattle and has kindly offered his time to present at our London user group. The session will include an introduction to Fabric Data Warehouse, an overview of recent developments and future direction, followed by an open “Ask Me Anything” discussion where attendees can quiz Tino on all things data warehousing, Fabric, and analytics. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:30 - Close **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

**Be part of the next Londroid event on Wednesday 3 June 2026, hosted by Deloitte Digital.** Spend the evening with the Android community in central London, with talks, conversation, and the chance to connect with others working across mobile and digital products. We’ll also hear from the Deloitte Digital team, before heading to **The Wild Swan** afterwards for drinks and further conversation. **Please note that photo ID is required for entry to the venue.** **Tickets:** We have 100 tickets available. Don’t miss out. Follow us on Twitter and LinkedIn for updates. **Schedule:** 18:00 – Doors open & registration 18:30 – Welcome from Londroid and Deloitte Digital 18:45 – Alex Bradbury 19:30 – Speaker 2 – TBC 20:15 – Q&A and socialising 20:30 – Drinks at The Wild Swan **Our Hosts and Sponsors** **Deloitte Digital** Deloitte Digital brings together strategy, creativity, technology, and delivery to help organisations solve complex problems and create meaningful impact. Combining Deloitte’s scale and discipline with the power of creativity, the team designs and delivers digital solutions that help businesses adapt, grow, and build stronger connections with customers and communities. **Novoda** Novoda is a digital product agency dedicated to building high-quality mobile software. Their team of engineers helps companies scale, modernise, and improve their development practices to deliver exceptional digital experiences. We look forward to seeing you there.

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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

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

Westerville Pride Festival Sat\. June 6\, 2026 \| 5 PM \- 8 PM If you're thinking of attending, or being a sponsor, vendor, or volunteer, visit our website at https://www.westervillequeercollective.org/pride for more information! Location and other info will be announced soon :)

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

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\.

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)