Data Engineering

For our March meetup, we're looking forward to welcoming Phil Seamark to show us how to create interactive Power BI visualisations that show data just how you want them to. *\*\* Please only register if you are able to attend as the number of available places is limited \*\** # Visualize Without Limits: AI-Powered Custom Visuals for the No-Code Era Creating custom visuals used to be slow and complex. In this session, see how modern AI tools and the Power BI Visuals SDK turn that challenge into a fast, approachable process. Learn step-by-step techniques to build, customise, and ship visuals—quickly and confidently **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - 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.

Applied to 1,000+ jobs and still hearing silence? The job search "rules" on social media are usually outdated. We’re cutting through the noise. **Nitish Galat** (BI Analyst at PredictX, ex-Google) is opening his playbook to show you exactly how to automate the boring stuff and land offers at top-tier UK firms. **This isn’t a sit-and-listen lecture. This is a "Bring Your Laptop and Build" session.** ### What we are Covering * **The "Auto-Pass" Blueprint (CV & Cover Letters):** Nitish breaks down the exact quantifiable achievements UK hiring managers look for in Data, Product, and BI roles. Learn how to craft a high-conversion CV and a personalized cover letter that actually gets read. Stop the "auto-reject" cycle before it starts. * **Interview Mastery:** Learn the technical and behavioral frameworks (including a data-driven take on the **STAR method**) that Nitish used to crack interviews at Google and beyond. * **Live Demo: The AI Job Agent:** Watch Nitish build a live, AI-powered agent that scans JDs and customizes your application in seconds. * **The Extension Reveal:** Get exclusive access to a custom-built tool designed to speed up the tedious parts of your daily search. ### The Vibe-Coding Sprint (7:30 PM - 9:30 PM) This is where the magic happens. We’ll break into groups of 2 or 3 to **"vibe-code"** something useful for the job search. Whether it’s a LinkedIn outreach bot, a portfolio scraper, or an automated tracker—we build it together. **Important:** You do **not** need to be an AI expert or a pro coder. Nitish will be floating between groups to guide you. Just bring your **laptop or tablet**, an open mind, and good vibes! ### The Evening Plan * **6:30 PM – 6:45 PM:** Arrival & Networking (Grab a spot!) * **6:45 PM – 7:30 PM:** The Masterclass: CV, Interview Strategy + AI Agent Live Build * **7:30 PM – 9:00 PM:** The Sprint: Form groups & Vibe-Code your own tools * **9:00 PM – 9:30 PM:** Show & Tell: Present your builds and share tools with the room ### What to Bring * ✅ Your Laptop or Tablet * ✅ A charger * ✅ Your "can-do" attitude (Vibes are mandatory!) **[Nitish Galat – BI Analyst & Gen AI Specialist](https://www.linkedin.com/in/nitish-galat/)** Currently a BI Analyst at PredictX in London and formerly of Google, Nitish is an expert in leveraging Agentic AI to automate data workflows. Beyond his corporate role, Nitish is a dedicated educator who teaches Data Science to aspiring professionals. He is a recognized thought leader on LinkedIn and shares technical deep-dives on his YouTube channel, helping thousands build real-world AI and ML skills. 📺 [YouTube](https://www.youtube.com/@NitishAnalyst) 📸 [Instagram](https://www.instagram.com/nitish_analyst/)

**Online Event** * Online via Teams. * Recording to be published to YouTube (coming soon). **______________________________________________________** **Agenda** 18:15 - Arrive. Networking 18:30 - Guest Speaker Talk 19:30 - Q&A 19:45 - Event Close **______________________________________________________** **Fabric’s Capacity Management and Throttling Policies — Bridging Theory with Practice** This session explains the theory behind Microsoft Fabric capacity architecture so admins and users can understand how it works. We connect the concepts with the Capacity Metrics App, demonstrate how to monitor and protect capacity, explain throttling in practice, and share best practices. **_____________________________________________________** **MeetUp Member Resources In GitHub Here:** [https://github.com/EastMidlandsData](https://github.com/EastMidlandsData) Including introduction slides and our **Code of Conduct**. **______________________________________________________**

Welcome to our March event. We're delighted to welcome [Matt Johnson](https://www.linkedin.com/in/mhjwork/), CEO, Rayo, and [Dan Keely](https://www.linkedin.com/in/dan-keeley/), Principal Data Engineer, Rebura. **Matt** talks about hard-won AWS lessons on keeping cloud costs under control - plus a real “oops” story of how one small mistake can blow up your bill (and how to stop it happening again). **Dan** talks shares how hardware-style production thinking makes your data platforms more reliable, maintainable, and cheaper to run A big thank you to our sponsors [The Scale Factory](https://rebrand.ly/scalefactory) and [Cloudscaler](https://rebrand.ly/cloudscaler)! **Programme:** **18:00:** Arrival, registration **18:15:** Talks start **20:00:** Networking with food and a drink provided by the generosity of our sponsors. **Talk 1:** ***When things go wrong: Managing cost in the cloud with Matt Johnson.*** There are lots of sessions that talk about the theory of cost management and tooling available on AWS, but far less look at the real world challenges of using them in production, as well as the rough edges they have - not to mention what happens when things go wrong! In this session Matt will cover some of the hard lessons learned from working with AWS over the last 14 years, with a real-world example of how a simple mistake can cause problems, and how to avoid them in future. The presentation is aimed at both those new to AWS and to veterans of the platform, and also includes practical guidance on how to improve your cost management on AWS. Matt has been using AWS since 2011, including 8.5 years at AWS in the public sector tech org. He has presented at 6 separate re:Invents and dozens of other events, covering a wide range of topics. Now as CEO of Rayo, Matt continues to help customers deliver mission outcomes using cloud technology. **Talk 2:** ***Predictable Designs in Data Engineering on AWS with Dan Keeley.*** What if we treated data engineering systems the way world-class hardware teams treat products headed for mass production? John Teel (Texas Instruments) has spent years taking complex hardware from prototype to dependable, high-quality production at scale. In this talk, Dan borrows those “production-grade” principles - predictability, repeatability, and ruthless attention to failure modes, and translates them into practical patterns for building data platforms on AWS. This is less about any single AWS service and more about building data systems that behave consistently, even as requirements, volumes, and teams change. **What you’ll learn:** Attendees will leave with practical, reusable approaches they can apply immediately: * How to make systems maintainable * How to keep costs efficient without heroics * How to borrow best practices across engineering disciplines Dan is a community driven data engineer and now c-level team builder working with a wide range of Data technologies in the cloud. He is on the steering group for the biggest tech conference in London - BigDataLDN. He has won a number of awards, including being named in the top 50 data leaders and influencers in the UK. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- If you are interested in speaking at one of our events please check out our [call for papers here](https://awsuguk.org/call-for-papers/). We are advocates for greater inclusion & diversity in UK Tech and are especially keen to receive talk submissions from people in underrepresented groups. If you are interested in speaking at a future meetup but would like to discuss what to expect or need assistance please contact our Inclusion & Diversity Lead Natalie Gray - graynataliej@gmail.com or DM her [@natjgray](https://twitter.com/natjgray) Check out our [website](https://awsuguk.org) for more information about our community. Remember to follow us [@AWSUserGroupUK](https://twitter.com/AWSUserGroupUK) and on [LinkedIn](https://www.linkedin.com/company/aws-ug-uk) for the latest updates and you can find videos of our past meetups on [YouTube](http://bit.ly/2dZnvEE). If you want to chat with other members, join our [Community Discord Server](https://discord.gg/yMa8Rvtsmy).

Hi friends, Welcome to our first meetup in this The Friendly Meetup for Actuaries and Quants! We're a sister group of [The Friendly Data Meetup London](https://www.meetup.com/the-friendly-data-meetup/?eventOrigin=home_groups_you_organize), a bootstrapped 2000+ person group. This one is focused on actuaries and quants :D As a smaller group, we make meaningful connections with like-minded quantitative professionals. Lifelong friendships are forged along the way! Whether you're new in town, want to expand your social circle, get into the insurance and banking space, or see a friend you know, this is the place to be! No guest speakers nor rigid agenda, just a casual meetup and lots of fun conversation! 🥳 We're also on Luma, so please follow us there too! [https://luma.com/friendly-actuaries](https://luma.com/friendly-actuaries) See you soon! NOTE: Please remember to bring your ID with you, as all guests must be of legal age to enter the venue. **About Us** 🤗 Welcome actuaries, quants and friends! Sometimes, it can be difficult to make friends within the field, and that's what we're all about! We're a group of like minded individuals who understand the highs and lows of working in finance and insurance. ✅ Our primary goal is to have higher quality conversations that are more meaningful, with smaller groups so that we get to spend more attention on each individual. 💯 If you're already reading this, you're definitely welcome! We welcome everyone, whether you're already in the field, looking to get started or just curious! 🗨️ Bring your friends, bring your plus ones, we're all just here to have a good laugh and a good chat about the world, even if it isn't always about our work. **Our values:** 📖 Openness - We welcome everyone 🤝 Trust - Build long-lasting friendships together 💝 Care - Be kind to others and help each other out **Who it's for:** \- Life Actuaries \- Non\-Life Actuaries \- Health Actuaries \- Pensions Actuaries \- Reinsurance Actuaries \- Quantitative Analysts \- Quantitative Traders \- Investment Bankers \- Portfolio Managers \- Financial Engineers \- Entrepreneurs\, Contractors \- Anyone who works with Insurance\, Pensions\, Hedge Funds\, Investment Banks\, Asset Managers etc\. \- Anyone looking to get into the space \- Friends **How to Make the Most of the Meetup** The Friendly Meetup for Actuaries and Quants has one simple purpose: meaningful connections. We're not just a community of people, we're friends who get invested in each others lives. We check in on our friends regularly, and personally. So come and join us, more than just once or twice! **Code of Conduct:** The Friendly Meetup welcomes all genders, nationalities, ethnicities, backgrounds, identities etc. There is a strict no discrimination policy in adherence to our code of conduct and our guiding principles. We maintain a zero-tolerance policy for hateful or antisocial behaviour. In short, be kind to others. Do not insult or put down others. Behave professionally, don't make others uncomfortable. Remember that harassment and sexist, racist, or exclusionary jokes are not appropriate for The Friendly Meetup.

***Enter the live meeting room here: [https://discord.gg/5wgxtr4c2u](https://discord.gg/5wgxtr4c2u)*** ***Download the engine here: [https://www.unrealengine.com/en-US/download](https://www.unrealengine.com/en-US/download)*** Welcome to the **Unreal Engine Workshop!** In each session we'll tackle essential game design discussions, then transition into hands-on project creation. Participants will build and expand their skills continuously as we explore every aspect of game development. From basic blueprints and interactive mechanics, to advanced rigging, animation, environment design, and lighting, we'll work our way up to creating small complete games. We encourage experimentation and peer teaching, so whether you're a beginner or experienced developer looking to deepen your expertise, our sessions provide a supportive environment to learn, create, and innovate together in Unreal Engine 5.

For our March meetup, we're back at the fabulous Accurx offices. We have two excellent talks lined up, the agenda will be: * 6:30pm - arrive, drinks, networking * 7:00pm - Welcome & Housekeeping * 7:15pm - **Talk 1: "Devops 2014 Revisited - a Dozen Years of Noise and Confusion"** It is 11th February 2014, a nervous Andy Burgin takes the stage at Agile Yorkshire and begins to share the current thinking from the burgeoning DevOps movement. Fast forward 12 years: DevOps is different — or is it? During a recent clear-out at chez Burgin, an old, forgotten laptop was discovered discarded between a box of floppy disks and a collection of old Computer Shopper magazines. While the laptop was no longer functional, a painstaking data recovery process rescued the files on its hard drive via a collection of old adaptors and half-working wires. Among the files saved from the Wakefield Council recycling centre was a copy of the very PowerPoint deck presented at that meetup 12 years earlier. But what was in this digital "time capsule"? What happened to DevOps? What did it become? Is it now a tool, a job title, or did something "bad" happen to it? Are the thoughts shared over a decade ago still relevant today? Join Andy as he looks at how we travelled from DevOps to Cloud, SRE, Platform Engineering, Team Topologies, Developer Experience, and VibeOps - Most importantly, we'll explore what the future of DevOps can learn from its past. **Speaker:** Andy Burgin, Principal Platform Engineer @ Flutter UK and Ireland *Andy is a Principal Platform Engineer at Flutter UK and Ireland. He considers himself a Kubernetes, AI and DevRel fettler, spending far too much of his spare time running software in containers that really shouldn't be. He is a small part of the organising team for DevOpsDays London and ran the DevOps meetup in Leeds for almost a decade hosting over 50 events. He’s attended and has spoken at a bunch of DevOps conferences and in his own words is an "all-round DevOps nuisance".* * 7.45pm - food, more drinks & networking * 8.00pm - **Talk** **2: "Navigating From Tension to Flow: A Human-Centred Guide to Overcoming Misalignment"** Behind every stalled project, missed milestone, or unclear decision is a story of tension between what people want, what’s needed, and what’s possible. But tension isn’t failure. It’s feedback. This talk explores how to recognize and respond to tension using Team Topologies principles, flow first thinking, and a healthy dose of human insight. We’ll show how organizational patterns, team boundaries, and interaction modes can either amplify or ease misalignment — and how trust, empathy, and bold conversation are just as important as structure, if not more so. Packed with real-world examples, this session blends organizational design with emotional intelligence to help you design for flow — and for people. **Speakers:** Faye Benfield, Product Leader, Independent & Rich Allen, Fast Flow Facilitator @ Conjurer *Faye Benfield is a Product Leader with over 15 years experience in product management, agile delivery and digital transformation. Specialising in helping organisations adopt product practices, Faye has a proven track record of embedding product teams, evolving ways of working, and aligning stakeholders to achieve strategic goals. Faye has held leadership roles, including Head of Product and Delivery at Parkinson’s UK and Head of Product at Comic Relief, where she spearheaded digital transformation initiatives and cultivated effective, people-centred teams. As a consultant at Armakuni, she combined hands-on coaching with practical tools and techniques to help clients navigate the complexities of product delivery, with a focus on balancing human dynamics and practical constraints.* *Rich Allen is a sociotechnical architect, consultant and creator of User Needs Mapping, a practical technique for aligning teams around what matters. With over 20 years’ experience across software engineering, technical leadership, and organisational design, Rich helps organisations reduce friction, clarify boundaries, and improve flow by working outside-in from real user needs. He was a foundational contributor to the development and teaching of Team Topologies, helping shape the core materials now used in Team Topologies training and consulting worldwide. Rich is the author of User Needs Mapping: Aligning Teams Around What Matters.* * 8.30pm onwards - drinks and networking. So, please come and join us, we look forward to seeing you there. The LOPUG team. * Food and drinks provided * Good time will be had by all

Come and join us for a coffee/tea and chat as we discuss what’s hype and what’s real as well as how analytics helps us fight human trafficking. All Food and drink must be paid for as you consume it. A minimum of a drink must be orders can be water soft drink or coffe/tea etc excellent cocktails available.

Hi Everyone, We’re thrilled to announce that Meet-Up #9, the first one for 2026, is now confirmed for Thursday, 12th March! 🎉 Join us at our London HQ, 100 Liverpool Street, for an evening packed full of insightful talks, great conversations and plenty of opportunities to connect with like-minded individuals. We'll confirm the speakers next week! Of course, it wouldn’t be a proper meet-up without pizza and refreshments to keep the energy high all night! 🍕🥤 🕕 Doors open for networking at 18:00 🎤 The first talk kicks off at 18:30 🚪 Wrapping up at 20:30

Join us for Grafana talks mixed with snacks and community conversations! Schedule 18:00-18:30 Welcome, snacks, drinks and networking 18:30-19:00 **From Service to Line Number: Getting Started with Continuous Profiling** by Christian Simon, Principal Engineer at Grafana Logs, metrics, and traces tell you which service is slow or expensive. Profiles tell you which code path - down to the line number. With profiling now part of OpenTelemetry, and the eBPF profiler requiring zero instrumentation, there's never been a better time to add this missing piece to your observability stack. 1\. Value of Continuous Profiling 2\. How do you set up continuous profiling \(Pyroscope \+ OTel eBPF profiler\) 3\. Deriving insights from Profiles using Grafana Assistant 4\. Demo 19:00-19:40 **My Cool Grafana Dashboard Show and Tell - Lightning Talks** **Lightning talks:** **1\. What if Your Career Had Metrics?** **Roxana Turc, Software Engineer at BNY**, will show how she used Grafana to build a **career dashboard—tracking learning, work, and growth**, and why seeing her progress this way changed how she thinks about development. **2\. Using Grafana for Visualising IoT Air Quality Sensor Data** by John Sinha, Lead Technical Business Analyst IoT air quality sensors produce noisy, high-resolution time series data, but how you visualise it determines what you actually see. This lightning talk walks through a Grafana dashboard designed to **present environmental data clearly, covering time and value scaling choices, linear vs. log views, and practical denoising techniques.** See how small visualisation decisions can dramatically change the story your sensor data tells. 3. **How I discovered pigeons sabotaging my project with Kafka and Grafana** \- by Hugh Evans\, Developer Advocate at Aiven Learn how how a lightweight Kafka + Grafana observability stack helped Hugh **catch his avian adversaries** and iterate on a hobby project **without enterprise-scale complexity or costs**.

It's a ClickHouse Observability Meetup at SRE Days London! We've joined forces with the SRE Days team to host an evening meetup at their stunning venue. Join us for a few deep-dive talks, some food, and beverages. In fact, we are so excited that we have a discount if you want to attend the entirety of the event. Just head on over to https://luma.com/sreday-2026-london-q1 and use the code CLICK80 for a massive discount. Looking forward to seeing you there! Agenda: 5:30 - Arrival 6:00 - Uncovered: The Hard Truth About OpenTelemetry's Vendor Neutrality - Adriana Villela 6:30 - Observability Updates in ClickHouse - Dale McDiarmid 7:00 - How we built an SRE Agent with Clickhouse and eBPF - Chris Battarbee 7:30 - Running Grafana at Scale - Rory Crispin

## Allies of Women in Data & AI A panel discussion spotlighting women’s careers in data & AI. **📍 Venue:** [Datatonic](https://datatonic.com/) HQ **🎙️ Panellists:** * [Hazal Muhtar (Wise)](https://www.linkedin.com/in/hazalmuhtar/) * [Laura Lewis (Monzo)](https://www.linkedin.com/in/lauralewisuk/) * [Josie Williams (Global)](https://www.linkedin.com/in/josiewilliams/) * [Lina Mikolajczyk (Venatus)](https://www.linkedin.com/in/linajczyk/) **🎤 Compere:** [Adam Dathi](https://www.linkedin.com/in/adam-dathi-384a4329/) Event & Afterparty Sponsor: [Meltano](https://meltano.com/) This event centres the real career journeys of women working in data and AI — from breaking in, to navigating challenges, to stepping into leadership. Through an open, honest panel discussion, our speakers will share: * The realities of building a career in data & AI * Barriers they’ve faced (and how they’ve worked around them) * Practical advice for women aspiring to senior and leadership roles The panel will be followed by an audience Q&A and relaxed, meaningful networking with women in data & AI and the allies who support them. *** ### Why this event exists Despite progress, women are still underrepresented in data & AI leadership. This event is about visibility, learning from lived experience, and creating space for better conversations. Delivered in collaboration with [Stacked Pathways](https://cognifysearch.com/stackedpathways/), a free mentoring initiative for women working in Data & AI, organised by [Cognify](https://cognifysearch.com/). *** **Who should attend** * Women working in (or moving into) data & AI * Allies who want to listen, learn, and actively support change

Hello and welcome to our joint **Cloud Platform Engineering London x Platform Engineering Leaders x Data & AI Leaders** meetup. This special crossover event brings together platform engineers, data and AI leaders, architects, SREs, and technology executives exploring how agentic AI systems intersect with modern platform engineering in regulated financial services environments. We are delighted to host this event at Lloyd's Banking Group in London. **Speakers & Sessions:** Panel: Agentic AI in the Enterprise Speakers: * Joseph Reeve, Growth, ElevenLabs * Chris Parsonson, CEO, Solve Intelligence * Joanna Crown, Director of Data, Moonpig * Sultan AI Awar, Solutions Architect (Digital Natives) at Databricks * Moderator: Ethan Sumner, Co-Founder & CEO at Community Stack Session: Agentic AI in Practice: How LBG is delivering scalable business value through AI Description: This session highlights LBG’s enterprise approach to scale Agentic AI, showing how the Group has built a scalable and safe foundation for Agentic AI through investments in data & AI platforms, governance frameworks, reusable agentic patterns, and AI upskilling for colleagues. Speakers: * Astitva Karunesh - AI Business Lead, AI CoE, Lloyds Banking Group * Lara Vomfell - Senior Data & AI Scientist, AI CoE, Lloyds Banking Group Session: How AI can catch what staging environments can't Description: Dylan from Overmind will spend five minutes explaining a complex Cloudfront outage that exposed the personal data of more than a hundred thousand people. Then another five minutes explaining the AI techniques that we used to simulate this exact outage using off-the-shelf models and live infrastructure state, which would have allowed them to prevent it before it ever happened. Speaker: Dylan Ratcliffe, Founder & CEO at Overmind **Agenda:** 18:00 — Arrival and refreshments 18:15 — Welcome and introduction — Ethan Sumner 18:20 — Agentic AI in Practice - LBG 18:40 — How AI can catch what staging environments can't - Dylan 18:50 — Break 19:00 — Agentic AI in the Enterprise 20:00 — Close and networking We are always keen to hear from: • Speakers • Hosts • Sponsors 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. These communities form part of the [Community Stack](https://www.meetup.com/pro/generative-ai-uk-community/) ecosystem and follow 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.

**SREday: In-Person Event on SRE, DevOps & Cloud in LONDON** Conference focused on Site Reliability Engineering (SRE), DevOps, and cloud infrastructure, bringing together engineers, platform teams, and leaders to share real-world experience building, scaling, and operating reliable production systems. 🫆[Speakers & Topics](https://sreday.com/2026-london-q1/) 🎟 [Tickets](https://luma.com/sreday-2026-london-q1?from=embed)

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

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

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

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

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

Please Join GDG Cloud Indy for a live demonstration of latest Google AI Tools for building apps, followed by practical examples of enterprise production. Coming to central Indy. The Lineup: 11:00 AM AI-Assisted Development with Antigravity Google Antigravity is an agent-first IDE. We will move beyond standard code completion to explore how autonomous agents can orchestrate terminal tasks, manage dependencies, and perform UI testing directly within the development environment. This session includes a walkthrough of Antigravity's core interface followed by a live demo building a simple full-stack webapp to show how these agentic workflows function in practice. Speaker : Anil Yanamandra is a Solutions Architect with 17+ years of experience building global, consumer-facing applications. He is currently focused on transforming legacy enterprise processes and systems through the strategic application of Generative AI. A hands-on practitioner in the rapidly evolving AI landscape, Anil constantly explores the latest tools and methodologies to bridge the gap between cutting-edge research and production-ready AI engineering. 11:40 AM Real Life AI Coding Examples Review real-life examples of applications and utilities created with AI code-assist tooling, as well as security and safety considerations pertaining to developing and using AI tools in a large organization. Speaker : Jeff Price is a Senior Technical DevOps Manager at Red Hat, and leads a technical team responsible for Enterprise Resource Planning systems and software delivery pipelines for Go to Market systems. He has a background in IT Infrastructure, Public and Private Cloud, and DevOps. The Perks: 🎁 Exclusive GDG Swag for attendees! 🍕 Pizza & Soft Drinks (for in-person guests). 🤝 Networking & Q&A with local industry leaders. Also, Check our Meetup page at https://www.meetup.com/gdgcloudindy/ See you there! P.S.-> Parking Vouchers instructions will be available to attendees for Free garage parking. This is a hybrid event. Join the event virtually at https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-build-real-world-ai-apps-with-google-antigravity/ or in person at Lacy School of Business (LSB) , Dugan Hall (DH 118 Classroom) , Butler University - 625 Butler Way Indianapolis, 46208 *** Agenda *** Speakers Anil Yanamandra Anil Yanamandra is a Solutions Architect with 17+ years of experience building global, consumer-facing applications. He is currently focused on transforming legacy enterprise processes and systems through the strategic application of Generative AI. A hands-on practitioner in the rapidly evolving AI landscape, Anil constantly explores the latest tools and methodologies to bridge the gap be… Jeff Price - Red Hat (Senior Technical DevOps Manager) Jeff Price is a Senior Technical DevOps Manager at Red Hat, and leads a technical team responsible for Enterprise Resource Planning systems and software delivery pipelines for Go to Market systems. He has a background in IT Infrastructure, Public and Private Cloud, and DevOps. Host Olga Scrivner - Scrivner Solution Inc. (President) Olga is an Assistant Computer Science and Software Engineering Professor at Rose-Hulman Institute of Technology. She is also a President and Co-Founder of Scrivner Solution Inc. Olga’s passion is upskilling and mentoring women in STEM. She is a Women TechMakers Ambassador and a member of the Executive Committee for the IEEE Women in Engineering (Central Indiana) chapter. Olga’s current researc… Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-build-real-world-ai-apps-with-google-antigravity/.