Business Analytics

**Looking for a business networking event in London for property, construction, and trade professionals?** Join us in Fitzrovia for a quality networking evening bringing together business owners, contractors, landlords, and professionals connected to the built environment. Hosted by GMax Card — a digital business card platform helping business owners share all their contact details through one simple link. ## What to Expect A relaxed but professional networking evening designed for meaningful business conversations and quality connections. Meet people across property, construction, maintenance, and business services in an atmosphere that feels social, productive, and well-organised - not an overcrowded conference or random pub meetup. Whether you're looking for new clients, trusted suppliers, partnerships, referrals, or industry contacts, our hosts are there from the start to help make introductions. ## Who You'll Meet * Property professionals and landlords * Builders, contractors, and construction professionals * Electricians, plumbers, HVAC, and maintenance specialists * Interior design, fit-out, and renovation professionals * Estate agents, letting agents, and block management professionals * Business owners and service providers working with property and trade sectors * Finance, mortgage, insurance, and property investment professionals ## Schedule 18:30 — Arrival & welcome 19:00 — Short introductions 19:30 — Open networking 21:30 — Close Hosts are there from the beginning to help facilitate introductions and conversations. ## Venue: The Refinery at Regent’s Place A modern and spacious venue in the heart of Fitzrovia with a relaxed professional atmosphere - ideal for quality networking and business conversations. Located moments from Warren Street station, close to Euston. ## Entry & GMax Cards Free RSVP: Event access only Paid ticket (when available): Includes a contactless GMax Card (please ask the host to claim your card) ## Dress Code Business / Smart casual ## Hosted by [GMax Card - a digital business card](www.gmaxcard.com) platform helping professionals and businesses share all their contact details through one simple link. ## Important Info * 18+ (ID may be required) * Photos/video may be captured by CineEye Audiovisual Production Studio * Attendance is at your own risk **Limited spots available - early registration recommended!**

You're invited to our next Women in Product London event! As product managers grow in their careers, one skill becomes increasingly important: **strategy**. For this event, we’re bringing together product leaders from a range of industries and company stages to share how they approach product vision and strategy in practice: what it really means to be strategic, how you develop strategic thinking over time, and why it often becomes the defining skill that separates good PMs from great product leaders. Some of the topics will include how to develop stronger strategic thinking as you progress in your career, how to influence organisations through vision and direction, and real-world examples of turning high-level strategy into meaningful product outcomes. The evening will give you the opportunity to network with your peers over drinks and canapés before and after our speakers take the stage. Join us for a mix of insightful presentations where you'll take away practical insights from experienced product leaders and have the chance to ask questions throughout the event. **\-\-\-\-MEET THE SPEAKERS** **\>\> Pooja Naidu – Exec Coach/Advisor \(former VP of Product @ Mews\)** *With over 19 years experience in Product she has worked in Sportstech, Retail, Hospitality, Media, Publishing, E-commerce and Banking. She has developed category defining products across B2C and B2B for SMB/Mid market/Enterprise customers; including M&S Website/Christmas food ordering/In store apps, Tesco clubcard app, Sports analytics solutions for Premier League, NBA and beyond!* **\>\> Laura Dyer – Senior Product Manager @ Wolf&Badger** *Laura Dyer is a Senior Product Manager specialising in marketplace and platform products. At Wolf & Badger, she owns product strategy across supplier tools and platform infrastructure and has led the shift toward a more experimentation-driven & product-led way of working across her org. Before that, she cut her teeth at Ocado Technology in ecommerce and logistics, giving her experience that spans enterprise tech platforms through to early-stage scale-ups. She's passionate about mentoring others in product and tech and you'll usually find her geeking out about UX research, building with AI tools or just finding ways to make work more fun.* **\>\> Christina Cassar – Product Lead @ Just Eat** *Christina Cassar is a Product Lead at Just Eat, driving product strategy to transform the experience for millions of customers across one of Europe’s leading food delivery platforms. With a decade of experience across consumer brands including Sky, Virgin Media O2, and Liberty Global, she has shaped product strategies for diverse markets, turning high-level vision into impactful roadmaps.* We're looking forward to seeing you there! \-\-\- Venue, food and drinks proudly sponsored by [Just Eat](https://www.just-eat.co.uk/). **Special note:** please note the small attendance fee is to cover administrative costs of running Women in Product London. We can only accept payment via PayPal and refunds are not available if you're unable to attend the event. #wiplondon #alwayslearning

ATTENDEES LIST IS CLOSED until further notice / YOU ARE INVITED TO JOIN THE WAITING LIST BY SENDING AN EMAIL TO: HOLA@SPANISHFOREXECUTIVES.CO.UK Spanish for Executives we are delighted to organise this "CAÑAS" (a.k.a informal drinks) to speak in Spanish in Canary Wharf with our students and friends. Please, feel very welcome to join us if you are or a Spanish Student or a native who wants to have a nice evening meeting new and vibrant people. *** ******************** F.A.Q. ******************** ********** Will you invite me to something to drink?********** Yes! The price includes a glass of wine, a beer or a soft drink: up to you! ********** I am a beginner in Spanish, is this for me?********** Absolutely! We teach Spanish so we have created this Cañary Wharf to help our students to improve their fluency and feel the Spanish mood. Don't panic: you will find Spanish teachers around who will support you during the conversation. You are not expected to be bilingual, just to have a good attitude! ********** I am a Spanish native and I work in the area, can I pop in? ********** For sure! We are pretty sure that you will have a good time, don't hesitate to get your ticket! We teach very interesting people and our friends are super cool, so, why not? We only ask you to try to don't swap to English as the purpose is to speak in Spanish! ********** Ey I am/ I used to be your student, do I have a discount!? ********** Yes! Drop us a quick email and we will send you the code. ********** Where will it take place? ********** It will take place in Canary Wharf, vibrant business heart of London. We will reveal the details of the venue to our guests per email, so you first need to get your ticket! ********** What should I bring with me? ********** -Good attitude (mandatory) -Business cards (optional, you never know!) -Pen and paper (hopefully you will learn a lot!) -Oyster card (At the end of the event you need to arrive home, don't you?) ********** Why are you guys always talking about Spanish for the REAL business world ********** We are sure that there are millions of great academies in the world to learn Spanish... Present tenses, subjuntivo, "me gusta el verano"... Well, you know what we mean. Spanish for Executives we know the importance of everything else: the big challenge to get into the real business, big corps and SMEs. All the cultural details to have in consideration at the same time, the etiquette, the "after-work", the timings: all the kind of things that you won't learn "filling the gaps". You will love us.

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026060201) is required for admission. **RSVP on meetup is turned off** Scale AI with confidence— Learn directly from industry experts and power builders at this free technical event featuring real-world talks and hands-on workshops designed to move your AI workloads from experiment to production. **What to expect:** * Community-Led Talks: Learn real-world lessons, proven architectures, and scaling patterns. * Direct Expert Access: Engage directly with Ray’s creators and builders to get answers, insights, and best practices for productionizing AI. * Hands-on Workshops: Accelerate your path to production with an instructor-led Ray workshop * Peer Networking: Connect with experienced engineers and AI teams and learn from shared experiences. **Agenda** * 9:00AM - 9:30AM Registration + Networking * 9:30AM - 10:15AM Opening Keynote * 10:15AM - 12:30PM Ray User Talks * 12:30PM - 1:30PM Expo hall: Lunch and Networking * 1:30PM - 5:00PM Hands-on Workshop: Building Distributed AI with Ray * 2:00PM - 3:15PM Future of Ray: Technical Roundtable (Invite-only) * 5:00PM - 6:30PM Expo hall: Happy Hour and Networking **Venue:** Convene 200 Aldersgate, St Paul, London **Sponsors:** AWS, CoreWeave, Nebius

**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

**Looking for a business networking event in London for professionals across the built environment and property sectors?** **Join us in Fitzrovia for a business networking evening. Hosted by GMax Card - a digital business card app helping professionals share all their contact details through one simple link.** **## What to Expect** **Connect with professionals across the built environment, property development,** **construction, and property sectors in a relaxed yet purposeful setting.** **Build valuable relationships, exchange ideas, discuss industry trends, and uncover new opportunities.** **A lightly structured event - not a formal conference, nor a random pub mingle.** **A** **quality yet relaxed atmosphere****, with space for meaningful professional conversations.** **Hosts are there from the start to** **help with introductions****.** **### Who You'll Meet** * **Property developers and development professionals** * **Investors, landlords, and asset managers** * **Architects, planners, and urban design professionals** * **Construction professionals, contractors, trades professionals** * **Surveyors, engineers, and project managers** * **Property management and real estate professionals** * **International property, construction, and built environment professionals visiting London** **## Schedule** **18:30 — Arrival & welcome** **19:00 — Short introductions** **19:30 — Open networking** **21:30 — Close** **Hosts are there from the beginning to help facilitate introductions and conversations.** **## Venue: The Refinery at Regent’s Place** **A modern and spacious venue in the heart of Fitzrovia with a relaxed professional atmosphere - ideal for quality networking and business conversations.** **Located moments from Warren Street station, close to Euston.** **## Entry & GMax Cards** **Free RSVP: Event access only** **Paid ticket (when available): Includes a contactless GMax Card (please ask the host to claim your card)** **## Dress Code** **Business / Smart casual** **## Hosted by** [GMax Card - a digital business card](www.gmaxcard.com) **platform helping professionals and businesses share all their contact details through one simple link.** **## Important Info** * **18+ (ID may be required)** * **Photos/video may be captured by** [CineEye Audiovisual Production Studio](www.cineeye.co.uk) * **Attendance is at your own risk** **Limited spots available - early registration recommended!**

**Details** We're back for another fun, friendly informal evening of product lightning talks and networking. We have 4 great speakers lined up to talk for 10 minutes (max) each on a product management topic that they’re passionate about. **Agenda** * 6:15 - Networking, drinks and nibbles * 7:00 - Welcome and intro * 7:10 - 4x 10 minute lightning talks + 5 mins Q&A per talk * 8:10 - More networking * 9:00 - Head to the pub **Our Speakers** * [Tom Coombs](https://www.linkedin.com/in/coombstom/) \- CPO @ Stop Scams UK \- "Measuring the unmeasurable" * [Ami Bakhai](https://www.linkedin.com/in/ami-bakhai/) \- Senior Technical Product Manager @ Nscale\. \- "How to change more without needing to build more" * [Jim Beattie](https://www.linkedin.com/in/jimbeattie/) \- CTO & Founder\, Ex\-Just Eat \- "The likely consequences of AI \- the haves and the have nots divide" * [Sarah Varki](https://www.linkedin.com/in/sarahvarki/) \- Product @ Cleo\, Lead PM\, Ex Shopify\, Intercom\, GetYourGuide\, Intuit \- "You don't have to pick a niche" **Getting there** * The venue is The Old Street Gallery, 3 Leonard Circus, London EC2A 4NA. * It's on the corner of Leonard Street and Paul Street. * Check in at reception, and you will be directed to the event space. * The talks start at 7pm. * Please arrive promptly, as spaces will be limited. * We have a max capacity of 50 attendees and will unfortunately have to turn people away once we reach capacity or after the talks have started. **Our founding sponsor: Zebra People** * Zebra People is a digital recruitment business specialising in helping tech companies to grow their product, engineering and design teams with top-calibre talent. * Looking to hire Product Managers, Engineers or Designers? Visit [zebrapeople.com](https://zebrapeople.com/) or contact nick@zebrapeople.com

**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.

**Looking for a business networking event in London with a focus on web3, blockchain and decentralised systems?** Join us in **Covent Garden** for a quality business networking hosted by digital business card startup GMax Card, **What to Expect** * **Connect with Web3 founders, blockchain professionals, startup builders**, and business decision-makers in a relaxed, yet purposeful setting. * **Build valuable business relationships, exchange ideas, spot emerging trends,** and uncover new opportunities across Web3, blockchain, and decentralised systems. * **A lightly structured event** \- not a formal conference\, nor a random pub mingle\. * An **atmosphere that feels high-quality yet relaxed**, with space for real business conversations. * Hosts are there from the start to **help with introductions**. **Who You'll Meet** * Web3 founders and startup operators * Blockchain professionals and builders working across decentralised systems * Business owners and decision makers exploring Web3 opportunities * B2B companies, service providers, and businesses building partnerships in the Web3 ecosystem * Investors and professionals interested in blockchain, crypto, digital assets, and emerging technologies * Business professionals visiting London for business and commercial connections **How the Evening Flows** 18:30 - Arrival 19:00 - Short introductions 19:30 - Open networking 21:30 - Close Hosts are there from the start to **help with introductions.** **Venue - Sycamore Bar at Middle Eight Hotel** A stylish, design-led bar inside the 5-star Middle Eight Hotel in central London. Located in the Covent Garden/Holborn area, just a short walk from Holborn, Covent Garden and Tottenham Court Road stations, it offers a relaxed and refined setting for business networking. **Entry & GMax Cards** * Free RSVP: Event access only * Paid ticket (when available): Includes a contactless GMax Card (ask host to claim; not distributed automatically) **Dress Code** Business / smart casual **Hosted by:** [GMax Card - a digital business card](http://www.gmaxcard.com/) platform designed for modern networking and professional connections beyond LinkedIn. Share **all** your contact details through one simple link. **Important Info** * 18+ (ID may be required) * Photos/video by [CineEye Audiovisual Production Studio](http://www.cineeye.co.uk/) (inform us if you prefer not to appear) * Attendance is at your own risk. Organisers and the venue are not liable for any injury, loss, or damage. **Limited spots - register early!** Join our [WA Business Community](https://chat.whatsapp.com/FJdEP809H5U8WQ4y4BLLS5?mode=hqctcli) to stay connected between events, and follow us on [LinkedIn](http://linkedin.com/company/gmax-card) for upcoming dates.

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

**CBSN Networking at Lucy Wong \| Wed 3rd June \| 6:00–8:30 PM** We’re delighted to return to Lucy Wong for another evening of relaxed and meaningful networking. We’ll be in the **raised railed area**, making it easy to find us and mingle comfortably. This is a friendly, welcoming event—whether you’re a regular or joining us for the first time. *** ### What makes CBSN different? ✔ Genuine conversations (not forced pitching) ✔ A strong mix of cultures and industries ✔ A relaxed, social atmosphere *** ### Who comes to CBSN? Entrepreneurs, professionals, creatives, and internationally-minded individuals—many with links to China, many simply curious. *** ### 💬 After the Event We encourage you to continue conversations online: 👉 Join: **www.cbsn.co.uk** *** Book early. Space is limited We look forward to seeing you there.

**Looking for a business networking event in London for SMEs, local businesses, and entrepreneurs?** Join us for a relaxed **Saturday Social Networking Event in Covent Garden**, hosted by London tech startups GMax Card, Ciitab, and Getshop Today. **What to Expect** **Quality conversations, relaxed networking, and a live DJ** throughout the evening - a **business crowd in a social setting**. **Exchange ideas, build partnerships, discover opportunities**, and grow your network in a welcoming yet professional atmosphere. Our hosts will **help introduce guests** early in the evening, before the event naturally flows into open networking, drinks, and DJ music. **Who You'll Meet** • SME owners, small business owners and local business owners • Entrepreneurs, founders, and startup teams • Solopreneurs and independent professionals • Bootstrapped founders and self-funded business owners • Freelancers and agency owners • Decision-makers from diverse industries • International business owners visiting London **How the Evening Flows** 18:30 - Arrival & welcome 19:00 - Short guest introductions 19:30 - Open socialising/networking with live DJ 21:30 - Close **Venue - Sycamore Bar, Middle Eight Hotel** A refined cocktail bar inside the 5-star Middle Eight Hotel in Covent Garden, just a short walk from Covent Garden, Holborn and Tottenham Court Road stations. **Dress Code** Business or smart attire. Think polished Saturday evening out with a professional touch. **Tickets & GMax Cards** * Free RSVP tickets include only the access to the event. * Selected paid tickets include a premium contactless GMax Card. **Hosted by founder-built tech startups:** • [GMax Card – digital & contactless business cards](www.gmaxcard,com) • [Ciitab – AI-powered LinkedIn networking](www.ciitab.com) • [Getshop Today – UK ecommerce platform](www.getshop.today) **Important Details** • 18+ event. ID may be required at the bar. • Photography and filming may take place for promotional use by [Cine Eye (Audiovisual Production).](www.cineeye.co.uk) • Attendance is at your own risk. Organisers and venue accept no liability for loss, damage, or injury. **Spaces are limited, and early booking is recommended.**

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.

**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

**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)

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)

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!

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

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

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!