Supply Chain Management

**Hello, fellow DevOps enthusiasts 🤓** On **May 7th**, we'll meet again for a couple of insightful talks, hosted by **[Dynatrace](https://www.dynatrace.com/)**! 📍**Location**: Avda Diagonal 211 \- 14th floor\, Torre Glòries\, Barcelona \| [https://maps.app.goo.gl/22q31ECkaW7BzDMD8](https://maps.app.goo.gl/22q31ECkaW7BzDMD8) \-\-\-\-\-\- 📅 **Agenda** * **18:30 - 18:40** Welcome from the hosts * **18:45 - 19:30** "The microservices kool-aid and what that means for SREs" * **19:30 - 20:15** "Observability in the AI-Native DevOps Age" * **20:15 - 21:00** Networking & Snacks \-\-\-\-\-\- **🎤 Talks & Speakers** * **Title: "The microservices kool-aid and what that means for SREs"** * **Speaker**: [Csaba Almási](https://www.linkedin.com/in/csaba-almasi/) - *Staff Platform Engineer at [Neonomics](https://www.neonomics.io/).* * **Duration**: 30-45 mins * **Abstract**: For years, the industry has treated microservices as the default architecture for any scaling project, but for SREs, this "Kool-Aid" often comes with a bitter aftertaste. This session moves past the hype to examine the true operational tax of service proliferation, specifically focusing on how fragmented architectures drive up observability costs and create silent performance bottlenecks through network overhead and resource contention. We will dive deep into the technical signals that reveal a "distributed monolith"—a system that shares the complexity of microservices but retains the rigid coupling of a legacy app—and provide a rubric for identifying when an architecture has become more of a liability than an asset. Beyond the theory, we’ll explore practical guidelines for determining when to actually decompose a monolith and, perhaps more importantly, when to move in the opposite direction. Using real-world examples from the field, we will walk through the architecture and design decisions behind both successful service extractions and strategic consolidations of over-engineered distributed systems. You’ll walk away with a framework for balancing technical depth with operational sanity, ensuring your architecture evolves based on performance data rather than industry trends. * **About**: Csaba Almási is a Staff Infrastructure Engineer at Neonomics, where he focuses on building reliable platforms and maximizing the business impact of observability. With extensive experience in SRE and distributed systems, he specializes in bridging the gap between technical architecture and operational efficiency in the fintech sector. \-\-\-\-\-\- * **Title: "Observability in the AI-Native DevOps Age"** * **Speaker**: [Andreas (Andi) Grabner](https://www.linkedin.com/in/grabnerandi/) - *CNCF Ambassador, Book Co-Author, and Fellow DevRel at [Dynatrace](https://www.dynatrace.com/)* * **Duration**: 30-45 mins * **Abstract**: *AI is here to stay!* *The question is: How to make it an efficient DevOps partner for the human to build, test and operate software?* The answer is simple: Just like humans, the AI can use observability to understand and optimize the impact of generated and deployed code and configuration. In this talk you learn the path through three important lessons on how observability as you know it is changing to become useful for the Human and the AI as we enter the AI-Native Age. **1.** **The Observability Primer**: “What’s different in observing an app, an AI or a workflow?" **2.** **The AI Delivery Lifecycle**: “How can my AI becomes better with observability?” **3\. Cost and Impact**: “How can we speed up while staying within budget?” You will walk away and know how to best apply open standards like OpenTelemetry and OpenLLMetry to get insights and optimize your own usage of AI. Whether its for coding, automation or to provide it as a business feature! * **About**: Andreas Grabner has 20+ years of experience as a software developer, tester, and architect, and is an advocate for high-performing cloud-scale applications. He is a CNCF ambassador, a contributor to the CNCF project keptn, a Co-Author of Platform Engineering for Architects, and a Fellow DevRel at Dynatrace. Andreas is also a regular contributor to the DevOps, Platform Engineering, and Cloud Native communities and a frequent speaker at technology conferences. In his spare time, you can most likely find him on one of the salsa dancefloors of the world! \-\-\-\-\-\- 🔑 **Important Access Note** Our host requires the attendees to provide their ID to grant us access to their offices. **Do not forget to fill in the "NIF - NIE - Passport" field** when registering, and do not forget to **bring your ID**!

¿Quieres aprender a bailar? Realizamos clases regulares desde hace más de 10 años de diferentes modalidades, SALSA, BACHATA, KIZOMBA, SEVILLANAS y más. Tenemos diferentes niveles, inicio, intermedio y avanzado y estamos durante toda la semana en diferentes zonas del Vallés. Existen diferentes opciones de pago, con unos bonos que van desde los 3€ a los 7€ por clase y los puedes gastar en diferentes días y horarios. Para más información nos puedes contactar por privado, teléfono o whatsapp al 636204015 Es necesario avisar antes de asistir por primera vez. (Indicanos que nos has encontrado a través de Meetup)

A special edition meetup with a very special guest! International speaker Daniel Afonso will talk about the Framework wars and what he learned from them! Don't miss out! 🚀 ────────── **18:30: Welcome** **18:45 Intro by Host Neciu Dan** **19:00 React-Driven Development: Career Lessons from the Framework Wars** Speaker: Daniel Afonso, Senior Developer Advocate at PagerDuty "No one uses what I built!" "Why can't I get support to do this?" "I don't even know why we're using that?" "Why am I always the one doing everything?" Sound familiar? The truth is, friction is ever-present in our careers — in our influence, processes, relationships, and even the code we ship. But we're rarely taught how to handle it. Here's the fun fact: React's history is full of lessons in dealing with friction. From the early skepticism around JSX and the Virtual DOM to the chaos of Server Components, the React team has navigated many friction points you'll face: skeptical stakeholders, unclear messaging, delayed initiatives, and the challenge of getting buy-in. So let's recap the highlights since its birth to the latest release, understand what React got right (and wrong), and extract practical takeaways you can apply to your career, team, and developer experience initiatives. Whether you're leading a team, building internal tools, or advocating for a technical decision, you'll leave with concrete strategies for driving change, building trust, and shipping initiatives that actually get adopted. **20:00: Drinks and networking!** Do you want to talk at this meetup? Reach out to Dan Neciu [on LinkedIn](https://www.linkedin.com/in/neciudan/) And please help us spread the news and grow the community: **21:15 Meetup finished** **(FOR EARLY ACCESS: WE ALWAYS POST FIRST ON SOCIAL MEDIA)** [Twitter(X)](https://x.com/ReactJsBCN) [BlueSky](https://bsky.app/profile/reactbarcelona.bsky.social) [LinkedIn](https://www.linkedin.com/company/reactjs-barcelona/) [Instagram](https://www.instagram.com/reactjs_barcelona/) ────────── **Sponsors:** Perk The intelligent platform for travel and spend. Time-consuming bookings, endless approvals, hundreds of receipts: Perk is made to erase the work behind the work that is costing your business trillions and draining your teams of morale and productivity. At Perk, we call it shadow work. By automating bookings, expenses, and invoice processing, Perk takes care of shadow work so your teams can get down to business—all while keeping you in control. Founded in 2015, we’re trusted to power real work by over 12,000 companies worldwide, including Wise, On Running, and Breitling, and backed by first-class investors, such as SoftBank, Kinnevik, Felix Capital, Target Global, LocalGlobe, Spark Capital, and Noteous Partners. Work with Perk, and unlock the full potential of your people and your business. ────────── **Join the Master Security Course for FREE!** Modules 1 & 2 are live now — **Exploits and XSS** — completely free to access. * Understand how common vulnerabilities actually work * Learn to identify and prevent security flaws in your code * Get practical, real-world examples you can apply immediately * Types of XSS + real case studies of XSS in ReactJS and more This is just the beginning — start building security expertise today. [Join here](https://neciudan.dev/master-security)

Ven a disfrutar de los jueves eclécticos en Ocaña en Vivo! ¡Este mes tenemos grupos de flamenco, blues, rumba, latin, y de todo un poco ! Como siempre , los jueves son eclécticos en nuestro Café-Restaurante. Un popurrí de artistas para pasarlo en grande, cada mes con nuevos grupos de flamenco, blues, rumba, latin y de todo un poco! Todos los jueves desde las 21h, ¡y a entrada libre!

**Open Coffee Meetup will be held at *Cafe Alsur \| Lluria*** Building a startup takes more than a good idea—it takes the right network, insights, and support. Our **Open Coffee sessions** bring together founders, investors, mentors, and startup enthusiasts for meaningful conversations, shared experiences, and fresh perspectives. Each session is informal and shaped by the needs of those attending. You’ll introduce yourself, share current challenges, and get feedback, contacts, and advice from a supportive community. **Who joins** Startup founders, teams, investors, mentors, and career changers entering the startup world. **How to prepare** * Bring a notebook—plenty of wisdom is shared * Prepare a short intro: who you are and the value you bring * Think of 1–2 key challenges to discuss **About the Organizer – [SIA: Startup Investor Accelerator](https://taac.startupinvestoraccelerator.com/ "https://taac.startupinvestoraccelerator.com/")** SIA is a dual-track program for startups and investors. Startups can receive €100–200K in funding through our investment rounds. Investors learn by doing—developing their angel investing skills in real deals. **Next opportunities** Stay in the loop by visiting our website and following us on [LinkedIn](https://www.linkedin.com/company/startup-investor-accelerator/ "https://www.linkedin.com/company/startup-investor-accelerator/"). * **[Startups](https://gust.com/organizations/transatlantic-angel-conference/public_profile "https://gust.com/organizations/transatlantic-angel-conference/public_profile")**[ Express your Interest here](https://gust.com/organizations/transatlantic-angel-conference/public_profile "https://gust.com/organizations/transatlantic-angel-conference/public_profile") \- You could be one of the next startups selected for our funding competition\. * **[Investors](https://docs.google.com/forms/d/e/1FAIpQLSfER36gKV9uLA4iR5MQ_Xev1S-dzUacLn-6mBpofa3Y4uCYgw/viewform "https://docs.google.com/forms/d/e/1FAIpQLSfER36gKV9uLA4iR5MQ_Xev1S-dzUacLn-6mBpofa3Y4uCYgw/viewform")**[ Express your Interest here](https://docs.google.com/forms/d/e/1FAIpQLSfER36gKV9uLA4iR5MQ_Xev1S-dzUacLn-6mBpofa3Y4uCYgw/viewform "https://docs.google.com/forms/d/e/1FAIpQLSfER36gKV9uLA4iR5MQ_Xev1S-dzUacLn-6mBpofa3Y4uCYgw/viewform") \- Explore our hands\-on angel program to grow your investing skills and confidence\.

🎉 ¡BAILAMOS EN EL PARQUE DE LA CIUTADELLA! 💃🕺 ¿Te encanta bailar y pasarlo bien? ¡Este plan es para ti! Ven a mover el cuerpo, conocer gente genial y disfrutar del ritmo al aire libre 🌞🎶 ✨ ¿Cuándo? TODOS LOS JUEVES\| 18h \- 21h 📍 ¿Dónde? Parque de la CIUTADELLA (La Glorieta) 🎵 100% BACHATA GRATUITO! 💬 Abierto a todos los niveles. ¡Buen rollo asegurado! ➡️ Trae tu mejor sonrisa, algo de agua, y prepárate para pasarlo en grande. ¡Comparte e invita a tus amigos! [Unete a nuestro grupo de WhatsApp!](https://chat.whatsapp.com/FUlt5bKe9d6BIRotP0194Z?mode=gi_t) \-\-\- 🎉 WE'RE DANCING AT CIUTADELLA PARK! 💃🕺 Love to dance and have a good time? Then this plan is for you! Come move your body, meet awesome people, and enjoy the rhythm under the open sky 🌞🎶 ✨ When? EVERY THURSDAY \| 6:30 PM – 9 PM 📍 Where? CIUTADELLA PARK (La Glorieta) 🎵 100% BACHATA FREE EVENT! 💬 Open to all levels. Good vibes guaranteed! ➡️ Bring your best smile, some water, and get ready to have a blast. Share and invite your friends! [Join our WhatsApp group chat!](https://chat.whatsapp.com/FUlt5bKe9d6BIRotP0194Z?mode=gi_t)

Seas SysAdmin, Developer, DBA, InfoSec, Networking o de cualquier profesión ligada a sistemas. Incluso si te interesa este ámbito, las #AdminBirras 🍻 son tu lugar 🗓️ 5 de Febrero desde las 19:30 Hs. 📍[PIBÄ Barcelona (Sector Arriba) Carrer d'Enric Granados, 77, L'Eixample, 08008 Barcelona](https://maps.app.goo.gl/uDoiRDwDsjNBsWkcA?g_st=ipc) ¡Te esperamos!

**SREday: In-Person Event on SRE, DevOps & Cloud in BARCELONA** 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. 🫆[CFP](https://cfp.ninja/e/sreday-2026-barcelona-q2) 🎟 Free Entrance

Enjoy a live jazz concert while you eat or have a drink. The best way to end the week! Free entrance but you are welcome to tip the band! En Ocaña tenemos jazz en directo todos los domingos! La mejor forma de terminar la semana. La entrada es libre y a taquilla inversa! A Ocaña tenim jazz en directe tots els diumenges! La millor forma de tancar la setmana. Entrada lliure amb taquilla inversa.

Two weeks ago Yann LeCun and his team at New Yourk University published a paper http://yann.lecun.com/exdb/publis/pdf/lecun-06.pdf aimed to tackle a fundamental problem of AI -- world model, an obstacle that can keep us at the current level of LLM-s for potentialy centures, or can take us to singularity if it will be solved. To do this LeCun used EBM -- energy base models instead of classical probabilistic densities. We are planning to discuss energy based reasoning from mathematical point of view and also discuss connected technologies and their perspectives. Main article that we will discuss https://openreview.net/pdf?id=ZBj3Qp1bYg This is part of the scientific paper reading club. Presenter: Anier Velasco Sotmayor, teacher at Harbour Space Institute of Technology language of the meeting: English. Entrance donation: 15 eur

\*\*ESPAÑOL\*\* Empieza el domingo con calma: ajedrez, café y buena compañía. Este es un encuentro de **ajedrez casual**. Da igual si eres principiante, intermedio o jugador experimentado — todos son bienvenidos. **La idea es simple: jugar algunas partidas, observar otras, conversar y disfrutar de una mañana tranquila fuera de las pantallas.** **DOMINGO: 11:00 - 13:00** **Todos los niveles** bienvenidos Si **tienes un tablero de ajedrez, puedes traerlo.** \*\*ENGLISH\*\* Start your Sunday slowly with a relaxed morning of chess, coffee, and conversation. This is a **casual chess meetup**. Whether you're a beginner, intermediate, or experienced player, you're welcome to join. **The idea is to create a calm Sunday ritual where people gather offline and share time together.** **SUNDAY: 11:00 - 13:00** All levels welcome If you **have a chess set, feel free to bring it.**

🎯 **Workshop BusinessUp™: Desarrolla con Éxito tu Negocio desde 0** *Crea tu propio negocio basado en marca personal y descubre todos los pasos necesarios para ejecutarlo de forma exitosa.* Descubre el camino completo para convertir una idea en un negocio sólido y escalable. En este workshop, exploraremos las fases esenciales del proceso emprendedor: desde la claridad de **propósito** y el diseño del **modelo de negocio**, hasta la ***ejecución estratégica***, el ***posicionamiento*** y la ***gestión eficaz*** del crecimiento. Todo ello basándonos en potenciar tu **marca personal** y el apalancamiento de las **redes sociales**. Analizaremos los errores más comunes que bloquean el avance de emprendedores y cómo superarlos con ***mentalidad***, **planificación** y **acción** coherente. Una sesión pensada para profesionales, emprendedores y creativos que desean construir un proyecto con *propósito*, *rentabilidad* y *visión* de largo plazo. Vivimos en un ***momento único*** ***de la historia*** para emprender y crear valor en el mundo a través de negocios personales. La tecnología IA y el nuevo ecosistema económico que se está creando para los próximos años abren un ***escenario lleno de oportunidades*** para personas que quieran aprovecharlo sin necesidad de dedicar excesivos recursos y tiempo. **¿Qué obtendrás?** * Conocimiento estratégico y profesional para la **creación de tu propio negocio** * Cómo desarrollar tu **Business Plan, Marca Personal** y validar tu idea * Una **Metodología** para la creación de empresas con éxito * Claves del **Entrenamiento Mental** orientado a objetivos * Acceso a nuestra **comunidad** privada **¿A quién va dirigido?** * **Emprendedores** que desean lanzar o escalar su propio negocio con una estrategia clara y sostenible. * **Profesionales independientes** que quieren transformar su conocimiento en una oferta de valor rentable. * **Personas en transición profesional** que buscan claridad y estructura para iniciar un nuevo proyecto con propósito. * **Coaches, formadores y consultores** que desean profesionalizar su actividad y alcanzar más impacto. * **Creativos y visionarios** que tienen ideas potentes pero necesitan herramientas prácticas para llevarlas a la acción. **Formato:** * 100% **presencial** * *Masterclass* + espacio para preguntas * Teoría, Ejercicios + **plantilla** Business Plan * **Networking** final con los asistentes y organizadores **Ponente:** Linkedin: [https://www.linkedin.com/in/aalonsoas/](https://www.linkedin.com/in/aalonsoas/) 📍 **Lugar:** Barcelona C/Carrer de Caballero 76 1-3. Sala de formación con pantalla y mesas de trabajo . 👥 **Plazas limitadas** 🎟️ **50€ + IVA** Nota: Meetup es solo uno de los canales de promoción, la lista de asistentes real se gestiona a través de nuestra website [www.powermind.es/programas](http://www.powermind.es/programas)

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) 🤩❤️🍹RANGO 25-35 DISCO SUTTON SABADO NOCHE Y HACER AMIGOS/AS SINGLES NOS PONEMOS DE ACUERDO POR EL CHAT PRO DISCO & TARDEOS JÓVENES PARA ENCONTRARNOS TODOS PARA TOMAR LA CERVEZA PREVIA EN UN LUGAR CERCANO ANTES DE ENTRAR O EN LA PUERTA ANTES DE ENTRAR A DARLO TODO Y ENTRAR TODOS JUNTOS. NOS VAMOS A BAILAR EL SÁBADO POR LA NOCHE ¿TE APUNTAS?. ESTE SUBGRUPO SE ORGANIZA A TRAVÉS DEL CHAT PRO DISCO & TARDEO JOVENES DENTRO DE LA PLATAFORMA PATREON SINGLES BARCELONA. COLABORA, PARTICIPA Y EMPUJA. CREA ACTIVIDAD SOCIAL. COGE LA PALA. [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) CHAT WHATSAPP HABILITADO PARA FACILITAR EL ENCUENTRO

Horari lliure, però es recomana aprofitar-ho tot el dia. Mínim 3 participants que es vulguin fer una peça, perquè el taller no es cancel·li. Confecció d'equipament per a la pràctica del Softcombat a Barcelona tant per a fins privats com per al grup. [EXEMPLES DE CRAFT i consells varis](https://www.youtube.com/watch?v=KrGowAhOwio&list=PL5WPtm8uctCcPuc-lq_x7h-Uly9cjclOS&index=20) Reparació d'equipament del grup, danyat pel seu ús. Ordenació i manteniment del taller. Per participar al taller, cal confirmar assistència per Meet Up i enviar un missatge privat a l'organització. PER A LA REALITZACIÓ D'UNA PEÇA D'ÚS PERSONAL AL ​​TALLER, s'ha de portar tots els materials de forma pròpia (acord amb la normativa seguidament exposada) o avisar prèviament a l'organització (per whatsup o deixant un comentari en aquest esdeveniment) sobre quina peça es vol fer, per tal que es puguin reunir els elements. SEMPRE QUE EL MATERIAL SIGUI PER A ÚS PROPI, S'HAURÀ D'ABONAR EL COST DELS MATERIALS I ELS SERVEIS EXTRA (ELECTRICITAT, AIGUA, EINES) A L'ORGANITZACIÓ. ELS PARTICIPANTS DEL TALLER QUE ACREDITEN TITULARITAT DEL CARNET JOVE, rebran un 10% de descompte (fins a un màxim de 10euros) per als tallers de Craft d'equipament FOAM. Descompte en aquest import, no acumulable amb altres descomptes i ofertes. Com altres vegades, l'horari és lliure, de manera que es pot estar el temps que vulgueu. Tot i que es recomana estar el màxim possible per aprofitar el viatge. El taller obre les portes a les 10, i acaba aprox a les 19h. Al migdia (13:30h aprox.), pararem el taller per anar a dinar junts una pizzes, aproximadament uns 8 euros per cap (tot i que també et pots portar menjar de casa). Moment força interessant per enfortir els enllaços entre nosaltres. Així que a més d'efectiu per al taller, en cas de peça pròpia, portar-vos per menjar. Hi ha d'haver un mínim de 3 assistents confirmats per Meetup perquè el taller es faci. **REGLAS BÁSICAS PARA EL SOFTCOMBAT** **NORMATIVA Y SEGURIDAD** **la participación en un evento implica la aceptación de estas:** Para garantizar la seguridad de los participantes, todas las armas ajenas a serán testadas previamente, conservándose el derecho a admisión del arma o del usuario. Como todo **deporte de contacto**, hay que tener cuidado y apelar siempre al sentido común y al compañerismo, al inscribirse en nuestra comunidad, el participante o tutores del participante aceptan la total responsabilidad de cualquier daño, lesión, pérdida... que pueda suceder dentro de los entrenamientos. La participación en un evento implica la aceptación de estas. Consulta los siguientes enlaces para conocer más sobre Materiales y Normativa del Equipamiento **MATERIALES PERMITIDOS** [https://www.youtube.com/playlist?list=PL5WPtm8uctCcPuc-lq_x7h-Uly9cjclOS](https://www.youtube.com/playlist?list=PL5WPtm8uctCcPuc-lq_x7h-Uly9cjclOS) **Conoce nuestras otras Redes sociales:** [https://www.facebook.com/SoftcombatBcn/](https://www.facebook.com/SoftcombatBcn/) [https://www.instagram.com/softcombatbcn/](https://www.instagram.com/softcombatbcn/) [https://www.youtube.com/softcombatbcnevents](https://www.youtube.com/softcombatbcnevents) [[https://twitter.com/SoftBCN](https://twitter.com/SoftBCN) ](https://twitter.com/SoftBCN) * **LOPD REGLAS VIGENTES DE LEY DE PROTECCIÓN DE DATOS:** Con la participación en las actividades de Softcombat Bcn Events Associació Cultural, se declara que **el interesado acepta la política de privacidad y tratamiento de datos personales acorde a la normativa vigente de la LOPD (UE 2016/679).** La cual garantiza un tratamiento anónimo y confidencial de los datos facilitados, salvo indicación explicita del firmante. Además y garantiza que su empleo solo será a modo de cómputo de participantes ante las autoridades legales territoriales de forma numérica, en caso que fuera necesario. \* Con la indicación de sus datos (mail o teléfono) y la participación en nuestras actividades, se declara aceptar recibir información sobre los eventos, productos y servicios de Softcombat Bcn Events AC. **De igual modo, declara su consentimiento para que SoftBcn Events haga uso de cualquier imagen, relacionada con el evento, con el fin de realizar promoción y difusión de su actividad a largo plazo.** En caso de estar en contra, se puede solicitar la retirada de la imagen en nuestro correo: [softcombatbcn@gmail.com](http://softcombatbcn@gmail.com/)

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

**Welcome to the Brain Injury Alliance of Kentucky’s Support Group.** *\*\*This meeting has been moved to the 4th Monday of each month.* This group is a safe space for **survivors of traumatic and acquired brain injuries**, as well as their **families and caregivers**, to find support, share experiences, and connect with others who understand the journey. Whether you're newly injured, a longtime survivor, or supporting a loved one, you’ll find comfort, information, and encouragement here. Our professionally facilitated groups offer a confidential, compassionate setting for healing, learning, and growing together. Join us to discover the power of community—because no one should walk this road alone. *All survivors of ABI/TBI and those who care for them are welcome.* \* This meeting is for persons with brain tumors and their guests. \*\* This is a hybrid meeting. For those meeting in-person dinner is served at 5:45pm. Online begins at 6:30pm.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

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!

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.