Cloud Infrastructure

**Happy Hour Event!** Hi Amazing Ladies! Let's celebrate spring together at our upcoming HAPPY HOUR event at St Louis Bar & Grill (York Mills) on **Friday, May 8th, 2026**. Enjoy a great selection of discounted drinks and food options starting at $4. The venue offers excellent service in a casual and friendly atmosphere. Please view the pictures below for the Happy Hour options. Click [here](https://www.stlouiswings.com/stlouis-menu/?cachebuster=1776004533) for a link to the full menu. Meet friends and make some new ones in a relaxed and casual atmosphere. Each participant will cover their own food and drink costs. **There is a non-refundable / non-transferable $5.00 cover fee** to attend this group event. This charge will reserve your spot, help with group costs and hopefully minimize no shows. **Payment of the $5 cover charge is due by FRIDAY, May 1st, 2026.** After this date, non payment of the cover fee will result in the Member's name being moved to the "not going" list so that those "waitlisted" have an opportunity to attend the Happy Hour. **Note - attendees may bring one guest (subject to space availability) under this cover charge.** In consideration of others, if you are not able to attend, please advise 48 hours prior to the event to allow other people on the waitlist to have your spot. No shows and less than 48 hours notice of non-attendance will be noted. 2 or more such occurrences will unfortunately lead to removal from the group. Thank you all for your understanding and consideration. Looking forward to connecting soon! Here are the details for the $5.00 e-transfer - E-mail - [weekendbrunchover50@hotmail.com](http://weekendbrunchover50@hotmail.com/), Security Question - What is the time of the event? **Happyhour** Hope to see you there!

**Esmeralda Enrique Spanish Dance Company** \| Academy of Spanish Dance: *Ticket link is below* (20% off promo)-- Flamenco is Life. It's a living art. ***Special guests, acclaimed flamenco dancer José Manuel Álvarez (Barcelona, Spain) and beloved singer Manuel Soto (Jerez, Spain),*** join dancers Kiyo Asaoka, Makeda Benítez, Pamela Briz, Nancy Cardwell, Virginia Castro Durán, Rocío Conde, Alison MacDonald, and as always, Artistic Director Esmeralda Enrique, with flamenco guitarists, Caroline Planté (Montréal) and Benjamin Barrile (Toronto), singer Marcos Marín (Montréal) with percussionist, Miguel Medina (Montréal). https://www.youtube.com/watch?v=5IeTi_ZxUGU **Ticket link:** https://www.flamencos.net/ (You are purchasing for Friday May 8th) Once you enter Ticketmaster link (May 8th)--look for the **UNLOCK** box **Enter promo code:** MEETUP This will give you a 20% off ticket price. Play around with the seating chart--but more than likely you can find a $40-$45 ticket (be patient!)

Join Lawrence, your top hatted host, for an afternoon of great photography, delicious food and Happy Hour drinks. Our adventure begins at the CONTACT Festival headquarters, at 80 Spadina. We will see Sin Wai Kin - CLOSER THAN IT'S EVER BEEN Be part of the art as you step into two-channel-video installation *The Time of Our Lives* presented at CONTACT Gallery, viewers can choose to sit or move around the space, their experience oscillating between lived and imaginary realities. https://contactphoto.com/festival/2026/core/closer-than-its-ever-been Then you can peruse the Women's Image Library by Artexte. The curators of *Women’s Image Library* activated its archives to reveal women photographers’ significant and often overlooked contributions to the Canadian art scene. https://artexte.ca/en/ At 3 pmish, we will head outside to see mural at 460 King St W Thandiwe Muriu - An Abundance of Plenty *An Abundance Of Plenty* references classical Renaissance portraits while praising the sisterhood between two women which allows each to become the best of herself. https://contactphoto.com/festival/2026/map#venue-460-king-st-w-north-facade Afterwards, we will cross Spadina to 401 Richmond ArtSpace to see more. Gallery 44 - Suite 102 Group Exhibition - Corpus Obscura Across black-and-white prints, photographic sequences, and material interventions, the works engage photography as a site of becoming. Urbanspace Gallery - Ground Floor Yann Pocreau - The Prefix Prize 6 YYZ Artists' Outlet - Suite 140 Hong Yu (Casey) Chan - Listening to the Pathways of the Dead Conservation + Culture Chloé Beaulac - Sanctuary At 4:30 pmish, we will head over to Waterworks Bar for some Happy Hour Social and refreshment. https://www.waterworksfoodhall.com/happy-hour 50 Brant St, Toronto, ON M5V 3G9 If you want to continue to explore the 401 Richmond Art Space, head to the basement to discover these gems. Museum of Toronto to see The 52 exhibit on women who influenced Toronto http://www.museumoftoronto.com/ Spacing Store, or as I like to call it the Toronto Store, where you can find upscale souvenirs. http://spacingstore.ca/ 50 Brant St, Toronto, ON M5V 3G9

TICKETS ON SALE NOW: https://LSatGC.eventbrite.ca DJ Lazarus & LA Industrial presents: \-\- A night of LIVE industrial and EBM \-\- LEÆTHER STRIP (Denmark) + DIGITAL POODLE (Canada) + TORTURE GALLERY (USA/Denmark) + OLD SCHOOL INDUSTRIAL Dance Party with DJ Lazarus after the bands (starts 11pm) Friday May 8, 2026 Leather Strip, Digital Poodle, Torture Gallery + Old School Industrial Dance Party Ground Control - 1279 Queen St West - Toronto Doors at 7pm - 19+ Event Adv. Tickets $35 @ https://LSatGC.eventbrite.ca INVITE: www.facebook.com/events/1476142154125942/ \-\-\-\-\-\-\-\-\-\- INDUSTRIAL Dance Party starts at 11pm. Cover $10 @ the door for those not attending the concert. INVITE: coming soon \-\-\-\-\-\-\-\-\-\- LEAETHER STRIP: Bandcamp: https://leaetherstrip.bandcamp.com/ Facebook: https://www.facebook.com/LeaetherStrip Instagram: @leaether_strip_official TORTURE GALLERY: Bandcamp: https://handsofficial.bandcamp.com/ Facebook: https://www.facebook.com/TortureGallery INstagram: @torturegalleryig DIGITAL POODLE Bandcamp: http://digitalpoodle.bandcamp.com/ Instagram: @digital_poodle DJ LAZARUS Facebook: https://www.facebook.com/djlazarusrocks Instagram: @djlazarusrocks GROUND CONTROL Facebook: https://www.facebook.com/GroundControlToronto Instagram: @groundcontroltoronto LA INDUSTRIAL: Facebook: https://www.facebook.com/losangelesindustrial Instagram: @lalovesindustrial \-\-\-\-\-\-\-\-\-\-

**PLEASE NOTE YOUR SPOT IS NOT OFFICIALLY CONFIRMED UNTIL TICKETS ARE PURCHASED IN THE LINK BELOW.** Link to get tickets: [https://www.zeffy.com/en-CA/ticketing/build-and-belong-night-may--8](https://www.zeffy.com/en-CA/ticketing/build-and-belong-night-may--8) Build & Belong Night is a structured community gathering that brings people together through meaningful action and guided connection. **At this event, you’ll:** * Collaborate with others to prepare sandwiches for donation * Take part in facilitated small-group conversations * Spend time in a calm, respectful, and structured environment 🧠 **Why volunteering helps social connection** Working on something meaningful together makes conversations more natural. Social interaction flows around shared values and purpose, not forced small talk. 🧭 **How the hangout works** Activities happen alongside the sandwich-making, so conversations feel natural and relaxed. Facilitation helps ensure the space stays respectful, inclusive, and comfortable for everyone. 👥 **Participant limits** Group sizes are intentionally limited to keep the experience meaningful. Spots are first come, first served, and waitlists may be used. 🧠 **Who this is for** * People who want meaningful connections but don’t enjoy bars or traditional dating apps * Those interested in volunteering or supporting the community * Anyone curious about meeting thoughtful, values-driven people You do **not** need volunteering experience or to be outgoing. 💛 **About contributions** All contributions go toward materials and logistics for the kits and activities. This is a volunteer-led, community-focused hangout — no one is profiting. If this sounds like something you’d enjoy or you’re just curious, comment or DM me, and I’ll answer any questions! [Also, here's an FAQ for more information](https://docs.google.com/document/d/e/2PACX-1vRwu_ALM_is0PmAQ52smptY5Uc3NhAT6sbqEKNAoZyNJ6uKeeYxKYwYjlgCjZ0f__KXJ46rIPPwbBxv/pub). Follow us on IG [https://www.instagram.com/studentimpactalliance/](https://www.instagram.com/studentimpactalliance/)

Welcome ! OM Chanting is a group practice that has multiple benefits, including calming the mind, feeling relaxed, activating one's self-healing potential. OM Chanting''s powerful vibration contributes to send Peace . A participation of 5$ minimum is strongly encouraged to sustain the rent of the studio . \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- EVENT DETAILS: address: 283 Spadina Avenue; 3rd floor. ( SE corner of Spadina and Dundas). We will start at 6:30 pm. Please plan to arrive 5-10 minutes earlier. We will be sitting on chairs; you can also sit on the floor if you prefer. You are encouraged to bring a bottle of water. Looking forward to seeing you ! For more information about Om Chanting, please visit: [https://bhaktimarga.org/yoga-meditation/](https://bhaktimarga.org/yoga-meditation/) Much Love, Veda Cell: 416-845-9375

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

Start the weekend off right! Take charge of the stage every Friday night at Cloud Nine in Ajax 10pm -2am. Click on the links to see some of the amazing singers that light up the show. [Cloud Nine Karaoke singers](https://www.facebook.com/share/v/1KqHL9Q53E/) [Cloud Nine Karaoke Talent](https://www.facebook.com/share/v/1CG4CFy6kJ/) [Cloud Nine Karaoke on fire](https://www.facebook.com/share/v/19TKBSnLeF/)

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

No cover. No pressure. Just good people, good music, and good times. **Every Friday night** from 9PM to 12AM, we're keeping the fire going at **Malang Bar & Lounge**. This is your weekly spot to unwind, connect, and belong. Come solo. Come with friends. Come because you're tired of the same routine. Whatever brings you here – you're welcome. **The vibe:** * 🎱 **Play pool** – pay per game or per hour at the venue * 🍹 **Grab your own drinks** – fully stocked bar, pay as you go * 🎶 **Great music** – the perfect backdrop for conversation * 🤝 **Make new friends** – real connections with like-minded people * ✨ **No cover fee** – just show up **The details:** 📍 **Malang Bar & Lounge** 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 📅 **Every Friday** ⏰ **9:00 PM – 12:00 AM** 💰 **No cover fee** – pay only for your drinks and pool games **We're here every Friday. We keep the fire going.** Come for a good time. Make meaningful connections. And see all the possibilities when united we grow. See you Friday. 🔥

你有没有试过，让 AI 替你读一本书？ 十秒钟，梗概有了。 一分钟，重点也有了。 再问几句，它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书，只看 AI 总结，算读过吗？ 工具书也许可以。 小说呢？传记呢？ 那些在某一页突然停住的时刻呢？ AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来，只有你知道。 **第一期「AI双面圆桌派」，我们聊：** **当 AI 可以总结、解释、陪读、反驳一本书时，人还为什么读书？** 我们该读得更多，还是读得更慢？ 我们和三位嘉宾一起，聊几个问题： * AI 眼里的重点，是我的重点吗？ * 读得快，会不会只是更快地产生“我懂了”的错觉？ * 哪些书可以交给 AI 先读？ * 哪些书，还是要自己慢慢读？ * 故事、共鸣、经验，算不算知识？ 两个小环节： * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna，深耕北美市场营销与中国科技，互联网产品出海，腾讯，IDG投资的企业级AI软件小鹅通elink加拿大负责人，专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目，实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地，赋能企业私域与数字化转型 * 深度连接中美加商业资源，搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师（CPA），7年审计经验，横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行，及政府审计部门。拥有横跨三类组织的审计实务经历，擅长从财报中梳理逻辑、发现问题，并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”，习追问，习惯质疑，抽丝剥茧，追本溯源。也是夹缝中生存的打工人，探索如何用AI杠杆减轻负担、加速成长。 张英锋，QHOW Technology 创始人，科技教育与知识传播实践者，长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”，在科学、数学、教育、历史等领域创作 160 多篇回答和文章，累计阅读超过 3700 万，拥有 26 万关注者。在本场圆桌中，他将从一个略带“反方”的角度讨论 AI 阅读：AI 总结带来的，究竟是真正的知识，还是一种“我已经懂了”的幻觉？他关注的问题是，当 AI 可以快速提炼一本书时，人如何避免停留在叙事共鸣中，而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

Sin cover. Sin presión. Solo buena gente, buena música y buenos momentos. **Cada viernes por la noche** de 9PM a 12AM, mantenemos el fuego encendido en **Malang Bar & Lounge**. Este es tu lugar semanal para relajarte, conectar y pertenecer. Ven solo. Ven con amigos. Ven porque estás cansado de la misma rutina. Sea lo que te traiga – eres bienvenido. **La vibra:** * 🎱 **Juega billar** – paga por partida o por hora en el lugar * 🍹 **Tus propios tragos** – barra completa, pagas lo que consumes * 🎶 **Buena música** – el fondo perfecto para conversar * 🤝 **Haz nuevos amigos** – conexiones reales con personas afines * ✨ **Sin cover** – solo llega **Detalles:** 📍 **Malang Bar & Lounge** 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 📅 **Cada viernes** ⏰ **9:00 PM – 12:00 AM** 💰 **Sin cover** – pagas solo tus tragos y las partidas de billar **Estamos aquí cada viernes. Mantenemos el fuego encendido.** Ven para pasar un buen rato. Haz conexiones significativas. Y descubre todas las posibilidades cuando crecemos unidos. Te esperamos el viernes. 🔥

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

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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!