Cloud Infrastructure

Join us for three days of hiking on what many consider the most rugged section of the Bruce Trail. Overnight lodging will be in the Best Western Inn On The Bay in Owen Sound. (https://bwowensound.com/). This will be a challenging three days of hiking with some strenuous climbs and sometimes difficult footing over tree roots, rocks and crevasses. All fit, experienced hikers comfortable walking on this type or terrain are welcome. For your safety and enjoyment as well as the group's, before registering we strongly encourage you to join some of our day hikes on the Bruce Trail. This will give you a chance to get to know us and assess your abilities. We will split the group and offer two levels of hikes each day. The moderate group will hike about 12 km each day. and the fast group 15 km or more. The specific trails will be determined closer to the date. Accommodation cost is $339.98 + HST + gratuities per room for two nights’ accommodation. This does not include breakfasts, lunches, snacks or dinners. The hotel has blocked 27 rooms with two queen beds, and 13 rooms with one queen/king bed plus pull-out couch for our group. Make sure you reserve a room that meets your needs. **Coach fare** is $170 for members; $190.00 for non-members; $100 for children **Registration instructions:** If you wish to share accommodation, please find a roommate, then book your hotel room, and then book your seats on the coach. To avoid problems make sure you and your roommate reserve your seats at the same time. 1. Book your room online using the Best Western Inn on the Bay's TBTC group link. (https://www.bestwestern.com/en_US/book/hotel-rooms.66070.html?groupId=H67FZ7K6). Or book by phone by calling the Best Western Inn On The Bay at 519-371-9200; to ensure you get the group rate, tell them you are with the Toronto Bruce Trail Club. Only one booking per room is possible. Make arrangements with your roommate to split the cost. 2. To reserve your seat on the bus, register here https://hikes.brucetrail.org/ecwd_calendar/toronto/ **Cancellation policy:** While we are hoping for sunshine, the trip cannot be cancelled due to weather. Coach fare is non-refundable if cancellation is made less than 30 days in advance of the departure date. Refund for cancellation more than 30 days in advance of the departure date will be considered only if a replacement person is found and will be subject to a 10% processing fee. Our coach will depart at 7:30 AM on Friday May 1. We plan to be back in Toronto between 7 and 8 PM on Sunday May 3. Departure locations: 10 York Mills Rd and HWY 400 and Major Mackenzie Park and Ride.

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

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/)

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.

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. 🔥

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/3ea6eq1s). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/3ea6eq1s Join us for a welcoming and inclusive coffee meetup where women and non-binary folks in tech can connect, share experiences, and build community in a relaxed setting. **May Topic:** What Are You Building? Wins, Works in Progress & Everything in Between Whether you're an industry veteran or just getting started, everyone is welcome! **FREE ENTRY** – However, please support the café by purchasing a drink or snack while attending. **Location:** Prema Coffee and Bar, 35 McCaul St #110, Toronto, ON M5T 1V7 **Time:** 11:00 AM – 1:00 PM **Schedule:** 11:00 AM – 11:30 AM → Arrive, grab a drink/snack, socialize 11:30 AM – 1:00 PM → Group discussion, paired chats & activities **Important Notes for RSVPs** We’re introducing a few questions when you RSVP to help us manage space and ensure an inclusive environment: **This is a space created to support people who are underrepresented in tech.** We ask **cisgender men** (men who were assigned male at birth and identify as male) to respect this and not attend. **To manage limited space, we track no-shows for all Code Diversity events.** If you RSVP and miss two events, you’ll be waitlisted for future events. Please update your RSVP at least 24 hours in advance if you can’t attend. **Photography & Video Disclaimer:** By attending this event, you acknowledge and agree that photographs and/or video recordings may be taken. These may be used for promotional purposes, including social media, websites, and other marketing materials. If you do not wish to be photographed or recorded, please inform the event organizer upon arrival. **Organized by TechTank** Let’s continue fostering diversity, inclusion, and innovation in tech—this month and beyond! **Join our vibrant community for the latest updates and continued discussions:** [https://linktr.ee/techtankto](https://linktr.ee/techtankto)

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.

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!

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

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.