Cloud Infrastructure

Join Sandon Jacobs on Monday, May 25th from 6:00pm hosted by Improving! 📍**Venue:** **Improving Office** 171 East Liberty St Unit 235 Toronto, Ontario M6K 3P6 **Directions (171 E Liberty St - Suite 235)** **By transit** Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office. **By car/parking** On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street. **Entrance** The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door. 🗓 **Agenda:** * 6:00pm – 6:30pm: Welcome, Food/Drinks & Networking * 6:30pm - 7:30 pm: **From Chaos to Contract: Governing Data Streams** by Sandon Jacobs **💡 Speaker Details:** Sandon Jacobs, Senior Developer Advocate, Confluent **From Chaos to Contract: Governing Data Streams** So you’re committed to this path of data streaming with Apache Kafka. But, here’s a question: would you build a REST API and make users guess the request and response formats? Doing so opens a Pandora’s Box… * What’s the domain model? * Name the operation… POST? GET? PUT? PATCH? * What does this error code even mean? * Is the documentation - if it even exists - accurate and relevant? * Imagine the complex, repetitive logic every consuming system would need to implement to make sense of it all. In a distributed, asynchronous system, these problems are magnified. Apache Kafka's flexibility—messages as simple bytes—is a huge strength, but it's also a major risk. While your event streams likely consist of some structured data (maybe JSON strings), enforcing structure, managing evolution, and basic validations aren’t a hard requirement. This leaves consumer applications to perform this preprocessing of every event - even if that event has no business value. In this session, we'll define data contracts and how to enforce them at the source - the applications that produce events. We’ll cover the practice of using a schema registry - supporting popular serialization formats like Apache Avro and Google Protobuf - to design events in the terminology of our business domain. Because data structures change over time, let’s discuss safe schema evolution practices. Then we’ll utilize these contracts with schema registry-aware producer and consumer code. We’ll end our time by looking at how smart CI/CD pipelines and build-time checks can add an extra layer of defense against the costly problem of poison data. It’s time to stop guessing and start governing. Join us to learn how to move validation upstream and transform your event streams into high-quality, discoverable data products. You’ll walk away with a practical blueprint for enforcing schema integrity and automating evolution—ensuring your data streams are a trusted asset. \*\*\* DISCLAIMER We don't cater to attendees under the age of 18. If you want to host or speak at a meetup, please email [community@confluent.io](http://community@confluent.io/)

Welcome to **Rainbow Toastmasters Toronto**! Join us for a fun and welcoming public speaking event at **St. Andrew's United Church, Toronto**. Whether you're a seasoned speaker or just starting, our diverse group of members will provide a supportive environment for you to improve your communication skills. Come share your stories, practice your speeches, and meet new friends in a safe and inclusive space. Don't miss out on this opportunity to grow personally and professionally. See you there! At each meeting, we have speakers present a 5- to 7-minute prepared speech, followed by an opportunity for members and guests to participate in presenting an impromptu 2-minute speech, delivering a joke or quote, or getting involved in other ways. The meeting agenda is structured by a Rainbow Toastmaster, who provides a meeting theme, along with some roles (such as a joke or a quote) that follow from the chosen theme. We start promptly at 7:00 pm, so arriving between 6:30 and 6:45 would be appreciated. Guests are welcome to participate when comfortable.

These monthly socials are a chance to network with other students and professionals in the geomatics field to chat GIS, data, remote sensing, surveying and more in a casual atmosphere. Feel free to bring friends and colleagues along - we're eager to welcome everyone back for a fantastic evening! This is a free event. Please RSVP to let us know you're attending.

**Ready to get better at speaking in front of a room and leading with confidence?** MidTown Toastmasters is a friendly, diverse club that meets twice a month to practice real public-speaking skills in a supportive environment. We keep it welcoming and fun. **What to expect** * Quick orientation for newcomers * Prepared member speeches * Table Topics impromptu speaking * Encouraging feedback that helps you improve right away **Guests are always welcome.** You are invited to try a few meetings as a guest before deciding to join. There is never pressure to speak on your first visit. **New here?** Message us here on Meetup with any questions, or ask for Josie when you arrive and you will get a proper welcome and introduction. **RSVP notes** Please RSVP to help us plan seating. If your plans change, update your RSVP so we can offer your spot to someone on the waitlist. **Where** St. Matthew's United Church Oakwood Room 729 St. Clair Avenue West (St. Clair & Christie) **Learn More About Our Club:** Club’s Website: [https://torontomidtowntoastmasters.toastmastersclubs.org/](https://torontomidtowntoastmasters.toastmastersclubs.org/) Our club meets **online** every 2nd Monday of each month, and meets **in-person** every fourth Monday of each month (holidays excepted). **\-\-\-** **Here's what our previous guests (from August 25) said about our club:** * "It was engaging from start to end" * "I'm very impressed by how the evaluators notice everything." * "I enjoyed practicing my active listening." * "The report on the filler words is useful. I can see myself improving with this feedback."

Come and lets talk Ubuntu talk. Come see the new Ubuntu 26.04. Bring your laptops and show off your favorite apps and your wallpaper. Got questions ? Bring them too ! Location and time: Monday 7pm May 25 2026 Bishop and Belchers pub Church and Bloor St E. 175 Bloor St E. Toronto, ON M4W 3T5 [(416) 591-2352](tel:+14165912352)

D60 Advanced Leadership Toastmasters is dedicated to exploring the many dimensions of leadership and helping members elevate their leadership skills to the next level. This includes in depth evaluations, workshops, debates and presentations. Our hybrid meetings take place downtown at the Deloitte Office at 8 Adelaide Street West or by zoom. Join us and discover how our club can support your leadership growth by contacting us at [http://d60leadership.toastmastersclubs.org/?contactus](http://d60leadership.toastmastersclubs.org/?contactus)

🎟 **This is a paid event. Tickets must be purchased on Luma.** **Get yours: [https://luma.com/tiequest-2026](https://luma.com/tiequest-2026)** **\#\#\#\# TiEQuest Summit 2026 \- Building in Canada for the World** A morning built for founders who are done thinking small - and ready to hear how the best in Canada actually went global. **🧠 What to Expect** Sharp talks and practical insights from founders, operators, and investors who are actually doing the work. No fluff, just the real story of what it takes to scale ambitious companies from Toronto to the world. **🤝 Who's in the Room** Founders at every stage. Operators building something meaningful. Investors looking for what's next. If you're shaping the future of Canadian tech, you belong here. **📍 Where** U of T Schwartz Reisman Innovation Campus, one of Canada's most exciting hubs for tech and entrepreneurship. **📅 Monday, May 25, 2026** **⏰ 8:30AM – 12:30PM** **📍 108 College St, Toronto, ON**

**DevOps Toronto is officially back, and we’re kicking off 2026 with an in-person meetup!** After a pause, we’re excited to bring the community together again for an evening of learning, connection, and great conversations 🤝 This is a great chance to reconnect and meet fellow DevOps, cloud, and platform engineering professionals in Toronto. **What to expect:** 🎤 **2 technical sessions** (topics to be announced) 🤝 **Dedicated networking time** with the community 💡 Real-world insights, hands-on learnings, and meaningful discussions **📅 Event Details:** 📅 **Date:** 28th May 2026 ⏰ **Time:** 5:00 to 7:30 PM EST 📍 **Venue: 7th Floor, AWS Office,** **18 York St, Toronto, ON M5J 0B2, Canada** **🎤 Interested in speaking?** We’re actively looking for speakers to take the stage and share their experiences with the community. 👉 **Submit your talk here:** [https://sessionize.com/devops-toronto-2026/](https://sessionize.com/devops-toronto-2026/) ✨ Let’s bring the DevOps Toronto community back stronger than ever. 🔒 **Note:** This is a **community-driven event**. We respect your privacy and **will never share attendee information for any monetary or promotional purposes**.

### **Build Your First Streaming AI Personal Assistant** **2-Hour Hands-On In-Person Workshop** #### **Details** * 📅 **Date:** Wednesday, May 27, 2026 * 🕕 **Time:** 06:00 PM – 08:00 PM * 📍 **Location:** B-213, Sheridan College Davis Campus, Brampton, ON * 🔒 **Sheridan College students only** * 🎟️ **Free \| Limited spots — RSVP now\! AWS Cloud Club swag included\! 🚀** Ready to build modern, real-time streaming generative AI applications on AWS? In this fast-paced, hands-on session you'll: * Spin up a **Next.js frontend interface** * Write Infrastructure as Code (IaC) using the **AWS CDK** * Deploy an **AWS Lambda Function URL** configured for live HTTP response streaming * Connect **Amazon Bedrock with Amazon Nova 2 Lite**—AWS's newest model, auto-enabled out of the box with zero form approval wait times! * Get a live, public HTTPS URL of your running AI Assistant Bring your laptop - we'll provide the starter GitHub repo at the start. See you there - let's build and deploy!

🚨📢 **Please register using this link:** 👉 https://usergroups.snowflake.com/e/mwgfby/ **Bring your laptop fully charged. No prior CoCo experience needed.** Join the Snowflake Toronto User Group for **CoCo Labs** — a hands-on evening dedicated to **Cortex Code (CoCo)**, Snowflake's AI coding agent that takes data teams from natural language to production-ready code. ​You'll get a live demo from Snowflake SMEs, guided hands-on lab time, and the chance to build real things: fix a data pipeline and create your first Cortex Agent — all through conversation with CoCo. Wrap up the night by showcasing what you built (only for the brave!), then stick around for networking and happy hour. A light meal and refreshments will be served. **Agenda 🗓️** ​5:00 – 5:15pm - Arrival and check-in ​5:15 – 5:30pm - Welcome + Cortex Code Overview ​5:30 – 5:45pm - Account sign-up and set up of Cortex Code ​5:45 – 6:30pm - Cortex Code Workshop * ​Diagnose a stale pipeline, fix it, and onboard new sources * ​Build your first agent: enable business users to ask natural language questions on our data ​6:30 – 7:00pm - Explore Cortex Code on your own ​7:00 - 7:20pm - Brave Soul Showcase ​7:20 - 8:00pm - Networking & Happy Hour

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/)

Can your agents scale without bankrupting your API quota or your compute budget? Join this session to explore a production-ready architecture that uses the LLM Council pattern, Google’s Agent Development Kit (ADK) for Java and Spring AI, all deployed on Cloud Run. And discover how replacing probabilistic reason-and-act (ReAct) loops with LLM Council enable goal-oriented action planning (GOAP) creates agents that are not only smarter but also significantly lighter and faster – making them the perfect workload for serverless execution. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Dan Dobrin is an App Architect in Google Cloud, helping customer teams adopt modern AI technologies, cloud-native patterns, practices and technologies in GCP. Dan focuses on building GenAI applications, adopting AI coding assistance tooling with Gemini, Native Java Images, Spring AI, event-driven architectures, production-readiness and performance optimization. Prior to joining Google Cloud, he has built highly scalable, low-latency, frameworks for technology, security and financial services organizations.

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. 🔥

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 are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

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!

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

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!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

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