Data Architecture

Join us for a special pre-summit **“Meet the Community” evening** with **AWS User Group Toronto**! This casual networking session is a great way to connect with fellow builders, cloud enthusiasts, and AWS community members ahead of the main summit. Whether you’re a student, developer, architect, or just curious about cloud, this is a perfect space to meet like-minded people, exchange ideas, and grow your network. Expect light conversations, meaningful connections, and a relaxed atmosphere as we bring the community together before the big event. 📅 **Date:** June 2, 2026 🕠 **Time:** 5:30 PM – 7:00 PM 📍 **Venue:** Amazon Toronto Office (YYZ16), Floor 47, Rooms 101 & 102 📍 **Address:** 40 King St W, 47th Floor, Toronto, ON M5H 3Y2 , (Take Elevators from lowest floor to Floor 47) Looking forward to seeing everyone there and kicking off the summit with great energy and conversations!

* 💥 Fuego Bachata Sensual Mondays💥 Start your week with flavor, rhythm, and good vibes! 🌶💃🕺 Enjoy amazing food, fun lessons, and non-stop Latin dancing all night long! 📍 Tehranto Restaurant – 5625 Yonge St, North York 🚇 Finch Subway \| 🅿 Free Parking 🍽 Full Kitchen + Bar Specials Open Late 🎟 $10 Cover (includes Lesson) 🕘 9PM Bachata Lesson – Guest Instructor 🎶 DJ Geronimo heating up the floor with the best Salsa, Bachata & Latin beats all night! Come for the lessons, stay for the dancing — Mondays just got HOT! 🔥 Best way to get a hold of us is through WhatsApp: https://chat.whatsapp.com/KpFOsXEuXRWB7uOYorJNPU

​Hey Toronto ClickHouse community 👋 ​We’re back with another meetup — bringing together database enthusiasts for an evening of talks, networking, food, and drinks! ​**Agenda** * ​**5:30 PM** – Arrivals, food & drinks * ​**6:00 – 6:10 PM** – Intros! * ​**6:10** – **6:30PM** \- Khaled Zaky Sr\. Director @ RBC \( Royal Bank of Canada\) * ​**6:30 – 6:50 PM** – Maxim Mirkin Director @ Questrade * ​**6:50 - 7:10PM -** Alexei Zenin Software Consultant * ​**7:10 - 7:30PM** \- Semyon Khlavich founder & Evgenii Baldin Developer @ Socialpruf * ​**7:30 – 8:00 PM** – Q&A + Networking ​✨ Expect insightful talks, interactive discussions, and plenty of time to connect with fellow ClickHouse users and experts.

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Most of life is routine. We each have a set of actions we perform in roughly the same sequence every single day: brushing our teeth, putting on the kettle, and taking the TTC (for instance). In contrast, we sometimes have experiences we deem extraordinary or profound. Vacationing somewhere new. Viewing a work of art that moves us. Going to see our favourite band live. Noticing the intricate details of a flower (for instance). These experiences seem *significant*. Yet we don’t seem to ascribe the same significance to the “mundane” parts of life, despite them making up a majority of our everyday experience. In this Curiosity Café, we will explore why there appears to be a distinction between the mundane and the profound. Are these useful categories? Is there something uniquely meaningful about experiences that happen infrequently or are considered ‘once-in-a-lifetime’ events? Can the mundane parts of life be made profound through a change of perspective or attitude? Join co-moderators Jaber Abedin and Sofia Panasiuk as we explore these questions and more at our next Curiosity Café: * What makes a day mundane? What makes a day extraordinary? * Which ordinary rituals and routines feel meaningful to you? * Can a meaningful life exist without extraordinary experiences? * Why do we seem to have a liking for extraordinary experiences as opposed to mundane ones? * Should we strive to appreciate the mundane more? **Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-meaning-in-the-mundane-tickets-1990421364883) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 6-6:30pm. Our structured discussion will run from 6:30-8:30pm with a 10 minute break in the middle. Hope to see you there! ***__________________________________________________________________*** This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us. By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences. Find out more about Being and Becoming [here](https://beingnbecoming.org/). About the Curiosity Café Series: For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.

Practice and improve your English through conversation at St. Andrew Centre (73 Simcoe St, downtown Toronto), while making new friends! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- How to Get to the Event: By TTC, exit at St. Andrew Station. Walk west on King St. West to Simcoe St. Do not enter through the church building; the large church front doors will be closed. At the corner of Simcoe St. and King St. West, turn south and walk on Simcoe St. Enter through St. Andrew Centre, which will be behind the church building.

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

[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/

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.

This is a ticketed event. You can register [here](https://luma.com/trajec-2gru). ​ Could an AI company’s internal coding agents create a “rogue deployment”, a set of agents running without human knowledge or permission? In February and March 2026, [METR](https://metr.org/?utm_source=luma), the organization behind the [time horizons graph](https://metr.org/time-horizons/), conducted a pilot of a process to assess just that. Anthropic, Google DeepMind, Meta, and OpenAI gave us access to their most capable internal LLMs and a wide range of non-public information. We concluded that, while internal agents plausibly had the means, motive, and opportunity to start small rogue deployments, they didn’t have the means to avoid human detection indefinitely. METR researcher Thomas Broadley explains the process, the six key facts that informed our conclusion, and how we expect risk to evolve over the next few months. ​You can watch a livestream of the talk [here](https://www.youtube.com/@Trajectory-Labs/live?utm_source=luma).

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

Please [here](https://online.innerengineering.com/en/program-details/inner-engineering-in-person-cityprogram-polish-veterans---sikorski-hall-ontario-ca-jan-29-2026) to learn more and register. This is a paid program. Inner Engineering Total is offered as a 4-day or 7-day, in-person program. The course combines the tools from Inner Engineering Online and transmission of Shambhavi Mahamudra Kriya, a 21-minute life-transforming practice. This format includes Upa Yoga, a set of practices that activate the joints, muscles and energy system, powerful meditative processes and practice support through personalized corrections. Program Date and Timings: Thursday, June 4th, 6:00 PM - 9:15 PM Friday, June 5th, 6:00 PM - 9:15 PM Saturday, June 6th, 8:30 AM - 7:00 PM Sunday, June 7th, 7:30 AM - 7:00 PM Attendance to all sessions is mandatory. Open to ages 15 years and above. Program Guidelines & session information: Programs are on Thursday and Friday evenings for 3 1/4 hours and continue all day on Saturday and Sunday. Vegetarian lunch is provided on Saturday; Vegetarian breakfast & lunch on Sunday. Program Fee: 375 CAD. Early bird price of 330 CAD expires on May 5, 2026. Group discounts are also available - please email or call the city contact listed above to register as a group: * $350 for groups of 2-4 * $325 for groups of 5 or more Contact information: [toronto@ishafoundation.org](mailto:toronto@ishafoundation.org) \[\(647\) 797\-3350\]\(tel:\(647\) 797\-3350\)

Join the local UX community for our casual monthly breakfast event. We're exploring the West Side this month with a member suggestion –those are always welcome. Thanks to the team at Nationwide for supporting the group!

**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)

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/

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!