Data Architecture

MS Build 2026 Summary \*\*Please note that this event requires your name and email address for QR code to get access to the building on the event day, you must register or else you will not receive a QR code for access\*\* [Link ](https://forms.office.com/r/8uPQJ7987M)to Registration: https://forms.office.com/r/8uPQJ7987M Speakers (sort by first name): Cihan Cinar Ehsan Eskandari Kaan Turgut Max Yermakhanov Shahrad Alerasoul

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com [Note: "ymail" is correct. This is not gmail]

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.

MS Build 2026 Summary \*\*Please note that this event requires your name and email address for QR code to get access to the building on the event day, you must register or else you will not receive a QR code for access\*\* [Link ](https://forms.office.com/r/8uPQJ7987M)to Registration: [https://forms.office.com/r/8uPQJ7987M](https://forms.office.com/r/8uPQJ7987M) More details Coming soon with details

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

​**✧ You Are Invited ✧** ​**Step into a space where your heart, spirit, and soul are nourished, inspired, and celebrated!** **Click** [HERE](https://luma.com/ax18ujfw) **To Register For The Event** ​Join us on **Thursday,** **July 2nd** for ***Meditation Meets Ecstatic Celebration "Summer Love"***—a high-vibe, heart-centered event hosted by **The Soul Guided Network**. This is your chance to connect deeply with yourself, others, and a higher sense of belonging. ​The **Soul Guided Community Empowerment Network** provides a safe space for spiritual seekers to connect, share resources, and elevate their collective vibration. We believe in the power of community to heal and awaken, align with our purpose and highest potential, and deepen our spiritual practice. **Soul Guided** helps individuals do just that. Whether you're new or have been with us for a while, this evening is a chance to celebrate how far you've come on your journey. ​More than just a dance party, this is an opportunity to build community, network, and meet like-minded individuals whose visions align with yours. It’s an intimate gathering to connect on a deeper level and create lasting bonds. ​**Chris, Marda, and the Soul Guided Community** are excited to welcome you to an evening of connection, fun, and honoring of your growth. Experience a nourishing blend of ice breakers, meditation, kundalini yoga, kirtan, community sharing, and live medicine music. Be fully present with like-minded souls and leave feeling inspired and rejuvenated. ​This gathering is for those who are ready to step into a space where you are seen, heard, and valued for who you truly are—no pretenses, no judgment. It’s an invitation to celebrate the collective energy of a conscious tribe, and to co-create an experience that lifts us all. ​\*\*This is a sober, family friendly & substance-free event\* ​**𝐓𝐇𝐄 𝐅𝐋𝐎𝐖** * ​**6:00 PM** – Chill, Mingle & Check out our Amazing Vendors * ​**6:30 PM** – Welcome & Grounding Meditation, Warm-Up, Kundalini Kriya's, Ice Breakers * ​**7:10 PM** – Community Connection & Sharing Circle * ​**7:30 PM** – Kirtan w/ Velvet Om * ​**8:30 PM** – Ecstatic Dance (Afro-House/Spiritual) w/ Marcos * ​**9:00 PM** – Live Medicine Music, Hip-Hop & Spoken Word * ​**9:40 PM** – Closing Soundbath & Gratitudes * ​**10:00 PM** – Departure ​*Timing is estimated and subject to change* ​ ​**𝐕𝐄𝐍𝐃𝐎𝐑𝐒** ​From massage to energy healing to healthy delicious meals, snacks & drinks to body sprays, lotions and potions there will be plenty of goodness to be experienced from our community vendors. ​**𝐃𝐎𝐍𝐀𝐓𝐈𝐎𝐍** * ​\*\*$37\*\* – Super Early Bird (Until June 5th) * ​\*\*$42\*\* – Early Bird (Until June 25th) * ​\*\*$47\*\* – Regular (Until July 2nd @ 6pm) * ​\*\*$55\*\* – At the Door ​\*If finances are an issue, please reach out to us via the email below and let us know what you can contribute. **Click** [HERE](https://luma.com/ax18ujfw) **To Register For The Event** ​**𝐕𝐨𝐥𝐮𝐧𝐭𝐞𝐞𝐫 & 𝐂𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐞** ​Want to be more infused in the creation of conscious community with those who feel like soul tribe? To volunteer, contribute or learn more about being on the Soul Guided Team, please reach out to us at: **soulguided@soulguidednetwork.com**. ​We can’t wait to connect and co-create with you! ​**𝐌𝐔𝐒𝐈𝐂𝐈𝐀𝐍𝐒** ​**Velvet Om:** is a transformative kirtan and medicine music band from the GTA in Toronto. Comprised of Madison Ryley on harmonium and vocals, VJ Bala on guitar and vocals, while often featuring multiple percussionists and other musical highlights like cello and flute. Velvet Om weaves together soulful sounds and healing vibrations. ​Over the past three years, they have graced festivals like Earthbeat (Previously Coming Home Festival) and Bumi festival. They have hosted kirtans across Toronto and its northern regions, creating a vibrant community around their music. ​As a newly formed band, Velvet Om is driven by a passion for medicine music and the belief that all music is healing. Their eclectic repertoire includes everything from the timeless melodies of The Beatles and the ethereal sounds of Enya to Spanish medicine music and the even ceremonial music. Velvet Om’s kirtans are unique in that they are also song ceremonies, offering a deeper, transformative experience. ​**Nick Kusiba:** A medicine music musician & sound healer composes and channels soul songs to support liberation and connection to the depths of one's being. He sings armed with an enormous vocal range, from deep bass to an angelic falsetto and expresses himself musically without limitations to any particular genre. ​**𝐃𝐉** ​**Marcos Mendosa: TBA** ​**𝐇𝐎𝐒𝐓𝐒, 𝐅𝐀𝐂𝐈𝐋𝐈𝐓𝐀𝐓𝐎𝐑𝐒 & 𝐌𝐔𝐒𝐈𝐂𝐈𝐀𝐍𝐒** ​**Chris Dub**: An intuitive healer, kundalini yogi, and space holder, Chris guides people to live their best and most authentic lives through self-inquiry, plant medicine ceremonies, kundalini yoga, intuitive healing sessions & through intimate conscious gatherings. Having spent over 15 years on his spiritual path, honing his gifts and personal practice, Chris helps others align with their highest potential. Soul Guided is a vision he’s held for many years, and through his dedication to community building, it’s now coming to fruition. ​**Marda 'Love' Sperber**: A multidimensional channel, medicine ceremonial and tantric guide, kundalini yogi, and intuitive energy healer, Marda creates sacred spaces for transformation, heart awakening, and soul remembrance. Supporting others in awakening and reconnecting with their inner wisdom, authentic expression, and the light of their soul. ​We’re excited to gather with you in celebration, co-creation, and spiritual growth! ✨

Hello there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and fun way to meet your **new girlfriend / boyfriend!** You do not need to do the hard part first, **the host does everything for you.** Easy and fun way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- handled with care so the mix stays fair and even 😌 **Professional host included** \- the host helps with the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- calm\, friendly\, and simple 🎉 **Friendly people** \- you may be surprised by how nice everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on each table to make chatting easy! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We reply to every person! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m excited to welcome you! See you soon! 😊❤️

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.

[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/

This time, we're on the road! We'll have an in-person meetup in Toronto to catch up and chat about everything related to iOS, macOS and Apple platform development in general! ☕️💬 If you have any questions about the meetup, feel free to send a direct message to either Malin or Kai 😊

**On Friday, July 3rd, join us for Summerlicious at Canoe, A Michelin Guide Restaurant, with unmatched city views from its position on the 54th floor of the TD Bank Tower, and service as efficient as you’d expect from such a well-oiled machine.** With over 30 years of culinary history, Canoe continues to challenge creative boundaries in the spirit of celebrating Canada and its distinct provinces. Connecting people to place through contemporary Canadian cuisine, Canoe crafts inspired dishes reflective of our country’s diverse landscape. Our chefs work closely with farmers and suppliers to source the finest ingredients from across the nation. I hope you will join me. **MENU** APPETIZER (choice) Scallop tartare - pickled apple, hazelnuts, brown butter (G) Smoked tomato soup - sundried tomato, olive oil, basil (V / G) Pork terrine - grilled bread, pickles, mustard ENTREE (choice) Roast strip loin - braised short rib, pomme purée, heirloom carrots (G) Ramp risone - aged balsamic, Parmigiano-Reggiano, puffed grains (V) Chicken supreme - braised lettuce, celeriac, thyme jus (G) Atlantic salmon - tomato, pickled mushrooms, fennel (G) DESSERT (choice, all V) Duo of ontario cheese - compote, fig + walnut crisps Blueberry chômeur - lemon, buttermilk anglaise Chocolate tart - coffee ganache, caramel **COST** Summerlicious Dinner: $75 + tax + gratuity Organizer Meetup fee: $5 Canoe Cancellation fee: $35 **SIGNING-UP** * RSVP Yes. Everyone goes on the waitlist until they have reserved their seat. * To reserve your seat at the table, an etransfer of $40 ($35 Canoe Cancellation Fee and $5 meetup fee) is required. Attendees will be etransferred back $35 the day after the event. There are no refunds for any reason. * Once you are on the waitlist, I will message you my email for the etransfer. * Once the transfer is complete, I will move you to attending. * A reminder will be sent the night before with my cell and all meetup details. Make sure you set up your communication settings to receive. RSVPs close Monday June 29th. Cancellations will result in a No Show and impact future attendance. **MEETUP TIME** **Meet me at: 7pm on the 54th Floor of TD Tower at 66 Wellington St. W., by the hostess desk.** Please wait for me to arrive, and do not sit on your own prior, so we can get the table requested. Length: 3 hours 15 mins Enjoy and please post your Comments in the event after.

Bring any piece of music in any form. We'll deconstruct it's musical elements and share with each other what the music evokes and what insights arise. Then, consider how this musical work fits into the broader world of music and sound. After a break well do a musical exercise together and end with a short slent meditation. Advance registration with pay pal $20. Please call Gary to confirm your registration. 647 292 5415 Generosity policy: limited spots available for no or low charge fir those who need it.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

Highlights and Hidden Gems in SQL Server 2025 With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session! Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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

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

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.