MapReduce

Let's learn Snowflake! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **35%** OFF **[Linux Foundation](https://lf.ksug.ai/)** Sitewide Code: **EARTH26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops)** Certs Code: **KSAI_20** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We are thrilled to have three dynamic speakers: * **Anand Vardhan Mathur,** Solution Architect from Snowflake Canada, will discuss Snowflake Interactive Tables and Interactive Warehouses. It will include a small technical demo. * **Chris Boden** from [Super.com](http://super.com%2A%2A,/) talking about customer data protection strategy and how Super implemented it, including the usage of Snowflake's dynamic masking features. * **Augusto Rosa**, Co-Organizer of the Toronto Snowflake User Group, will do a demo of Snowflake Cortex Code A light meal and refreshments will be served, and attendees will receive exclusive items from the Snowflake community. **Location:** OneEleven, 325 Front St. W, Toronto, Ontario M5V 2Y1 **4th floor**, left of the elevators **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

A newly sober, orphaned son of Iranian immigrants, guided by the voices of artists, poets, and kings, embarks on a remarkable search for a family secret that leads him to a terminally ill painter living out her final days in the Brooklyn Museum. Electrifying, funny, and wholly original, *Martyr!* heralds the arrival of an essential new voice in contemporary fiction. Cyrus Shams is a young man grappling with an inheritance of violence and loss: his mother’s plane was shot down over the skies of the Persian Gulf in a senseless accident; and his father’s life in America was circumscribed by his work killing chickens at a factory farm in the Midwest. Cyrus is a drunk, an addict, and a poet, whose obsession with martyrs leads him to examine the mysteries of his past—toward an uncle who rode through Iranian battlefields dressed as the angel of death to inspire and comfort the dying, and toward his mother, through a painting discovered in a Brooklyn art gallery that suggests she may not have been who or what she seemed. Kaveh Akbar’s *Martyr!* is a paean to how we spend our lives seeking meaning—in faith, art, ourselves, others.

We are excited to invite you to the next meeting of the Snowflake Toronto User Group, which will be held on **Tuesday, April 21st, 2026, from 5 p.m. to 8 p.m. Talks typically start promptly at 6 PM.** On the agenda: We are thrilled to have three dynamic speakers: * **Anand Vardhan Mathur,** Solution Architect from Snowflake Canada, will discuss Snowflake Interactive Tables and Interactive Warehouses. It will include a small technical demo. * **Chris Boden** from **Super.com**, talking about customer data protection strategy and how Super implemented it, including the usage of Snowflake's dynamic masking features. * **Pradeep Bandaru**, Sr Solutions Architect from Snowflake Canada, will do a demo of Snowflake's New Infrastructure as Code DCM tool A light meal and refreshments will be served, and attendees will receive exclusive items from the Snowflake community. Don't miss out on this opportunity to network with fellow Snowflake users and gain valuable insights. RSVP now to secure your spot and join our growing community. Please register to participate in this exciting event! Location: OneEleven, 325 Front St. W, Toronto, Ontario M5V 2Y1 **4th floor**, left of the elevators

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026041513) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Waterloo, in collaboration with **Intel, Moorcheh and Shyftlabs**. Join us for deep dive tech talks on AI, GenAI, LLMs and Agents, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. Agentic AI is moving fast from local prototypes to live enterprise deployments, but critical infrastructure challenges remain: from running efficient local inference to solving massive memory and context bottlenecks at scale. This event brings together startup founders, builders, and enterprise leaders to explore what it truly takes to make Agentic AI production-ready. Featuring experts from Intel, Moorcheh.ai, and Shyftlabs.io, this focused session presents a complete development stack through technical deep dives, covering both local multimodal architectures and enterprise-grade memory layers. **Speakers/Topics:** \- Ezequiel Lanza\, AI Software Engineer and Evangelist\, [Intel](https://www.intel.com/) \- Siyavash Nia\, CISO\, [Shyftlabs.io](https://shyftlabs.io/) \- Majid Fekri\, Co\-founder & CTO\, [Moorcheh.ai](https://moorcheh.ai/) by Edge AI Innovations Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

**😂 Tuesday Night Laughs at Yuk Yuk’s – Just $5! 😂** Looking for a fun, easy, and *ridiculously affordable* night out? Join us for an evening of laughs at Yuk Yuk’s Toronto on **Tuesday, April 21**! 🎤 **Showtime:** 7:30 PM 💸 **Tickets:** Just **$5 (!!)** — yes, seriously. That’s less than a fancy coffee for a full night of live comedy. Incredible value! Nick will be there a bit earlier (he’s a front-row kind of guy 😄), so come say hi, grab a seat, and get settled before the laughs begin. Whether you're a comedy regular or just looking for something different on a Tuesday night, this is the perfect low-commitment outing. And remember — **you can just show up if you're unsure of your schedule**. No pressure, just good vibes and big laughs. Expect a lineup of talented comedians bringing everything from clever observations to totally off-the-wall humour. You never know who might drop in! 👉 Check out details and grab tickets here: [https://www.yukyuks.com/toronto?month=04&year=2026](https://www.yukyuks.com/toronto?month=04&year=2026) **Regretfully, we’re not wheelchair accessible as we’re in an older building.** Bring a friend (or make some new ones), enjoy some drinks, and let’s laugh the night away — all for five bucks. Honestly, you can’t beat this deal! 😆

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

**April 24 - The Hottest Bollywood Party On King Street** [https://flite.city/e/bollywood-after-dark-at-oria-after-dark?t=you](https://flite.city/e/bollywood-after-dark-at-oria-after-dark?t=you) West BOLLYWOOD AFTER DARK - 10pm To 4am VENUE: @Oriaafterdark📍220 King St W Toronto 🎖️VIP TABLES AVAILABLE - DM TO RESERVE LIMITED CAPACITY — EXPECT A FULL HOUSE ❌Presale SOLD OUT 🧨EARLY BIRD Ends in 24 Hours FOLLOW US ON INSTA AT @letsnacho.to

**April 24 - The Hottest Bollywood Party On King Street West** **BOLLYWOOD AFTER DARK - 10pm To 4am -->** [https://flite.city/e/bollywood-after-dark-at-oria-after-dark?t=you ](https://flite.city/e/bollywood-after-dark-at-oria-after-dark?t=you) **VENUE: @Oriaafterdark📍220 King St W Toronto** **🎖️VIP TABLES AVAILABLE - DM TO RESERVE** **LIMITED CAPACITY — EXPECT A FULL HOUSE** **❌Presale SOLD OUT 🧨EARLY BIRD Ends in 24 Hours** **🚀TICKETS SELLING FAST - DON’T WAIT**

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/yvAGbh4PpD **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 group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address will be provided at that time for etransfer.

Join us for a two-night camping trip at Algonquin’s Mew Lake. We’ll be tent camping, cooking outdoors, and spending our days immersed in nature. This small-group camping meetup is designed for those looking to slow down, disconnect from screens, and enjoy simple moments around the campfire. Beginner-friendly, supportive, and intentionally low-pressure. Limited spots available. Base Shared Cost: ~$30 per person This covers: 🏕️ Campsite fees at Mew Lake Campground 🔥 Firewood 🧻 Shared campsite supplies Additional Cost: Transportation If carpooling is arranged, gas and parking fees will be split fairly among passengers Muna Salahuddin is inviting you to a scheduled Zoom meeting. Join Zoom Meeting https://us05web.zoom.us/j/89633704865?pwd=aYThEniopbV2HbVkD15Pbi5wqUYqyT.1 Meeting ID: 896 3370 4865 Passcode: 7kXLX5 April 10 Friday : 8 pm to 8:30 pm

We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows. **Presenter: Dilshad Nasirov** Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights. https://www.linkedin.com/in/dilshad-nasirov-4538431/ **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *Leading EDJE* for hosting our meetup! Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/ **THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/. **DIRECTIONS** 6515 Longshore Loop, Suite 300 Dublin, OH 43017 (3rd floor) **FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH **Want to sponsor the pizza and/or bar tab for a future meetup?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

Jimmy V's Grill & Pub in Grandview Heights. We meet in the bar in the room on the right (the cigar shop). You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant. *** Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'! Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life. Mission: grow, support, and provide community for atheists in Central Ohio. Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision. Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge. Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ).

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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant. Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'! Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life. Mission: grow, support, and provide community for atheists in Central Ohio. Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision. Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge. Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ). This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com