Lean Product Management

Join the AWS Cloud Club at Northeastern University, Toronto for an exciting hands-on AWS Jam Session designed to give you real-world cloud experience. This interactive workshop will be led by **[Ashwin Bhargava](https://www.linkedin.com/in/ashwinbh/)**, Professional Services Consultant at Amazon Web Services (AWS), with support from by **[Professor Behnaz Merikhi](https://www.linkedin.com/in/behnazmerikhi)** (Faculty Advisor) During this session, you won’t just learn, you’ll actively solve real-world AWS challenges in teams, using actual AWS tools and services. This is a practical, guided experience that reflects how cloud technologies are used in industry today. **💻 What you’ll be doing:** This is not a lecture. You will work in teams to solve real AWS challenges, using actual AWS tools and services just like in real-world cloud environments **💡 What to expect** * Hands-on AWS challenges * Team-based problem solving * Real-world cloud scenarios * Guidance from an AWS professional **🏆 Award & Recognition:** At the end of the session, the top three performing groups will be recognized. The highest performing group will receive a special AWS Mystery Box, so come ready to participate, collaborate and give your best. **⚠️ Come prepared** * Bring your laptop fully charged (and your charger) * No AWS account required (access will be provided) Be ready to work in teams and actively participate **🎯 Who should attend** * Beginners curious about AWS * Students exploring cloud, DevOps, or tech careers * Anyone who wants practical, hands-on experience **🎟️ Secure your spot now** Don’t miss this opportunity to gain real-world AWS experience and connect with other students in the tech community.

**Come workout, have fun, relieve your stress, and meet your fellow neighbours!** Welcoming interested people to join our FREE classes every Tuesday evening from 7:00pm to 9:00pm and every Sunday afternoon from 2:30PM-4:30PM near Bathurst/Lake Shore area. Classes are led by our event organizer, Master **Dave Crook**, a seasoned 4th degree black belt Hapkido practitioner from a respected academy with many years of experience in this art and various others. **About this form of martial arts:** Hapkido is a hybrid Korean martial art. It is a form of self-defense that employs joint locks, grappling, throwing techniques, kicks, punches, and other striking attacks. **How to join:** Join this group/event and directly message me with your interest. **Q: Is this completely FREE?** A: Yes, classes/lessons are completely FREE **Q: Do I require a gi/uniform to participate?** A: Gi is completely optional, only required when doing groundwork grappling/throw techniques **Q: Are there grading and belt progression?** A: Yes, there are grading and belts, which will cost $30 just to cover the cost, testing will done when YOU are comfortable and ready! **Current Martial Artists Belt Status:** 1x Masters - 4th Degree Black Belt 1x Yellow Belt (former red belt) 1x Yellow Stripe Belt 134x White Belts **Belt Colours - Progression in Descending Order:** * White Belt * Yellow Stripe Belt * Yellow Belt * Orange Stripe Belt * Orange Belt * Green Stripe Belt * Green Belt * Blue Stripe Belt * Blue Belt * Red Stripe Belt * Red Belt * Black Stripe Belt * Black Belt **Curriculum of Techniques** **White Belt to Yellow Stripe:** **Strikes (all strikes from left wrist grab, striking with right)** 1\. Sword Strike to Clavicle 2\. Nunchuk Strike to Temple 3\. Companion Sword Strike with Elbow Strike to Solar Plexus 4\. Spear Hand to Femoral Artery 5\. Palm Strike to Floating Rib 6\. Spear Hand to Trachea **Breakaways (all breakaways from right wrist grab)** 1\. Latissimus Dorsi push with bucking back fist 2\. When pulled with bucking back fist 3\. When pushed with bucking back fist 4\. Downward break away with elbow strike 5\. Live\-hand tricept push up with elbow strike 6\. Assisted tricept push\-up with elbow strike **Take Downs (performed both sides)** 1\. Pivot throw Joint Locks (all joint locks from right wrist grab) 1\. 'Kul Nut Key' to elbow 2\. 'Kul Nut Key' to elbow 45 degrees 3\. One inch bow 4\. Side wrist lock \- bend elbow 5\. Side elbow lock 6\. Elbow lock controlled **Escapes From Mounted Position (all from opponent on mount position - performed both sides)** 1\. Escape to Mount 2\. Escape to Guard 3\. As punches are received \- buck \- single arm hook \- roll 4\. As punches are received \- buck \- shoulder walk \- two arm hook \- guard 5\. Escape when head is locked 6\. Escape when head is locked with high mount **Kicks (both sides)** 1\. Side kick **To learn more about Hwa Won Yue Hapkido visit our website here:** http://www.hapkidohwawonyue.ca/toronto.html#

Lose 10lbs in 5 WEEKS and Win Prizes ! Topics will include Metabolism, Carbohydrate addiction, digestive health, label reading, dining out, heart health and many more. $ 50 to Join the Challenge includes: - Weekly Weigh In, Accountability and Motivation - 40 Min nutrition class - Voucher for 'Healthy Meal' - Personalized Meal Plan - Lose 1 - 3lbs a week. To register for your spot: www.ShapingUpCanada.com

We are a group of men that meet weekly. Regular attendees do not always RSVP but we usually have 12 men present. Expect a frank and confidential space where you can speak personally, engage in interesting conversations or get support for your personal goals. **We start our meeting at 7:15 sharp. You can rsvp via meetup or email Saul (sauljoy@gmail.com) for this week’s address.** Guests are welcome but it's pretty casual so make sure you are expected in case we move outdoors to the park. Our group is part of Mentor Discover Inspire (MDI) The MDI Mission: To cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. From MDI website: https://goo.gl/3DQ6aY From Toronto Star: [https://goo.gl/oDH3uX](https://goo.gl/oDH3uX)

Holy ESL This group is an advanced and intermediate English learners who are interested to learn English language as a second language (ESL) using the Bible. Holy ESL is free and you DO NOT NEED to be a Christian. All and any faith is welcome, so come ready to engage in thought provoking conversations and deeping your understanding of both language and faith. Light refreshments are provided.

IMPORTANT: You must also register at this link with Camera Canada [Camera Canada :: Wildlife Seminar 2026](https://www.cameracanada.com/events/wildlifeseminar.aspx) Join us for a fun and informative evening of photography! This seminar is ideal for people who want to learn tips and techniques for successful wildlife and night-sky photography. Learn from Trevor Pottelberg, an award-winning local professional photographer and photo educator who specializes in ethical photography including night sky, aurora, and astrophotography. Trevor will discuss the process of creating stunning wildlife and night-sky images and explain his post processing techniques leading to his award-winning results. Best Western Plus Lamplighter Inn & Conference Centre 591 Wellington Rd, London, ON N6C 4R3

​Join us for the **GitHub Copilot Dev Days** **Canada** in-person event in **Toronto**! We're bringing together builders, maintainers, and developers across Toronto's growing tech community for a night focused on **modern GitHub‑powered workflows**, open tooling, and hands‑on learning. ​Whether you use VS Code, JetBrains, Cursor, Claude Code, or any other tool in your stack, this meetup is GitHub‑centric but fully tool‑agnostic — come as you are, code how you like. This is a great event for GitHub, Azure, AI, and DevOps enthusiasts! **⭐ FREE REGISTRATION (Important! Please read!) ⭐** **\* Step 1**: RSVP here to show your interest so that we will bring you more events like this in the future. **\* Step 2**: This is an in-person event hosted at the Microsoft Canadian Headquarters. For security, you **must** have a unique QR Code in order to enter the Microsoft Headquarters. ▶️ **To get your unique QR Code**, please go to **[this link](https://luma.com/q6uu9gbo)** and click "**Request to Join**". \* Your unique QR Code will be sent to you before the event. **​Agenda** ​ **1:00 PM — Doors Open** Arrive, settle in, and meet fellow builders. Pick up GitHub Merch and eat lunch🍕! ​ **1:45 - 3:30 PM — Lightning Talks, Demos & Q&A** Short, high‑signal sessions focused on GitHub workflows, automation, AI‑assisted coding, and real project demos ​ **3:30 – 4:00 PM — Community Social** Hang out, swap ideas, and meet other GitHub‑driven developers ​🥟 *Snacks + water provided* 🏠 *Space hosted by Microsoft* **🎤 Speakers**: * ​[Ve Sharma - Solution Engineer @microsoft](https://www.linkedin.com/in/vevarunsharma/?utm_source=luma): Building non-deterministic CI gates: Teaching your CI/CD pipeline to think * ​[Riccardo Covo - Solution Engineer @microsoft:](https://www.linkedin.com/in/ricardocovo/?utm_source=luma) Agent Package Manager (APM) Agentic Workflows * ​[Ray Kao Sr. Global Black Belt @microsoft:](https://www.linkedin.com/in/raymondkao/?utm_source=luma) Agentic Platform Engineering with GitHub Copilot for IDP Evolution * ​[Jack Lee: Microsoft MVP, Cloud Solutions Architect](https://www.linkedin.com/in/jlee-consulting/?utm_source=luma): **Supercharging Your GitHub Copilot with Microsoft Learn MCP Server** **Hosted By** * Ve Sharma - Microsoft Solution Engineer * Ricardo Covo - Microsoft Solution Engineer * Ray Kao - Microsoft Sr. Global Black Belt * Jack Lee - Microsoft MVP, Cloud Solutions Architect

For the event details and registration, use the user group event link: [TFPUG Apr 2026 Event: Fabric Security and Medallio... - Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-Power-BI-User/TFPUG-Apr-2026-Event-Fabric-Security-and-Medallion-Architecture/ev-p/5133902) The RSVP here is not considered a registration, and it's just to announce the event to the meetup community. TFPUG Team [Toronto Fabric & Power BI User Group | Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-User-Group/gh-p/TorontoFabricUserGroup) [Toronto Fabric & Power BI User Group | Meetup](https://www.meetup.com/toronto-fabric-user-group/) [Toronto Fabric & Power BI User Group | LinkedIn](https://www.linkedin.com/company/toronto-fabric-user-group/)

This is a ticketed event. Please register at [this link](https://luma.com/sdhf0qqc). Jackson Kaunismaa presents his new paper “Eliciting Harmful Capabilities by Fine-Tuning on Safeguarded Outputs”. He will discuss why output-level safeguards on frontier models don’t actually make the ecosystem safe, and how anyone with an open-source model can fine-tune it on adjacent-domain outputs from safeguarded models to recover a large fraction of the capability gap between open-source and frontier models on harmful tasks. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

Hello Everybody! 【College Park food court is closed again, so we change the location to the food court in Brookfield Place（181 Bay St., Toronto, ON）, near the Union Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Saturday 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the Longo's supermarket] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常会在longo's超市前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在longo's超市前面】

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.

【College Park food court is closed again, so we change the location to the food court in Aura Concourse（384 Yonge St., Toronto, ON）, near the College Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Sunday 3:00pm-5:00pm Aura Concourse（384 Yonge St., Toronto, ON) [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the pharmacy ] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常在药房前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College 】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在藥房前面】

### Each Crossroads & Connections workshop is a fast, friendly mash-up: short demos, paired practices and intentional reflection. We keep it light, embodied, and social—so wisdom lands in your muscles and your circle, not only your mind. There isn’t one technique that fixes everything, for everyone, in every situation. ### What is it? We pair complementary domains to spark shared flow, fresh insight, and unforgettable “aha!” moments. You leave with lived skills, not just notes. * **Dialogue** gets you out of solo spin: small-group formats expose blind spots and sharpen “shared reality,” so your next move matches *this* person and *this* moment. * **Imaginal** practice is guided “as if” rehearsal you look *through*, not *at*: walking the beats before the scene means your body recognizes turns when stakes rise. * **Mindfulness** steadies the camera: attention stops jerking around, drama gets de-amplified, and you can catch the instant you’re narrating motives and swap in one honest question. * **Embodiment** makes it actionable through direct, non-verbal experience and how your inner experience matches your outer expression. Facilitators: Varies Fee: $30USD - Or a 10-pack for $200USD [Please visit here](https://awakentomeaning.com/crossroads-and-connections/) for registration and more information.

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event. We will be hearing from Becca Powell, Director of Advocacy and Outreach at Unchained At Last, an organization whose mission is dedication to ending forced and child marriage in the United States through direct services and systems change. Unchained At Last's mission clearly meshes and addresses several of our Humanist Ten Commitments. Becca will educate us about an issue many of us may not be familiar with--but should be. Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk. Going forward our meetings will be hybrid. You can meet us in-person or attend online Join Zoom Meeting [https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1) Meeting ID: 878 3656 4953 Passcode: 760812 One tap mobile +19292056099,,87836564953#,,,,\*760812# US (New York) +13017158592,,87836564953#,,,,\*760812# US (Washington DC) The formal presentation will start at noon

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

We're working on some great speakers for the April meeting. Agenda TBA: 11 Welcome 11:15 Noon - Networking Lunch 12:30 1:15 2:00 Closing Remarks You're invited to Indiana D365 April User Group Meeting Wed Apr 22, 2026 11:00 AM—1:30 PM (EST) https://teams.microsoft.com/l/meetup-join/19%3ameeting_NDQ3M2ExZWMtNzg5YS00N2M3LTkyNTItZmY0M2Q2NWFmYzBl%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d Tap on the link or paste it in a browser to join.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)

**💘 Online Speed Dating – Skip the Awkwardness, Enjoy the Fun – Beginners Welcome!** **⚠️ RSVP ≠ Registration!** Your Meetup RSVP on its own does **not** lock in a spot. You must click your age group link below, finish registration, and complete the personality quiz. **Places are limited** and go quickly! **⬇️ Choose Your Age Range & Finish Registration:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=18-32&face_v=7.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=30-46&face_v=7.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=40-58&face_v=7.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=rose-quartz-singles-collective&ar=55+&face_v=7.0) --- 😌 **Dating doesn't have to be stressful.** That's exactly why we built this! Whether you've never speed dated or haven't been on a proper date in ages, this event is for you. Our welcoming format and skilled hosts make everyone feel at home from the very start. 🎯 **Perfect for:** - Singles who feel uneasy about meeting in person and prefer starting from home - Newcomers who want a relaxed, hosted experience - Singles who value a guided, hosted dating format - First-time speed daters excited to try something different **How It Works** 1. **Sign Up for Your Age Group** – Pick the session that matches your age range above and finish registration. 2. **Answer a Few Quick Questions** – Our quiz helps pair you with compatible Indianapolis singles. 3. **Log In & Get Comfortable** – Join the Zoom call and let the evening begin. Your host handles all the logistics! 4. **Date from Home** – Have real, meaningful mini-dates with Indianapolis singles – all from your sofa. 5. **Discover Your Matches** – We’ll let you know about any mutual interest afterwards. The rest is up to you! **Event Details** - **Format:** Virtual via Zoom – relaxed, low-key from wherever you are - **Location:** From your lounge, study, or anywhere else you fancy - **Host:** Encouraging facilitator experienced in helping first-timers enjoy speed dating - **Vibe:** Fun, hosted conversations that make meeting Indianapolis singles a breeze 💡 **First-timer tip:** Don’t overthink it – just be yourself! That's what people find most attractive. ⭐ *"I was really nervous, but the host made it so easy. I met someone wonderful on my very first try!"* – Newcomer from Indianapolis --- ✨ Real people, real conversations, real connections – all from your living room. 🫶 ✨

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.