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Frequently Asked Questions
Yes! Check out dashboards events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the dashboards events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Dashboards Events Today
Join in-person Dashboards events happening right now
AI + Streaming: Practical Architectures That Work
We're excited to bring the community together for an evening of learning and connection!
Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security.
**Date and Time:**
Thursday, March, 12th from 5:30-7:30 pm
**Agenda:**
* 5:30 pm: Doors open; say hi, grab a seat, and eat some food.
* 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare
* 6:30 pm: Q&A
* 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent
* 7:10 pm: Q&A
* 7:20-7:30 pm: Networking & refreshments
**Talk Abstracts:**
**"Building Agentic AI on ELK stack"**
Story how I built AI Agent using pure ELK + LLM to automate incidents investigations
1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK
2. Building simple AI Agent using pure Logstash pipelines
3. Building advance AI Agent using Ruby plugin
4. Connecting AI Agent to Elastic AI Assistant
**Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper.
**"One Does Not Simply Query a Stream"**
Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures.
**Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available.
As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps.
Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning.
Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy.
**Location:**
Improving Office
171 East Liberty St
Unit 235
Toronto, Ontario M6K 3P6
**Directions (171 E Liberty St - Suite 235)**
**By transit**
Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office.
**By car/parking**
On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street.
**Entrance**
The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.
AI Meetup (March): GenAI LLMs and Agents with Docker
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
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.
Learn to Play D&D 5th Edition | Obojima Tales from the Tall Grass
**PLEASE READ:**
This event will show as sold out on meetup since this event has a limit of 5 spaces and tend to book up. You can **SECURE** your seat through purchasing a ticket on https://lvlupgames.ca/products/learn-to-play-d-d-5th-edition-obojima in advance. **If you can add it to cart on the site that means the spot is still available!**
**Description**
This will be a **1 day event**. We will teach you character creation and core game mechanics on as well as run a short 45 minute - 1 hour campaign to play your new characters. These sessions are meant to be **introductory friendly for new adventurers to get their foot in the door of D&D.**
We do offer a full 3-4 hour Obojima session separately for those who have already participated in the learn to play or players that already know the mechanics of D&D 5th edition if you are interested!
**Please ensure you are available for your chosen date before you purchase your ticket.**
Every **month** will be a **new** adventure from Obojima Tales from the Tall Grass book!
With your ticket you'll receive:
* Character sheet
* Pencil
* Set of 7 dice (D4, D6, D8, D10, D12, D20, D%)
* Access to the Players Handbook
**Game Master:** Nick (He/Him)
Nick, has been a Dungeon Master for 10 years, experienced in many mainstream and indie RPG systems. Outside of RPGs, Nick has several years of theatre experience, being an actor in his youth and continuing his studies even now. He is upbeat and theatrical, standing and acting out dramatic action sequences and quiet emotional scenes. More than anything, Nick always tries his best to deliver an experience, something that will be a special memory for everyone.
**What is 5th Edition and how does it differ from 5.5 Edition?**
Dungeons and Dragons 5th Edition is an older version that was released in 2017 where 5.5 is the most current edition (released in 2024) with some changes to game mechanics. Most third party campaigns are made for 5th edition mechanics. So if you would like to play any D&D campaigns prior to 2024 (the majority of them) 5th edition would be your go-to! If you are interested in the 5.5 Edition we have a Dragon Delves learn-to-play series available as well.
Due to the limited spaces available for this event, we will not be issuing refunds for this event **less than 48 hours before the event**. Be sure to purchase the ticket for the correct date.
AI Meetup (March): GenAI LLMs and Agents
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
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.
Learn to play Dungeons & Dragons | Adventurers League
**PLEASE READ:**
This event will show as sold out on meetup since this event has a limit of 5 spaces and tend to book up. You can **SECURE** your seat through purchasing a ticket on https://lvlupgames.ca/products/learn-to-play-d-d-adventurers-league-dragon-delves-death-at-sunset in advance. **If you can add it to cart on the site that means the spot is still available!**
**Description**
Hello adventurers! Have you ever wanted to experience the world of Dungeons and Dragons but not know how to get started?
In this event we will teach you character creation, core game mechanics, and go through a 60-90 minute one-shot scenario for you to test out your newly created character! These sessions are meant to be **introductory friendly for new adventurers to get their foot in the door of D&D.**
With you ticket you'll receive:
* Character sheet
* Pencil
* Set of 7 dice (D4, D6, D8, D10, D12, D20, D%)
* Access to the Players Handbook
**Game Master:** Nick (He/Him)
Nick, has been a Dungeon Master for 10 years, experienced in many mainstream and indie RPG systems. Outside of RPGs, Nick has several years of theatre experience, being an actor in his youth and continuing his studies even now. He is upbeat and theatrical, standing and acting out dramatic action sequences and quiet emotional scenes. More than anything, Nick always tries his best to deliver an experience, something that will be a special memory for everyone.
Aligning Brain-Like AGI
This is a ticketed event. Please register at [this link](https://luma.com/hpn010ze).
Future AI systems could have action-guiding and learning systems which may plausibly resemble those of current human or animal brains. What might it take to make these systems safe? In this presentation, David Atanasov will talk about the work from people who have thought about aligning these hypothetical future systems.
**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 attend in person, join our live stream starting at 6:30 pm via [this link](https://www.youtube.com/@Trajectory-Labs/live).
Dashboards Events This Week
Discover what is happening in the next few days
Casual Board Games and Pub Social After
The Board Games event is a fun, sociable and charitable event
We are a fun, friendly and kind group of people mostly in our 20s, 30s and 40s. Beginners are welcome! We are a very inclusive and social group and we teach people how to play games they have not played before :)
We provide a variety of 40+ board games. The games usually take 5 or 10 minutes to learn and 30 to 60 minutes to play.
**Time**
* Board Games Start time: 630pm
* Board Games end time: 10pm
* Eat / Drink/ Socialise at a nearby pub afterwards
**Location**
30 Leeds St, Toronto, ON M6G 3R8 (Ukrainian Catholic Church of the Holy Protection)
The entrance to the board game room is at the back of the Church. There is a sign on the door that says BOARD GAMES GROUP.
Please use the map provided on the event page also.
**Fee**
$10 Cash (no coins )
$11.55 by card or e-Transfer
* e-Transfer before or at the event dvschiller@gmail.com for e-Transfer
**Charity Donations**
* This is a not-for-profit initiative. Revenue go towards covering costs of the event including venue, insurance marketing, refreshments and board games. Any surplus revenue is donated to charity
**Food and drink**
* Everyone will get cookies/candy for free
* Cups will be provided for tap water
* Bring your own food and drink.
* Please do not bring CHIPS AND CRACKERS as they make a mess and are greasy
* **ALCOHOL IS PROHIBITED AND WE HAVE A ZERO TOLERANCE POLICY ON THIS - there are no second chances**
Photos will be taken at the event and posted publicly for marketing purposes. Please only attend if you are ok with this or tell me when you arrive that you do not want to be in any photos
The event is officially hosted by Ace of Math Learning Program Ontario Inc.
The Bible Timeline Study
Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.**
The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture.
The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life.
The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session.
https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access
AgentCon 2025: Toronto
On March 14th, 2026, [AgentCon](https://www.linkedin.com/search/results/all/?keywords=%23agentcon&origin=HASH_TAG_FROM_FEED) lands in Toronto, bringing together developers, engineers, and innovators shaping the future of AI agents.
Expect deep‑dive talks, hands‑on learning, practical demos and plenty of networking with the AI community.
This isn’t just another AI event, it’s where builders meet to talk real code.
✅ Ready to build the future? Register Now: [https://lnkd.in/dX5AVXRw](https://lnkd.in/dX5AVXRw)
Sunday Board Game Social – Meet New Friends & Play Games
Looking for a fun way to spend your Sunday night? Join us for a **casual board game meetup** at **See-Scape**, Toronto’s cozy gamer lounge!
Whether you're a seasoned strategist or completely new to board games, **everyone is welcome**.
New players and solo attendees are especially welcome.
**What to Expect**
We’ll have **200+ board games available**, and we’ll help people find tables based on the types of games they enjoy — from quick party games to deeper strategy games.
✨ Come solo or bring friends
✨ Meet new people who love games
✨ Discover new board games
✨ Relax in a cozy sci-fi themed gaming space
Our hosts Sara and Katy will help introduce games and make sure everyone gets into a table.What to Expect
Beginner-friendly games
Social and welcoming atmosphere
Groups forming throughout the night
**Location**
See-Scape
(near Dundas & Keele)
**Time**
Sunday – 7:00 PM
Feel free to arrive anytime during the event!
Food and drinks are available for purchase.
We will have some free popcorn for snacking but also food and beverages will be available for purchase.
Let’s roll some dice and make some new friends!
Game Pass – $10
Your game pass includes:
♟️Unlimited access to our 200+ board game library
♟️Friendly hosts who can teach games and help match players into tables
♟️A welcoming social environment for new and experienced players
Mob Programming at Mofer Coffee
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/Da9fZFxPfs
**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.
Dupont Morning Code
[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/
Dashboards Events Near You
Connect with your local Dashboards community
CBusData - Discover the Power of Window Functions
Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems:
* Using running totals
* Performing operations in intervals
* Identifying data gaps and islands
* Performing aggregates without losing detail
Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.
Board games at The Forge
The Forge does have a full bar and kitchen. There is no cover charge but they do request all attendees to purchase a minimum of ~$20 per person. Soft drink refills are $1 each. Please support our hosts so we can continue to provide great events for the group!
The Forge has a large library of games available for us to enjoy. Hosts and regulars will also provide numerous popular games but please bring any games you would like to teach and/or play.
Doors open at 6, and we expect gaming to be rolling by around 630. Please promptly end your games and clear out the space at 10pm when the bar closes.
We encourage socializing but do not permit disruptive behavior of any kind. Thank you for your continued commitment to providing a fun and welcoming space to veteran, newbie, and rookie gamers in the Columbus area.
Parking can be challenging. There is a parking lot behind the neighboring Mexican restaurant that is free and easy to walk from but it's a bit hidden.
Quarterly Goals Reset for Product Professionals
One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that.
As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact?
Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization.
We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM.
📍 First Watch - 7227 N High St
Located in: The Shops at Worthington
Ample parking is available.
Food and beverages will be available for purchase.
Start your morning with clarity and connection — we hope to see you there! ☀️
Casual Boardgames - make friends, then beat them in games
Welcome to Casual Boardgames, where we enjoy classic tabletop games and social deduction games while bonding over good food, drinks, and great conversations.
We started this group to meet new people and make new friends, and bonding over games in a relaxed atmosphere is a great way to do that.
We currently meet near route 23 and Polaris Parkway, and this is close to areas like Powell, Lewis Center, Worthington, and parts of Westerville and Columbus.
Feel free to bring your own games or play one of the many games our members bring. If you are inexperienced, we will help you learn.
Here are just a few examples of the kind of games we play.
Tabletop/board games: Splendor, Catan, Azul, Dominion, 7 Wonders…
Social deduction games: Code Names, Chameleon, Werewords…
IMPORTANT:
1. While we love playing a variety of games and competing, we are not just about the games. We interact and talk while playing, and this leads to a lot of laughter and fun. If you just want to compete and focus solely on the game, then this is probably not the group you are looking for.
2. Many people join groups like this and never (or rarely) show up after weeks or months. If you join and never really come, we will eventually remove you from the group as a courtesy to our members. Why? Because limiting group conversations (on the app) to regular members makes communication and planning much easier. Also, while it may be rare, it protects members from people who join because they are interested in following a person instead of having a real interest in our group. If you get removed, it is just because you haven’t come, and we follow this protocol as a courtesy to our regular game players.
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way.
In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents.
In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding.
What You'll Learn - Core Kiro concepts and development philosophy
Feature evolution: pre and post re:Invent 2025
Practical examples: API creation, hooks, and steering docs
Live coding demonstration with real-time problem solving
Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows.
**Speakers Bio:**
Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale.
[https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/)
Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry.
Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives.
Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation.
https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/)
**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
Cashflow 101 Networking Experience
📢 **RSVP Required - Limited Capacity** 🎟️
Please note that due to limited capacity, we cannot guarantee entry, food, or seating. Kindly understand that space is limited.
Join us for a **FREE public event** with provided **refreshments**!
Get ready for an exciting game meetup! We're thrilled to have you join us.
Rest assured, we have ample space to accommodate multiple game playing.
Game time: **2 pm to 5 pm**. Remember, just like in real life, you don't have to arrive on time to start playing.
Here's the detailed **Agenda**:
**1:45 pm - 2:00 pm: Opening & Setup**
**2:00 pm - 2:30 pm: Food & Networking**
**2:30 pm - 3:45 pm: Game Talk**
**3:45 pm - 5:00 pm: Game Time**
**5:00 pm - 5:15 pm: Closing**
No need to bring anything other than yourself. Feel free to bring a friend and share some good jokes too! 🧐
We're excited to see you there! Don't forget to **RSVP to secure your spot**.
TBD
**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
**Abstract**
TBD
**YouTube Link**
TBA























