Climate Change

We are excited to host Pavel for our next Melb.NET event where we discuss PR Reviews and how we can reduce the bottleneck effect they have on our development velocity! **Agenda:** * 5:30pm arrival - Food and drinks provided in-person * 6pm kickoff - Welcome & Introduction and few words from our Sponsors - 10 min * 6:10pm - Session 1 * 6.45pm - Session 2 **Session 1:** Breaking the PR Review Bottleneck by [Pavel Oborin](https://www.linkedin.com/in/poborin/) Pull request reviews are often the biggest bottleneck in software delivery, especially for distributed teams. What takes minutes to write can sit for days waiting for review, killing development velocity. The open source world has solved this at scale. Major projects like Kubernetes, Rust, and React coordinate thousands of contributors with sophisticated review strategies that go far beyond traditional approaches. This session explores proven techniques from leading OSS projects and how to adapt them for your teams: early design alignment, automated reviewer assignment, merge automation, cultural process shifts, velocity metrics, and modern workflow patterns. You'll leave with practical strategies to eliminate review bottlenecks and measurably improve your team's delivery speed. **Session 2:** How to achieve PR Flow in Messy Legacy Codebases by [Alex Phomphoukhao](https://www.linkedin.com/in/aphomphoukhao/) Exploring how we improved PR flow in a complex legacy .NET codebases. Covering metrics, workshop-driven changes, and how AI tools like GitHub Copilot and CodeRabbit helped reduce review load and speed up delivery. **Hosts:** * [William Liebenberg](https://www.linkedin.com/in/william-liebenberg/) \- Microsoft \.NET MVP \| Consultant at Arinco * [Bron Thulke](https://www.linkedin.com/in/bronthulke/) \- Microsoft \.NET MVP \| CTO / Co\-Founder at YouLi * [Bill Chesnut](https://www.linkedin.com/in/billchesnut/) \- Microsoft Azure MVP \| Consultant at SixPivot * [Tama Waddell](https://www.linkedin.com/in/tama-waddell/) \- Consultant at Arinco **Sponsors:** We have some amazing sponsors that help make this event possible: * [Arinco](https://arinco.com.au/) \- Venue\, Food and Drinks **Location:** In-Person at Arinco Melbourne. Level 6 / 440 Collins Street, Melbourne CBD 🗣 Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)

Are you looking for a 5-a-side game on a Tuesday evening? Look no further, as we'll be holding a kick-off **at Knox Football Centre from 7-8 pm**. Just download the Stranger Soccer app and register for free. Use the code **WELCOME** to book your first game for free if you're playing with us for the first time. Grab your slot now and get involved with us!

Join members of the club and other backcountry enthusiasts at RMIT for this year's 21st Annual Winter Wildlands Alliance Backcountry Film Festival. The backcountry film festival is a pre winter institution in Melbourne. This year’s screenings are a collection of 10 short documentaries and ski movies about the pursuit of adventure in the mountains, artistic vision, friendship, and how the snowsports community is adapting to a changing environment. Hosted by Friends of the Earth, the festival will screen in the city at: RMIT Building 80, 080.01.002 Level 1 Cinema 445 Swanston St Melbourne, VIC 3000 To see the program go https://winterwildlands.org/backcountry-film-festival-21st-annual-season-lineup/ The plan is: * Arrive from 6pm for yarns, merchandise, info stalls. Good chance to meet up with other YHA XC Ski members. * The program kicks off at 6pm: starting with a few speakers from groups like Mountain Safety Collective and the Victorian Backcountry Festival, and a mini launch of this year's Mountain Journal print magazine, then * at 6.30pm, we will screen the program that is put together by the US-based Winter Wildlands Alliance (check below for the listing of films, there will be a brief interval half way through) * Followed by a selection of locally made backcountry films, including Alpine Odyssey, which covers Huw Kingston's winter crossing of the Australian Alps * Finish by 8.00om You can pre-purchase your ticket/s online ($25 household, $15 waged or $10 unwaged) Click here https://www.melbournefoe.org.au/bc_film_festival_2026 You will also be able to buy tickets on the night (cash or card).

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-05-06](https://konfhub.com/ksug-au-2026-05-06) **<=** **Latest promotions** discovered by our community! * **40%** OFF **[Linux Foundation](https://mf1.ksug.ai)** bundles Code: **FOURTH26AI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Unlock GenAI inference anywhere with Amazon EKS Hybrid Nodes and Nvidia DGX by **[Frank Fan](https://www.linkedin.com/in/frankfan7/)**, Principal Container Specialist SA @**[AWS](https://aws.amazon.com/)** * **Topic 2:** I Came for the Kubernetes. The AI Did the Kubernetes by **[Olga Mirensky](https://www.linkedin.com/in/olgamirensky/),** Sr. SRE @**Ping** Identify * **Lighting Talk:** From Zero to Episode 1: Building a Content Pipeline With Claude Code by **[Eva Ng](https://www.linkedin.com/in/evang2/)**, Founder @**GMIG** * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**! **[Register here](https://konfhub.com/ksug-au-2026-05-06) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *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=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Hello Climbers! Just meet at the yellow sign and introduce yourself :) From there we pair up to climb. If we have an odd number of people, we can make a rotating group of 3. There is also a self-belay area if you want to get in more climbing if in a group of 3 or arriving earlier. If the event you are planning to go to only has one or 2 people on the ‘attending’ list, we encourage organising a climbing partner in advance so you can make sure you have at least one other person there to climb with! Feel free to reach out on the event wall or message a host :) Meet up will start at 6pm but if you want to start earlier you certainly can, but again you will need to organise a climbing partner in advance. New climbers are welcome, however your mandatory induction takes about 15/20mins. Harnesses, shoes and chalk bag can be hired also. Current pricing for Hard Rock here: https://www.hardrock.com.au/prices/

🚀 **Build Your Own CNCF Observability Stack: Hands-On Workshop** Join us for a practical, end-to-end workshop where you’ll build a modern observability stack from the ground up using industry-standard CNCF tooling. In this session, you will learn to set up metrics with Prometheus, visualize and analyze data with Grafana, instrument your application using OpenTelemetry, and implement distributed tracing with Jaeger. You’ll also apply best practices for collecting, managing, and interpreting telemetry data. This is a fully hands-on session, so come ready to build, break, and learn. By the end, you’ll have a working observability stack and a clear understanding of how to instrument and monitor your own applications in real-world environments. 🛠️ No prior observability experience required, but basic familiarity with containers or cloud-native concepts will help. **A laptop is required to participate.**

An afternoon at Urban Climb, Blackburn! If you haven't been to this gym before, you will need to do an induction. This gym also has a bouldering area. We typically start with a warm-up session from 2:00 to 2:30 PM before moving on to top-rope or lead climbing - through you’re welcome to start top-rope or lead as you prefer. If you’re looking for the host, they will be in bouldering area during the warmup. You can also spot the host on climbing wall, easily recognizable by a dangling ducks hanging from their harness.

Join me for a relaxed Friday night visit to Melbourne Planetarium at Scienceworks for Planetarium Nights. We’ll be attending the 7:30pm astronomy-focused session: The Dark Matter Mystery (38 min) + What’s in the Sky Tonight (WITST). This should be a nice, low-pressure evening for anyone curious about space, astronomy, and big mystery-of-the-universe questions. The show explores what dark matter might be, why scientists think it exists, and why it remains one of the biggest unsolved puzzles in astrophysics. The session also includes What’s in the Sky Tonight, a presenter-led tour through the night sky. I’ll be there from 7:10pm so we can meet, say hello, and head in before the session starts at 7:30pm. This is an adults-only 18+ event. **Links** Meetup start point: [https://maps.app.goo.gl/TMuQ48UYpYFe9wgEA](https://maps.app.goo.gl/TMuQ48UYpYFe9wgEA) Event / tickets: [https://museumsvictoria.com.au/scienceworks/whats-on/planetarium-nights/](https://museumsvictoria.com.au/scienceworks/whats-on/planetarium-nights/) Trailer: [https://www.youtube.com/watch?v=AO3ycbR1H9Y](https://www.youtube.com/watch?v=AO3ycbR1H9Y) **Rough timeline** * 7:10pm – Meet at Melbourne Planetarium / Scienceworks * 7:10pm–7:25pm – Quick hello and get ready to head in * 7:30pm – The Dark Matter Mystery + What’s in the Sky Tonight starts * Around 8:30pm – Meetup ends **Tickets** * You’ll need to purchase your own ticket separately if you’d like to join. * I’ve already bought my own ticket for $25. * Please book the 7:30pm Planetarium Nights session for Friday, 8 May 2026. **What to bring** * Your own ticket * Something warm for travelling home afterwards * Curiosity about space, astronomy, and dark matter **What to expect** * Vibe: Low-pressure, friendly, and welcoming to solo attendees * Activity style: Sitting together for the planetarium session, with a short casual hello beforehand **Important notes** * This event is 18+ only. * Please arrive on time so we can head in before the session starts. * Ticket availability may change, so it’s best to book before RSVPing. * You’re welcome to leave straight after the session ends. **Other info** This is a simple Friday night event for anyone who likes astronomy, science, space documentaries, planetarium shows, or just wants to do something a bit different after work.

Hey, mates! If you're looking for an evening kick, we'll be playing 5-a-side at Monash University every Wednesday **from 8:30 to 9:30 pm.** To join us, download the Stranger Soccer app and register for free. If this is your first time playing with us, use the code **WELCOME** to book your first game for free! Book your slot now and get involved!

👉🏻 [GET YOUR TICKET (CLICK HERE) ](https://www.eventbrite.com.au/e/1987394777278?aff=oddtdtcreator)👈🏻 **🗓️ Date:** Sunday, 10 May 2026 📍 **Location:** Yarra Bend Park (Approximately 15 minutes from Melbourne CBD on Sundays) **🚙 Need a lift?** Tap here to see the carpool drivers and organise your ride. 📏 **Hike Distance:** Around 15 km total. 🔗 **Trail Map:** [Yarra Bend Park](https://www.alltrails.com/en-gb/trail/australia/victoria/wurundjeri-spur-abbotsford-loop?sh=gu0gil&utm_medium=trail_share&utm_source=alltrails_virality "https://www.alltrails.com/en-gb/trail/australia/victoria/wurundjeri-spur-abbotsford-loop?sh=gu0gil&utm_medium=trail_share&utm_source=alltrails_virality") 🕙 **Start Time:** 9:45 AM. Please arrive 15 minutes early at the hike/parking location (shared via a private Instagram group chat). This gives time for a quick check-in, icebreaker and if available, a toilet break before we kick off at 10:00 AM. 🕔 **End Time:** 3:00 PM. 🚶‍♂️ **Pace/Difficulty:** Friendly and social / Easy. ⌛️ **Average Hike Duration:** 4–6 hours, depending on the group’s pace + including breaks to admire nature and a lunch break along the trail. 💬 **Community Chat Access:** You'll be added to our private Instagram group chat after booking! This is where we share final hike details, updates, and a fun space to connect before and after the hike. 👉 To make it easy for us to add you, please follow us on Instagram [@SocialHikesAU](https://www.instagram.com/socialhikesau/ "https://www.instagram.com/socialhikesau/") prior to booking. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- *Looking to meet new people, explore nature, and have a good laugh along the way?* This is your perfect Sunday plan! 🎉 We’re excited to invite you to our upcoming Melbourne Social Hike. A welcoming day out where the focus is all about fun, friendships and fresh air. Whether you come solo or bring a mate, you’ll leave with new connections and memories! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🚙 Carpooling Makes It Happen** At Social Hikes Australia, carpooling is a big part of what makes our hikes possible. Every extra seat means another person gets to join. Fewer cars, easier logistics, and a more social, fun start to the day. Carpooling is also a great way to meet people before the hike even begins, share a few laughs, get to know each other, and arrive together. It’s simple, social, and one of the best parts of the experience 🌿 💡 Carpool tickets are offered at a discounted price to encourage drivers to offer seats and make the hikes accessible for everyone. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 👉 **For Drivers** If you’ve got spare seats, offering a lift makes a big difference. It helps others join, reduces parking stress and makes the ride more enjoyable from the start. 👉 **For Passengers** Passengers are to contact drivers directly using the details provided in the carpool sheet (linked at the top of the description). The sheet shows information from carpooler tickets (Drivers Offering Seats). ✨ **Best practice:** Try to organise your ride before purchasing a ticket to avoid last-minute stress. **Please note:** Drivers and passengers should stick to the arrangements they make. We do not recommend swapping drivers or cars after you’ve agreed on a ride. If you do decide to change, please make sure all parties are clearly informed and agree to avoid confusion. If a driver forgets, gets mixed up, or doesn’t pick you up, Social Hikes Australia (and your driver) are **not liable** for any inconvenience caused. For this reason, it is best to keep things simple with the driver you first arranged with. ⚠️ **Important Notes** * Please stick with the carpool arrangement you agree on. * Avoid swapping drivers unless everyone is clearly informed and agrees. * Petrol, parking, and other costs are not included in the ticket price. These should be agreed directly between the driver and passengers. * Social Hikes Australia is not responsible for any issues with private carpool arrangements. 📍 **Pick-Up Info** Drivers will share their preferred pick-up locations, such as major CBD train stations like Parliament, Richmond, South Yarra, Southern Cross, or North Melbourne. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🤩 Why Join?** 🌟 Make new friends in a relaxed, casual way. 🌟Enjoy nature and fresh air while meeting like-minded people your age 🌟Friendly vibes full of laughs, chats and good times guaranteed 🌟You never know. Today’s hiking buddy could be tomorrow’s uni mate, housemate, or travel buddy! 🌟Your safety is our priority. Equipped with a first aid kit on hand. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🎟️ **Tickets:** **All tickets are $20 per person.** This helps cover: * Public liability insurance * A $2.40 contribution per ticket directly to Parks Victoria * Experienced guides with a tour operator license who know the trails well * First aid kit and safety equipment for the group 🚗 **Carpoolers Discount** If you’re driving and offer seats to passengers, your ticket is only **$5** 🙌. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🥾 What to Bring:** 👟 Comfy hiking shoes 💧 2–3L of water 🥪 Snacks/lunch ☀️ Sun protection (hat, sunnies, sunscreen) 🦟 Bug spray (always a good idea) 🎒 Optional: hiking poles, wet weather gear/raincoat \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 📌 **How It Works:** After purchasing your ticket, you’ll receive a link to our private Instagram group chat. All final details will be shared there: Hike route, meet-up location and any last-minute updates. Friendly pace, friendly faces! This hike is intentionally slow–medium so everyone can enjoy and chat along the way. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🍽️ **Food Arrangement** After our hike, we love keeping the good vibes rolling with a meal together. We’ll suggest a café or restaurant that’s usually on the way back toward the city**,** so it’s easy for everyone and avoids extra driving. It’s always a highlight of the day swapping stories from the trail, sharing laughs, and getting to know your fellow hikers even better over some good food. Joining is optional, but most people stick around because it’s such a fun way to finish the adventure. Everyone just covers their own meal, and we’ll confirm the spot in the Instagram group chat on the day. When booking, you’ll be asked if you’d like to join: Yes / No / Not Sure. The organisers will confirm the restaurant or bar on the day, based on feedback. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **⚠️ Important:** Must be 18+ years old to attend. Hike at your own risk. You are responsible for your own safety and belongings. Respectful, kind behaviour is a must. We are a positive and welcoming community. Zero tolerance for any unwelcome behaviour. We’re here to have fun, together! For this hike, we recommend that all participants download the AllTrails app before the event. This will help you: * View the trail map in advance * Track your progress during the hike * Stay on course in case you get separated from the group Having AllTrails ensures everyone can enjoy the hike safely and confidently. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **📜 Liability & Waiver** By joining this hike, you acknowledge that participation is voluntary and at your own risk. Social Hikes Australia is not liable for accidents, injuries, illnesses, theft, or transport-related issues. 🚑 If you have previous injuries, medical conditions, or health concerns, discuss with the organiser before purchasing your ticket. Transport/carpooling is a community initiative only, not a service. 👉 Please make sure to read our [Terms & Conditions (click here)](https://drive.google.com/file/d/1tUzOL94hk5Uk5c7FOjiPRHXZz--5H9p5/view?usp=share_link "https://drive.google.com/file/d/1tUzOL94hk5Uk5c7FOjiPRHXZz--5H9p5/view?usp=share_link") before purchasing your ticket. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Refund Policy:** Tickets are non-refundable unless the hike is cancelled or rescheduled. Tickets cannot be transferred to another hike unless agreed with the organisers. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🌧 Rain Policy** If the forecast shows over 15 mm in 6 hours or 20+ mm during the day, we may postpone or adjust the hike to keep things safe and enjoyable. Slippery trails, flooding, and poor visibility are no fun or safe. We’ll also reschedule for thunderstorms or if trails are still soaked from heavy rain the days before. Light rain (under 5 mm/hour) is usually fine. We’ll check each hike case-by-case. Safety first 🌿 If it changes and gets heavier, we’ll reschedule for the following Sunday, 17 May 2026, instead. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🌿 About Social Hikes Australia:** Social Hikes Australia was founded in 2023 with a simple mission: to bring people together through the beauty of nature. Since then, we’ve completed over 45 incredible hikes across Victoria. From coastal trails to mountain summits, we have explored the diverse landscapes Victoria has to offer, fostering connection, adventure, and a deep appreciation for the wild. 🥾🌿 We're excited to announce that fortnightly hikes have officially become part of our schedule! 🚀 Every two weeks, we'll be exploring new locations, creating more opportunities for you to connect, adventure, and be part of a growing, supportive community. Whether you're an experienced hiker or just getting into the outdoors, Social Hikes Australia is a place where everyone is welcome. Come for the adventure, stay for the friendships. 🤝✨ 👉 Follow us on Instagram for updates and upcoming hikes: [@SocialHikesAU](https://www.instagram.com/socialhikesau/ "https://www.instagram.com/socialhikesau/") \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **💸 Where Your Contribution Goes:** Advertising and outreach – helping us bring in new people to every event. $2.40 per person – paid directly to Parks Victoria as part of the per-day use fee. Public liability insurance – so we’re covered for safety and compliance. First aid kit supplies – keeping our hikes safe and prepared. Tour Operator Licence. Every ticket makes it possible to cover the essentials and keep creating safe, social, and welcoming outdoor adventures. 🌿 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **📞 Organiser Contact:** We highly encourage you to text our organiser team before purchasing your ticket if you have any concerns about transport: Jacob 📱 [0404 870 123]() l Sebas 📱 [0435 993 237]() 🥳 Ready to make friends, explore Melbourne’s beautiful nature, and have a blast? Spots are limited, so grab your ticket now and let's hike, laugh and connect! 🌿🎉

**Online Speed Dating for Mature Toledo Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

Join us for 2 loops of the 1.1 mile trail surrounding Civic Park In Reynoldsburg this Thursday (5/7) at 6:30 pm. This is a fully paved trail so no worries about mud after a rainy week. Just come and get some exercise while connecting with others.

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](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/](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

**Online Speed Dating for Mature Detroit Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.