Climate Change

🚀 **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.**

The leadership versus management discourse often characterises leadership as good and management as bad. But managing work is vital to protect people from burnout, ensure work is valued, and resolve problems both inside and outside the team. With the movement for self-managing, some organisations are seeking to remove the explicit Manager role, but without systems in place that can sometimes create a vacuum. We will touch on what managing actually entails and examine an example of a system that can be used with or without an explicit Manager - creating an opportunity to experiment with self-management, or simply make it easier for a Manager (or Leader) to have the right conversations with the right people. **Meet your Speaker - Mel Kendell, all about change** *Always thinking of how things could be better* Mel has had many roles in transformations, products, and projects - basically anything that smacks of change. She is also a co-host of this meetup!

Hi Radiant Ladies, Let’s enjoy a friendly lunch at the Rosstown Hotel in Carnegie. Good food, laughter, and great company with Radiant Women. Julie 🌺🌸

Chinese Language exchange, with many local Australian learners learning Chinese and a mix of native Chinese speakers from across China coming together to speak and exchange primarily in Chinese. Culture, history, society and many other topics are encouraged to be shared, with the language exchange a great way to meet new people, make friends and mutually enjoy through language exchange.

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saint & Rogue (down the street from SuperAPI at 582 Little Collins St, Melbourne) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

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/

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.

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.

👉🏻 [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! 🌿🎉

Hi Radiant Ladies, Join us for a refreshing Saturday walk at Ruffey Lake Park. 👭 Walk at your own pace 🐕 Dogs welcome ☕ Coffee after 🌦️ We walk every Saturday (unless it’s pouring) New ladies welcome. See you! 

Leanne & Lyn 💕

**You and doggies are welcome today for an easy 10km stroll, followed by brunch when we’re finished at a nearby cafe.** **We’ll meet in the Swamp Gum carpark and start off along the Westerfolds Park circuit track, before we veer slightly off track at the rapids lookout point. Here we leave the circuit path and make our way around to the stunning suspension bridge. We’ll stop for photos and a bit of ‘off lead’ time for the doggies once we’re over the bridge.** **Then we’ll head back crossing the suspension bridge and re-joining the latter half of the circuit path for the return to the carpark before a short drive to Down The Rabbit Hole cafe for a good brunch.** **An easy day’s stroll with a good brunch at the end, not too taxing even for the little doggies. You won’t need any backpacks today; Maximum elevation of 80m. Just a water bottle will do.** **There are toilets and water stops throughout so you won’t need to bring extra for the dogs.** **The park is accessible by public bus 293 from Box Hill station.** [Rabbit Hole Cafe](https://www.google.com.au/search?client=safari&hs=1Pop&channel=41&sca_esv=b493f18cdd742725&cs=0&output=search&kgmid=%2Fg%2F11g6ymsq0t&q=Down%20The%20Rabbit%20Hole%20Cafe&shem=rimspwouoe&shndl=30&source=sh%2Fx%2Floc%2Fact%2Fm4%2F3)

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.

💌 **Online Speed Dating for Toledo Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Toledo singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

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