Oracle Database Administration

**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-05-21](https://konfhub.com/ksug-sg-2026-05-21) **<=** **Latest promotions** discovered by our community! * Up to **65%** OFF **[Linux Foundation](https://mm.ksug.ai)** bundles Code: **MM26BUNAI** * **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 collaborate with **[Confluent](https://www.confluent.io/)** to welcome you to the upcoming **KSUG.AI x Apache Kafka Meetup @** [IMDA Singpore office](https://maps.app.goo.gl/SCJVhPcV2h89Eby28)! 🎉 **Agenda and topics preview:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: [Jun Rao](https://www.linkedin.com/in/junrao/), Co-founder, **[Confluent](https://www.confluent.io/)** * 20:00pm - 20:30pm: Additional Q&A / Networking Food and drinks will be provided between **6.30 and 7 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our partners @**[Confluent](https://www.confluent.io/)**! **[Register here](https://konfhub.com/ksug-sg-2026-05-21) to secure your spot!** See you all there! **Location:** [IMDA Singapore 10 Pasir Panjang Road, Singapore 117438 · Singapore](https://maps.app.goo.gl/SCJVhPcV2h89Eby28) **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[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://ksug.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.

Capacity of event is number of tables X 4. Having a waitlist does not mean event is full. It is for me to prioritize people as per the following clause: *Priority is given to regulars, past attendees, intermediate and above level players, players who have their private message function switched on and people whom I have met before. If I am unable to contact you, I cannot ask for your availability and skill level etc and you will be stuck in the waitlist forever and ever.* This is to ensure that the skill level of players are decent and to eliminate no shows. • Find us at the following tables in bishan sports hall.. 1,2,3,4 Ensure you are feeling well before taking part. Do not attend if you are not feeling well. *NO GATECRASHING! • Do bring your own bat. Balls would be provided. - By participating in this event, you agree that the organizer shall not be held liable to any injuries or damages sustained by you as a result of taking part of this event. • If for some reason you aren't able to make it on that day, please update your status to "Not Going" at least one day in advance. The earlier you update your status, the easier it is for me to find a replacement. \*\*\*\*\*NOTE: FOR THOSE WHO HAD RSVP BUT 1. DID NOT TURNED UP ON THE DAY OR 2. DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR 3. DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT, ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE BLACKLISTED. 1. REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP. \*\*\*\*\*\* Any questions, please feel free to drop me (John Tenergy) a message. Cheers

Hello everyone! Join us for an IN PERSON Apache Kafka® meetup on May 18th from 6:30pm, hosted by IMDA in Singapore! **📍 Venue:** IMDA 10 Pasir Panjang Rd, Mapletree Business City Level 5 Events Room 1&2 Singapore 117438 \*\*\* **🗓 Agenda:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: Jun Rao, Co-founder, Confluent * 20:00pm - 20:30pm: Additional Q&A / Networking \*\*\* **💡 Speaker:** Jun Rao, Co-founder, Confluent **Talk:** Queues for Kafka **Abstract:** Event streaming is great but sometimes it's easier to use a queue, especially when parallel consumption is more important than ordering. Wouldn't it be great if you had the option of consuming your data in Apache Kafka just like a message queue? For workloads where each message is an independent work item, you'd really like to be able to run as many consumers as you need, cooperating to handle the load, and to acknowledge messages one at a time as the work is completed. You might even want to be able to retry specific messages. This is much easier to achieve using a queue rather than a topic with a consumer group. KIP-932 brings queuing semantics to Apache Kafka. It introduces the concept of share groups. Share groups let your applications consume data off regular Kafka topics with per-message acknowledgement and without worrying about balancing the number of partitions and consumers. With this KIP, you can bring your queuing workloads to Apache Kafka. Come and hear about this innovative new feature being added to Apache Kafka 4.1. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](community@confluent.io)

**Thunder Pong 雷攻乒乓 Monday Table Tennis – Intermediate & Above** **(7:00 PM – 10:00 PM | 3 Hours)** Join us at **Thunder Pong** for a structured and competitive table tennis session catered for intermediate-level and above players. Suitable for players who enjoy competitive rallies, consistent match play, and pushing their game to the next level. **Skill Level** Open to intermediate-level and above players who can sustain good rallies and serve consistently. Participants should have a basic understanding of the game rules and maintain fair play and sportsmanship. **What to Bring** • Your own table tennis racket • Tables & balls provided (Nittaku / DFish / DHS 3⭐ 40+) **Venue** • High-grade 7mm ITTF-approved flooring • Fully air-conditioned **Important Rules** • ⏰ Session runs 7:00 PM – 10:00 PM • 👟 Indoor court shoes only 🚫 Running / track / outdoor shoes / slippers NOT allowed • 🍴 No eating in playing area • Play responsibly — any damage to venue/equipment is chargeable **RSVP & Payment** • $9 per session | PayNow only • Join waitlist to indicate interest • Once moved to RSVP (Going), payment must be made at least 48 hours before session • Unpaid slots may be released to the waitlist • Maximum 8 players per session If you have any questions, feel free to contact me directly. Let’s enjoy a competitive yet friendly TT session — sharpening skills, challenging ourselves, and making new friends 🏓 **Disclaimer** Participation is voluntary and at your own risk. Thunder Pong is not liable for injuries, damages, or losses. Players confirm they are medically fit, agree to sportsmanlike conduct, are responsible for personal belongings, and consent to photos/videos for promotional use.

Reconnect with your body, breath, and nature through a grounding Hatha Yoga practice set in the lush greenery of Singapore Botanic Gardens. This class is designed to energise the body, calm the mind, and leave you feeling refreshed and centred for the day ahead. **What to Expect** * **Kriya (breathing techniques)** to cleanse and detox the body * **Hatha Asanas** to stretch, strengthen, mobilise, and relax the body * **Pranayama & long mindful relaxation** to quieten the mind and reduce stress * Gentle guidance with **variations for every body**, including complete beginners No prior yoga experience needed. We have been practising there since 2018. If you’ve never done yoga before, you are most welcome 💙 **Class Schedule** **Friday** * 7:15am – 8:15am * 9:00am – 10:30am **Sunday** * 8:00am – 9:30am *Other weekday classes are also available and taught by other teachers:* * Monday: 8:30am – 9:30am * Wednesday: 7:00am - 8:00am **Fees** * **$40 per person (single drop-in)** * Class packages available on[ www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) **Meeting Point** * Meet **10 minutes before class** * **Botanic Gardens MRT, Exit A (Level 1)** **What to Bring** * Comfortable exercise clothing * Yoga mat * Towel & water bottle **How to Reserve Your Spot** Your spot is **only confirmed after WhatsApp confirmation from the host**. -> **WhatsApp Hwee:**[ +65 9646 9599 ](https://wa.me/6596469599) -> Or purchase a ticket via [www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) Follow on social media: Instagram & Facebook: **@NamasteWithHwee** **About the Instructor – Hwee Hwee** Hwee is a yoga instructor who hurt her wrist, dampening her asana practice and just could not recover it 100% with physiotherapy and Traditional Chinese Medicine. A calling drawn her to **Reiki healing** and her recovery progressed so much more! Hwee is an advanced Reiki Level 3 practitioner. With yoga, Hwee fell in love with the **low impact** workout (which was gentle for her teenage injured lower back). Wanting to know yoga beyond the physical aspects (asanas), she went to one of the oldest yoga school in world, G.S. College of Yoga and Cultural Synthesis, Kaivalydham in Lonavla, Pune, India in 2017 and attained her Hatha Yoga teaching certifications from both Kaivalydham and Quality Council of India (QCI) by Indian Yoga Association. Hwee is also into meditation since 2013 and with Hatha Yoga now, the practice between asana (physical exercise) and meditation has integrated into one. > *“We don’t do meditation — meditation happens to us.”* Join Hwee for a nourishing outdoor practice of yoga, pranayama, and gentle healing. Hwee also speaks **Chinese & Japanese.** Instagram & Facebook: **@NamasteWithHwee** [https://www.facebook.com/namastewithhwee/](https://www.facebook.com/namastewithhwee/) [https://www.instagram.com/namastewithhwee/](https://www.instagram.com/namastewithhwee/) [www.namastewithhwee.com](www.namastewithhwee.com)

You are warmly invited to an intimate dinner gathering created for **individuals who value meaningful connection, thoughtful conversation, and shared experiences.** This evening offers a relaxed yet refined space to meet new faces, exchange stories, and connect across different walks of life. Designed for those who enjoy good food, warm company, and purposeful conversations, this gathering is an opportunity to expand your social circle beyond work and everyday routines. Come together with like-minded people to reflect, connect, and build lasting friendships over a shared table. We look forward to welcoming you to **The Social Table**, where meaningful connections begin. **Location:** Lau Pa Sat - Food Folks (seatings will be in the air-conditioned area) **Attendance Policy** * Attendance is limited. If the event is full, please join the waitlist. * If you are on the waitlist, please wait for confirmation before showing up. * Walk-ins without confirmation may be turned away, even if there appears to be space. This helps us honor those who registered properly and maintain the quality of the experience. **Note:** **The Social Table is a curated community rooted in authenticity, respect, and genuine connection.** While you are welcome to exchange contacts, we encourage you to do so at your own comfort and discretion.

Join me on Tuesday mornings for a hatha yoga class at Botanic Gardens to unwind, stretch, & breathe in the fresh air. Small class size. Hi! I'm Karyn. I organise this small group Hatha Outdoor yoga class for beginners at Singapore Botanic Gardens. Find me at [Lalang Life](https://www.lalanglife.sg/?utm_source=meetup&utm_medium=listing&utm_campaign=meetupevent) IG [@lalanglifesg](https://www.instagram.com/lalanglifesg/) (a collective of yoga instructors for private yoga sessions at home/your preferred location). **Small Group Outdoor Hatha Yoga Class at Singapore Botanic Gardens** *Perfect for beginners who want to start their yoga journey in a* UNESCO World Heritage setting. **What You'll Experience:** This is an intimate outdoor hatha yoga class for *newcomers to yoga* and those seeking *a gentle introduction to mindful practice*. With class size **capped at just 4 participants**, you'll receive personalised attention while enjoying the tranquil environment of the Singapore Botanic Gardens. **Who This Class Is For:** * Complete beginners who have never tried yoga before * Busy professionals looking for stress relief in nature * Anyone intimidated by large studio classes who prefers small group settings * Nature lovers who want to combine outdoor time with wellness practice **What Each Session Includes:** * Breathing exercises to ground yourself, centre your mind and be ready for the practice * Gentle loosening and warm-up exercises that prepare your body safely for yoga poses (asanas) * Beginner-friendly yoga asanas (poses) taught with clear, step-by-step guidance * Relaxation and pranayama (breathing techniques) to end your practice **Why Choose Outdoor Yoga at Singapore Botanic Gardens** * Enhanced mental well-being: Studies show that being in green spaces reduces stress * Fresh air & sunshine benefits: Outdoor practice improves oxygen flow and energy levels * Small group: Maximum 4 participants ensures individual attention Meetup collects payment in USD. If you will like to pay in SGD, sign up on [Eventbrite](https://www.eventbrite.com/cc/outdoor-yoga-for-beginners-3548139?utm-campaign=social&utm-content=creatorshare&utm-medium=discovery&utm-term=odclsxcollection&utm-source=cp&aff=escb) (SGD20) or DM for paynow payment. Payment to me made by 5pm the day before. **Things to bring:** * ***Yoga mat*** * A small towel * Water * Optional ground sheet/picnic mat or large garbage bag. We may practise on the grass. If you might be uncomfortable laying your yoga mat over the grass (which tends to be damp), do bring something to place under your mat. * Insect repellent will be a good idea **Location** **Meeting point.** We'll meet at the open lawn where the **Bougainvilleas and Bamboo collection** is. Look out for my *yellow* bag. * If you are coming from the **Botanic Gardens MRT Exit A** (circle line), (1) enter the gate then walk through Trellis Garden. (2) Take the middle path. (3) Turn right once exiting Trellis Garden. (4) Look out for the bamboo trees. Then walk on the stone path. (5) You should see the open lawn with bougainvilleas. (6) Look out for my Yellow bag. * If driving, the nearest carpark is near Melati Gate. Google map: [https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6](https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6) **Note: In case of rain or otherwise, the session shall be cancelled and not proceed. I will try my best to inform you of such cancellation via your registered email at least 45 minutes before the session. I appreciate your understanding on this. Your fee will be refunded if the class is cancelled due to rain.** **Release and waiver of liability** By your getting a ticket to this event, you: \- consent to the voluntary participation in the yoga session conducted by the organiser; \- understand that you should consult a physician before participating in the yoga session;\- recognise that it is your responsibility to notify the organiser of any serious illness or injury before the yoga session; \- will not perform any postures to the extent of strain or pain; \- assume full responsibility for any risks\, injuries\, or damages\, known or unknown\, which I might incur because of the yoga session; \- knowingly\, voluntarily\, and expressly waive any claim you may have against the organiser\, for injury or damages that you may sustain because of participating in the yoga session\. **Photography/videography** Photos and/or videos may be taken during the class. The photos/videos may be put up in the public domain for publicity purposes. If you do not wish to have your photo/video used, please inform me during the class.

**GopherCon Singapore 2026** **ANNOUNCEMENT – Tickets via [website](https://2026.gophercon.sg/) only.** The international Go programming language conference for Singapore and Southeast Asia is back. GopherCon Singapore 2026 will be held on **20 to 22 May 2026**. We are very excited to once again meet like-minded Go developers from Singapore, other parts of South-East Asia, and the rest of the world. Keep a lookout on the website for our speakers and agenda update. You can still sign up for the conference or a conference + workshop. Sales are happening fast. *The end time at 10pm takes into account the After-party Event which will take place after the conference at a venue which will be made known soon. Attendees will need to show their conference passes for the After-Party event.* See you there! Cheers! GoSG for GopherConSG 2026

* Venue: 100 Guillemard Road. Singapore 399718. * 1 court 7 players max. * I will contact you via WhatsApp to confirm your RSVP * **\**IMPORTANT - Please note the skill level\**** * Doubles or mixed doubles game * RSL Supreme or equivalent shuttlecocks will be provided * Prepayment is required to secure the slot * Cancellation within 24 hrs before the event or no show is considered session attended. Unless a replacement of the same level is found. Hence, please withdraw promptly * Payment via Paynow or PayLah is preferred * For no show, you will be banned unless payment is made * Those who do not respond to message will be removed to release the slots for others

👋 Hello AWS User Group Community! Join us on Wednesday, 20th May 2026, for our May meetup at the AWS Singapore Office, IOI Central Boulevard! We’re bringing the community together again for an evening of sharing, learning, and connecting — stay tuned as we finalise the session lineup 👀 📅 Date: Wednesday, 20th May 2026 🕡 Time: 6:30 PM 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Lessons Learned Deploying an LLM-Powered Knowledge Assistant** 📌 Speaker: Hairizuan Noorazman, DevOps Engineer Engineering teams often lose time navigating fragmented Jira and Confluence documentation. To address this, an LLM-powered chatbot was built on AWS — using ECR, EKS, and Amazon Bedrock. The initial RAG approach quickly surfaced critical issues such as data leakage in vector stores, prompt injection, and broken access controls. This session breaks down these failure modes and explores a pivot to a Model Context Protocol (MCP) integration with Atlassian, allowing queries over live data instead of duplicating it. Attendees will gain practical insights into RAG vs MCP trade-offs and a reference AWS architecture for building safer LLM systems. ✅ **Kiro IDE Best Practices in SDLC and Scrum Sprint DevSecOps** 📌 Speaker: Tim Wu, Senior GTM Specialist SA AI/ML An AI-powered development environment that embeds enterprise standards directly into your workflow. See how Kiro transforms traditional SDLC approaches through its Five-Element Architecture, making compliance, security, and best practices automatic rather than afterthoughts. Kiro provides ready-to-use configurations that enforce guardrails while accelerating development. This session focuses on live demonstrations to show you exactly how steering files, hooks, skills, subagents, and MCP integrations work together in real enterprise scenarios. ✅ **Running AI agents that control computers: AWS architecture for sandboxed autonomous execution** 📌 Speaker: Sahil Sharma, Applied AI Enthusiast Agents that browse, click, and type need more than an API call- they need isolated sandboxes, warm container pools, and an architecture that scales. This deep dive covers how 14 AWS services come together to run autonomous computer-use agents safely and fast in production. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ ✅ Confirmed attendees will receive a confirmation email before the event titled *"**AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – May 2026**."* You must present this email at the Level 2 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

* Venue: 100 Guillemard Road. Singapore 399718. * 1 court 7 players max. * I will contact you via WhatsApp to confirm your RSVP * **\**IMPORTANT - Please note the skill level\**** * Doubles or mixed doubles game * RSL Supreme or equivalent shuttlecocks will be provided * Prepayment is required to secure the slot * Cancellation within 24 hrs before the event or no show is considered session attended. Unless a replacement of the same level is found. Hence, please withdraw promptly * Payment via Paynow or PayLah is preferred * For no show, you will be banned unless payment is made * Those who do not respond to message will be removed to release the slots for others

**For ages 13 and above.** Systema is a Russian Martial Art founded by the late Colonel Mikhail Ryabko and Vladimir Vasiliev. Systema was designed to develop individuals in a combative style which upholds the intrinsic value of all human life. This is why it is non-destructive – even of one’s enemies. Through the use of simple exercises, breathing techniques and massage work, Systema helps you to build a strong mind and body. Here is what you can expect: **Warm ups** Class begins with warming up each of the systems of the body – from the breathing, muscular and nervous system, each component needs to be properly engaged. **Thematic studies** Fetching from a huge pool of drills and sometimes even crafting specialized ones, our instructors format a logical progression of the concept being shared. Depending on the ability of the class, the drills are modified to be at the optimal level for learning, with suitable modifications given to students based on their individual performance. **Application of concepts** After the thematic studies, some time is given for the students to apply the training – the intensity is decided upon by the students under the supervision of the instructor. At times, the instructor will request for the students to push themselves, while at other times they are there to taper in the sparring to a productive level. **Cool downs** The cooldowns are usually done in a way both the help the class recover from the higher intensity application section as well as to revisit the concepts again in a calmer manner. This helps to ensure everyone is reminded of the key points. Sometimes we do a little massage. **Training circles** At the end of every training session, we circle up to share a few words about the training. This tradition was handed to us from our founders and is an integral part of our training. ### **Address** Lor 23 Geylang, #03-05 37, Singapore 388371 ### **Schedule** Saturdays 10AM - 12PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

$6 per pax payment for 2 hours. Preferably by Paynow to my number below or by cash when you attend the session. Priority given to regulars, intermediate level players and players who have their private message function switched on. If you dont have it switched on, I cannot ask for your availability and skill level etc 2 hrs..For Intermediate level and above.. Decided to organize TT for people living in Central/North side of the island. Things to take note • Pls message me at 96751920 or drop a private message here if you have any questions. • Do bring your own bat. Balls would be provided. • If for some reason you aren't able to make it on that day, please remove yourself from the RSVP list so as to not deprive those in the waiting list a chance to play. \*\*\*\*\*NOTE: FOR THOSE WHO HAD RSVP BUT 1. DID NOT TURNED UP ON THE DAY OR 2. DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR 3. DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE LIABLE TO PAY FOR THE SESSION YOU HAD MISSED PREVIOUSLY. 4. REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP. *** • Find us at 3 tables(VII Table Tennis) 1. VII Table Tennis --> Table 4,5,6 (Address: 35 Jalan Pemimpin #06-02 Singapore 577176 (Wedge Mount Industrial Building ) Any questions, please feel free to drop me a message. Cheers

Hello Gophers! Our **Ultimate Software Design and Engineering** workshop will be held on **20 May 2026**, before our GopherCon Singapore 2026 conference. Ardan Labs' popular Ultimate Software Design class is back for probably the final year! We've specially requested for William Kennedy to continue teaching this class, because we believe that strong fundamentals would be even more necessary than ever in the age of AI. You can buy tickets for the conference and this workshop at our [GopherCon Singapore 2026 website](https://2026.gophercon.sg/). Workshop description follows: This class teaches you how to engineer production-level software in Go leveraging the power of a domain-driven, data-oriented architecture that can run in Kubernetes. From the beginning, you will pair-program and read code with the instructor as he walks through the design philosophies and guidelines for engineering software in Go. With each new feature that is discussed, you will learn how to think about, read, maintain, manage, and debug code. The core of this class is to teach you how to handle and reduce the spread of complexity in the systems you are building. If one of your biggest challenges is maintaining consistent coding standards across your codebase, maybe because team members have different levels of Go experience and are coming from different programming backgrounds, this course is for you. You will learn a set of idiomatic coding standards that everyone can adopt and apply to your existing projects. #### What a student is expected to learn: ##### Deploy First Mentality: We begin to focus on service design with a focus on the ability to maintain, manage, and debug the service in Kubernetes. * Design Philosophy, Guidelines, What to Expect * Project Layers, Policies, and Guidelines * Prepare Project ##### Domain-Driven, Data-Oriented Architecture: We talk about the data-driven, data-oriented architecture. We discuss the design philosophy, guidelines, and semantics of how the three layers of App, Business, and Storage work together. * Architecture Review * Applying and Implementing Firewalls * Data Flow Trust vs Non-Trust * Data Shaping and Data Validation * Developer Isolation with Domains * Extending Functionality through Composition

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**🔥 Lincoln Street Salsa HAS MOVED TO EVERY FRIDAY, NO MORE SATURDAYS!** **🔥 Lincoln Street Salsa @ 1717 Brice Rd, Reynoldsburg 43068** **🔥 Salsa, Bachata, Merengue Dancing!** **🔥 NO PARTNER OR EXPERIENCE NEEDED!** **🔥 Every FRIDAY, 8 pm - 1 am** **🔥 8:00 pm - 8:30 pm = Registration** **🔥 8:30 pm - 9:30 pm = Beginner Dance Class** **🔥 9:30 pm - 1:00 am = Open Dance Party** **🔥 LincolnStreetSalsa.com** **🔥 Questions? Text Todd 614-774-8146**

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

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

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

MCKS PRANIC HEALING® Level I In PRANIC HEALING® Level 1, you learn the basics of working with your energy aura, including learning to "scan," or feel the energy, to "sweep," or clean away congested energy, and to "energize," or supplement areas in your aura that have a pranic deficiency. PRANIC HEALING® has been taught to doctors, nurses, massage therapists, acupuncturists, chiropractors, shiatsu practitioners, and many others in the healing field. It has allowed them to heal confidently and consistently in the shortest learning time possible. These professionals find PRANIC HEALING® very effective and easy to apply. Other topics covered in PRANIC HEALING® Level 1: Energetic anatomy: You will learn to work with the network of chakras, meridians and auras to accelerate the healing processes of your body. Preventive healing: You will learn to remove the negative energetic patterns of a disease to prevent it from fully manifesting as a physical ailment. Self-Pranic healing: You will learn to apply these healing techniques to accelerate your own healing. Step-by-step techniques for ailments related to your: respiratory system, e.g., asthma,; circulatory system, e.g., heart ailments; gastrointestinal system, e.g., irritable bowel syndrome; musculoskeletal system, e.g., arthritis and back pain; reproductive system, e.g., menstrual problems. You'll also learn how to address common problems as migraines and sinusitis. Additionally, you'll learn to apply distant healing to loved ones who are not present in the room with you. All PRANIC HEALING® courses are "experiential," which means that you learn by actually performing the techniques and exercises in class - on yourself and those around you. During class, all the principles will be explained thoroughly and you will practice the techniques exhaustively so you will be confident in your ability to produce positive results when you finish the course. This is Day 2 of 2 Attendance at day one is required to attend day 2. The Course text book is Choa Kok Sui, "Miracles through Pranic Healing" Please bring this with you to class. PRANIC HEALING® Level 1 is a prerequisite to all other GMCKS courses. For those interested to review the class...Review fee is only $75!! LOOK AT THIS!! Review for FREE when you bring a new student to class with you.