Spain

**TAMI Voice (maintenance hour)** Good time to come and help with cleaning and sorting TAMI stuff for an hour as well as share your thoughts and ideas how to make TAMI a better place! Right after, we have HackaTAMI evening (from 20:00). ========== TAMI wiki: [https://telavivmakers.org](https://telavivmakers.org) TAMI main Telegram channel: [https://t.me/+0t5M0-jK9iIwZmM8](https://t.me/+0t5M0-jK9iIwZmM8)

**TAMI Hacking Nights** \- join TAMI CTF team and practice challenges and CTFs with us \- share your knowledge about ethical hacking techniques and tools \- bring some device to reverse engineer it and explore how it works \- propose a bug bounty program to work on together \- just watch and learn from others The meetings are informal and open to all levels - from total beginners to hardcore CTF veterans. Join our HackaTAMI Telegram channel ([https://t.me/+KAXY_iPcPlpmZTRk](https://t.me/+KAXY_iPcPlpmZTRk)) to discuss what we will do this Tuesday and come to TAMI. ========== TAMI wiki: [https://telavivmakers.org](https://telavivmakers.org) TAMI main Telegram channel: [https://t.me/+0t5M0-jK9iIwZmM8](https://t.me/+0t5M0-jK9iIwZmM8)

## Details Hi everyone, ⚠️ You need to join the Whatssapp community and get a confirmation on WhatssApp that there are still spots available in order to be able to attend. You can join the chess community here by filling the form: https://chessbarisrael.com/#join-us The next edition tournament will take place on **Tuesday.** 📍 **Where:** Masaryk Wine & Flowers, **80 King George St, Tel Aviv** 📅 **When:** 6:15 PM - 8:30 PM ♟️ **Format:** 5 rounds of 8+2 (Rapid) OR Meet & Play (depends on which Tuesday) 🥇 **Prizes:** * **Top Winners:** bottles of wine * **Best Under 1500/800:** 1 hour of private chess lesson * **Sandwich for a randomly picked player** ✨ **How does it work?** This is a friendly, unofficial event (not reported to FIDE) and part of a **bi-weekly series of tournaments** held in bars around Tel Aviv. ⚠️ There is an entrance fee for the event including the first free drink and prizes! **Spots are limited!** ⚠️ You need to join the Whatssapp community and get a confirmation on WhatssApp that there are still spots available in order to be able to attend. Olivier 🎉

As real-time systems become the backbone of modern products, the way we design and operate data infrastructure is evolving fast. In this meetup, we’re bringing together experts from Riskified, Confluent, and Wix to show how Apache Flink and Apache Kafka power the next generation of streaming architectures—from resilient, fault-tolerant pipelines and reusable data products to AI-driven decisioning at massive scale. Whether you’re a data engineer, platform builder, or AI-curious developer, this evening will give you practical patterns and fresh ways to think about real-time systems. **Agenda:** 18:00 - 18:30 - Mingling, drinks, and snacks 18:30 - 19:00 - Supercharge Your FlinkSQL Job: Use a Hybrid API Approach to Achieve Perfection - Gal Krispel, Senior Data Platform Engineer at Riskified 19:00 - 19:30 - From Data Mess to Data Products: Unlocking Real‑Time Value with Data Streaming - Ohad Israeli, Senior Solutions Engineer Team Leader at Confluent 19:30 - 20:15 - AI vs. Karen: Building Real-Time Sentiment Analysis Pipelines at Scale - Josef Goldstein, Head of R&D, Big Data Platform at Wix.com 20:15 - More drinks and mingling The talks will be delivered in Hebrew. \-\-\-\-\-\-\-\-\-\-\-\- **// Supercharge Your FlinkSQL Job: Use a Hybrid API Approach to Achieve Perfection - Gal Krispel, Senior Data Platform Engineer at Riskified** Apache Flink’s SQL interface almost sounds like a dream: write standard SQL - get a full-blown streaming app. However, dreams and reality rarely align, and FlinkSQL achieved a questionable level of production readiness. In this session, we’ll explore the known upsides and downsides of FlinkSQL. From the enormous velocity and traction FlinkSQL can create in your organization, to sleepless nights of manual state interventions and unexpected data type inference. The good news is, there are ways to bypass obstacles and tap the most out of FlinkSQL’s benefits by using a Hybrid Flink API approach. We’ll examine the architecture of a fault-tolerant FlinkSQL job (using DLQ), bypass inherent FlinkSQL’s data-type limitations, and finally, show how we can set up our job to handle a massive load. Finally, we’ll also share step-by-step code examples of how to achieve it. ***About the speaker:*** Gal Krispel is a Data Platform Engineer at Riskified, specializing in streaming technologies such as Apache Kafka and Apache Flink. He focuses on building scalable, real-time data pipelines that power Riskified’s core products. Gal is particularly interested in making complex data architectures accessible and efficient across the organization. His work spans real-time analytics, event-driven design, and the seamless integration of stream processing into large-scale production systems. [LinkedIn](https://www.linkedin.com/in/gal-krispel/) **// From Data Mess to Data Products: Unlocking Real‑Time Value with Data Streaming - Ohad Israeli, Senior Solutions Engineer Team Leader at Confluent** This talk shows how organizations can move from brittle, point‑to‑point integrations to a data streaming “central nervous system” that powers reusable, trustworthy data products across both operational and analytical estates. We’ll cover the Stream–Connect–Govern–Process blueprint, pragmatic pipeline patterns into warehouses like Snowflake, and real‑world use cases from fraud detection to personalization—highlighting how reusable data products slash time‑to‑value and operating cost while improving data quality and freshness. Attendees will leave with a practical framework to standardize schemas, materialize real‑time pipelines, and reuse domain data products to accelerate AI/ML and analytics initiatives. ***About the speaker:*** Ohad Israeli is a Senior Solutions Engineer Team Leader at Confluent with 20+ years of experience in data architectures. He helps high‑growth tech teams turn streaming data into measurable outcomes using Confluent. His focus is real‑time, event‑driven architectures, faster paths to production, and reliability at scale. [LinkedIn](https://www.linkedin.com/in/israeliohad/) **// AI vs. Karen: Building Real-Time Sentiment Analysis Pipelines at Scale - Josef Goldstein, Head of R&D, Big Data Platform at Wix** We’ve all heard that “the customer is always right". But let’s be honest, some customers are just impossible to please. What if we could detect them before they turn into ALL-CAPS review bombers, in real-time? In this talk, we’ll walk through how to build AI-powered streaming pipelines using Apache Kafka and Apache Flink that can detect frustrated users and respond in real time at massive scale. We’ll explore how to embed AI models directly into data streams for live inference, discuss the trade-offs between using Large Language Models (LLMs) and Small Language Models (SLMs), and tackle the real-world challenges of latency, scale, and cost optimization in streaming AI architectures. Finally, we’ll demo a live end-to-end example, from data ingestion to AI scoring and visualization, that you can later run on your own setup. ***About the speaker:*** The data and culture guy. Currently leading the Big Data Platform R&D at Wix. Yossi has over 15 years of experience building data intensive SaaS applications and growing the awesome teams that make them. He believes that the secret sauce for creating sustainable complex systems is good design practices, effective communication between people, and automating everything. In his day to day he works tirelessly on building the culture necessary to support these values and propagate them to others, one pep-talk at a time. [LinkedIn](https://www.linkedin.com/in/josefgoldstein/)

מוזמנים/ות לסדנת נגרות - אדנית חלון עם חריטת לייזר. במהלך הסדנה נתנסה במיומנויות נגרות בסיסיות: ניסור, שיוף, קדיחה והברגה ונתנסה בעבודה עם עץ, כל הדרך מחומר הגלם ועד אדנית יפייפיה מעשה ידינו, אותה תוכלו לעטר בחריטת לייזר. למבוגרים/ות (16+). מחיר: ₪200 מחיר לתושבי יהוד: ₪150 שימו לב: לא מספיק להרשם במיטאפ יש להרשם גם בקישור הבא , שם תמצאו גם פרטים נוספים https://link.makelab.org.il/Carpentry-window-planter

We’re excited about the upcoming meetup at Taboola's office! ### Schedule **17:30 - 18:00** – Mingling time! **18:15** – Spark Acceleration: To Spark and Beyond by Michael Taranov (Software Engineer @ Taboola) **18:45** – Distributed computing unpacked: by Meni Shmuali (Co-founder and CEO @ DataFlint) ### ⚠️ Important Taboola requires your **full name** for office entry. Please provide your LinkedIn profile when RSVP'ing for security reasons. Looking forward to seeing you there!

**IT’S FLUENT’S 9th BIRTHDAYYYYY!** **When?** Saturday December 27th \| 20:30\-23:00 **Where?** Abraham Hostel Tel-Aviv **What to expect ?** *20:30-22:30:* Our traditional Language Exchange Event combined with fun games, festivities, and celebrations ! *22:30-23:00:* An exciting Language Trivia competition with the entire community (get the chance to win free entrances to our events!) + Yearly prizes and awards 🎁 Sign up here: [https://www.fluent.community/events/language-exchange-fluent-9th-birthday/](https://www.fluent.community/events/language-exchange-fluent-9th-birthday/) 🔹🔹🔹🔹🔹🔹🔹🔹🔹🔹 Discounted Prices (Available until 3pm on the day of the event!)🎟️ Ticket + soft drink = 60 NIS Ticket + beer/glass of wine = 70 NIS Prices for Walk-ins on the day of the Event 🎟️ Ticket + soft drink = 65 NIS Ticket + beer/glass of wine = 75 NIS 🔹🔹🔹🔹🔹🔹🔹🔹🔹🔹 Did you know that you can also enter the event **for free** and be an Ambassador? 😃 Ambassadors help others practice their native language for half of the evening, and get to practice other languages during the second half of the evening. See you there!!

## Details 18:00 - Mingling 🎉, SWAG 🎁, pizza 🍕, and beers 🍻 18:30 - 19:45 Lecturers 19:45 - IntelliJ Licenses + Node.TLV 20025 ticket 🎉 (more details in [https://www.nodetlv.com/)](https://www.nodetlv.com/)) ## Full Agenda From: Tal Doron : [Hebrew] **Querying for Evil: Using BigQuery to Find Threats in the SMB realm** This session dives into our practical approach for transforming massive volumes of cloud productivity logs into actionable security intelligence. We'll demonstrate how we leverage Google BigQuery as a highly-scalable data warehouse to store, process, and analyze this data at speed. You'll see how we execute complex, high-performance queries that uncover subtle anomalies, hunt for advanced threats, and provide critical detections to secure our customers. From [Anatol Zakrividoroga](https://www.linkedin.com/in/anatol-zak/overlay/about-this-profile/): [English] **Full-Stack Type Safety Without the Boilerplate: Meet tRPC** Keeping your frontend and backend in sync is hard — especially when API contracts drift, types get out of date, and your IDE stops being helpful. tRPC solves that by letting your backend define procedures that your frontend can call directly, with full TypeScript inference from end to end. In this talk, we’ll explore how tRPC eliminates unnecessary schemas and code generation while still delivering robust, type-safe communication between client and server. You’ll see how to set up a fully type-safe full-stack workflow, catch breaking changes before they hit production, and dramatically reduce the overhead of maintaining APIs. From: [‫Sagi Carmel](https://www.linkedin.com/in/sagicarmel/overlay/about-this-profile/): [Hebrew] **Promise you will learn something new about promises** Most of the time we are using Promises without reeeally understanding it's practical use v.s. what it was before. We will learn in a very interactive lesson the pure basic. Register via Luma -> [https://luma.com/b5bga495](https://luma.com/b5bga495) Kindly be informed that attendance at the meetup is on a first-come, first-served basis until capacity is reached. Although a place has been reserved for you (after click on attend button), please note that it **does not guarantee your spot.**

**Web3 Devs Underground - December Meetup** **About the event:** **🎙 Brought to you by [Israel Web3 Developers Underground](http://web3devs.org/) × [Arbitrum](https://arbitrum.io/) x [Rapyd](https://www.rapyd.net/company/about-rapyd/) x [Ethereum Foundation](https://ethereum.foundation/) x [Backed.Fi](https://Backed.Fi)** Powered by [Masterkey VC](http://masterkey.vc/) **Date & Time** 📅 **Wednesday, Dec 24, 2026** **Time:** 17:00 - 20:00 **Location:** Location: Gornitzky GNY Law Firm, HaHarash St 20, Floor 26, Tel Aviv-Yafo, 6761310 [https://maps.app.goo.gl/pCqtSRPjyYCNcoGk9](https://maps.app.goo.gl/pCqtSRPjyYCNcoGk9) ## Speakers: * **[Steven Goldfelder](https://www.linkedin.com/in/sgoldfed/), Co-Founder & CEO of [Offchain Labs](https://www.offchainlabs.com/), the team behind [Arbitrum](https://arbitrum.io/)** * **[Arkady Karpman](https://www.linkedin.com/in/arkady-karpman-4904406/), CTO of [Rapyd](https://www.rapyd.net/company/about-rapyd/)** * [Adam Levi](https://www.linkedin.com/in/leviadam/) \- Co\-Founder @ [Backed.Fi](https://Backed.Fi) (Acquired by Kraken) * [Tom Teman](https://www.linkedin.com/in/tom-teman-83a49b8/) \- PM @ [Ethereum Foundation](https://ethereum.foundation/) * **Moderated by [Shauli Rejwan](https://www.linkedin.com/in/saul-shauli-rejwan/), Managing Partner @ [Masterkey VC](http://masterkey.vc)** ## Agenda: * **17:00-17:30** Gathering and Mingling * **17:30-17:40** Opening Remarks * **17:40-18:00** **1:1 Best Practices For The Technical Founder** By **[Arkady Karpman](https://www.linkedin.com/in/arkady-karpman-4904406/),** CTO @ **[Rapyd](https://www.rapyd.net/company/about-rapyd/).** * 18:00-18:15 Q&A with **[Arkady](https://www.linkedin.com/in/arkady-karpman-4904406/)** * 18:15-18:30 Break * 18:30-19:15 **Panel: The Future of DeFi RWA and Entrepreneurship** * [Stephen Goldfelder](https://www.linkedin.com/in/sgoldfed/), Co-Founder & CEO of [Offchain Labs](https://www.offchainlabs.com/) * [Adam Levi](https://www.linkedin.com/in/leviadam/) \- Co\-Founder @ [Backed.Fi](https://Backed.Fi) * [Tom Teman](https://www.linkedin.com/in/tom-teman-83a49b8/) \- PM @ Ethereum Foundation * Moderated by [Shauli Rejwan](https://www.linkedin.com/in/saul-shauli-rejwan/), Managing Partner @ [Masterkey VC](http://masterkey.vc) * 19:15-19:45 Q&A and open discussion **[Masterkey Venture Capital](http://masterkey.vc/)** is a global early-stage fund investing in top-tier innovative deep tech and Web3 infrastructure projects. With a strategic presence in key crypto hubs worldwide, we are uniquely positioned to drive technological advancements within global ecosystems. Backed by nearly 50 years of combined expertise in advanced infrastructure, novel cryptography, cybersecurity, and energy solutions, our team is dedicated to empowering the entrepreneurs shaping the future of blockchain technology. **About Our Host:** [GNY (Gornitzky)](https://www.gornitzky.com/) has pioneered quality legal services since before there was a State of Israel. Taking the lead in some of the most complex transactions and cases in the country, we have excelled at thought-leadership and originality, motivating a wide range of legal precedents that have changed the face of law and the economy in Israel. **Get Involved** **Interested in speaking, sponsoring, or taking an active part in the community?** We welcome passionate individuals and organizations to contribute to our community. If you're interested in speaking at future events, sponsoring our meetups, or becoming a part of our volunteers, don't hesitate to get in touch with Amit Shilo at @Amit_Shilo (Telegram) * Community Managers: Amit Shilo, Eden Luttenberg, Alon Kivity, and Alon Ben Lavy. * Founded by Shauli Rejwan and Roy Osherove. **RSVP Now!** Secure your spot for an evening of knowledge-sharing and networking. *Limited seats are available. Register early to ensure your participation!* **Stay Connected** Follow us on social media and join our community to stay updated on upcoming events and news: * **[Website](http://web3devs.org/)** * **[Linktree](https://linktr.ee/web3devsunderground)** * **[Telegram](https://t.me/+-sEflgfrqDoyYWVk)** Stay in the loop (socials): Twitter (X) – [https://x.com/Web3_Devs](https://x.com/Web3_Devs) YouTube – [https://www.youtube.com/@israelweb3devunderground](https://www.youtube.com/@israelweb3devunderground) (Watch our content) Calendar – [https://luma.com/web3devs_underground](https://luma.com/web3devs_underground) **See You There! (Also Online)**

# ✮JIMMY WHO-FRIDAY-MAINSTREAM✮ הרשמה חינם וכרטיסים: https://go-out.co/event/1765929604307?ref=a3fi92ff02 🎧מיינסטרים בשדרה🎧 🎄Christmas Edition🎄 ג׳ימי שלנו לובש חג ומרים לנו כריסטמס של השמחות ברוֹטְשִׁיְלד עשרים וארבע 🏢 יוצאים לדרך כבר ב22:30 עם מיינסטרים מדוקדק, שלל של מתנות ומלאי של אהבה אל תוך הלילה בקלאב 🪩 על המחטים החל מ 22:30 🕥 BARAK YAEL AVSHATS 📀 \~\~\~ מספר המקומות מוגבל הזמנת שולחנות החל מהשעה 22:30 אנחנו ממליצים בחום להגיע עד השעה 23:00 על מנת להימנע מהמתנה בכניסה יש לצרף קישור לחשבון אינסטגרם/פייסבוק זמין - ומספר טלפון לאדם. מזמין אשר יזין את .אותם פרטים יותר מפעם אחת אוטומטית לא יאושר בג'ימי הו יש אפס סבלנות להטרדות מינית, המרחב בטוח וחשוב לשמור על כך \~\~\~ סילבסטר שלנו — מכירה נפתחה 💋 https://www.go-out.co/event/cappellanewyearseve?ref=a3fi92ff02 \~\~\~ לערוץ השקט שלנו 👯‍♂️ https://shorturl.at/5yQtq \~\~\~ להזמנת שולחנות / בר 🍸 https://tinyurl.com/krpwx45f \~\~\~ נתראה בשדרה 🛹

### ✮ CAPPELLA THURSDAY MAINSTREAM ✮ הרשמה חינם וכרטיסים: https://go-out.co/event/1765921590853?ref=a3fi92ff02 חמישי קפלה 🌃 לילה של מתנות במגדל 🎁 מיינסטרים ברחבה המרכזית & היפ הופ בחדר הסודי 🎅🏻 סילבסטר — מכירה נפתחה 💋 https://www.go-out.co/event/cappellanewyearseve?ref=a3fi92ff02 לערוץ השקט שלנו 👯‍♂️ https://shorturl.at/5yQtq להזמנת שולחנות / בר 🍸 https://tinyurl.com/krpwx45f 🎧Your playlist 🎧 **MAIN STAGE** DOR GAL BEN AZULAY (Mainstream) **Secret Room** DJ WIN SHABI (Hip Hop) \~\~\~\~\~\~\~\~\~ Cappella Haarbaa 28, Tel Aviv \~\~\~\~\~\~\~\~\~ דגשים חשובים מספר המקומות מוגבל הזמנת שולחנות החל מהשעה 20:30 אנחנו ממליצים בחום להגיע עד השעה 21:15 על מנת להימנע מהמתנה בכניסה יש לצרף קישור לחשבון אינסטגרם/פייסבוק זמין - ומספר טלפון לאדם. מזמין אשר יזין את .אותם פרטים יותר מפעם אחת אוטומטית לא יאושר בקאפלה יש אפס סבלנות להטרדות מינית, המרחב בטוח וחשוב לשמור על כך

Join us in the search for the true, the good and the beautiful. We will be reading and discussing a fascinating philosophical text in English. Welcome anyone interested in understanding life more deeply, regardless of age or prior knowledge. The love of wisdom is enough. Please join our WhatsApp group: https://chat.whatsapp.com/CDjIJ8i1LZsJ2a7WJXFxhG?mode=wwt Sapere Aude! (Kant's Motto: Dare to Think!)

While some are still meeting online, this is an in person event. Please note that we have attendees of all levels of speaking, including some native speakers. All are welcome! Also, as we meet at the same time and place each week, many don’t RSVP on the app, so we will likely have more attendees than noted here. Note: if you are asked to pay and upgrade the Meetup app, this is not necessary. You can ignore this and still attend our meetings.

While some are still meeting online, this is an in person event. Please note that we have attendees of all levels of speaking, including some native speakers. All are welcome! Also, as we meet at the same time and place each week, many don’t RSVP on the app, so we will likely have more attendees than noted here. Note: if you are asked to pay and upgrade the Meetup app, this is not necessary. You can ignore this and still attend our meetings.

You must check into with the host and say you are with Suzie or Columbus Meetup To get the drink specials you must check in before 8:30 pm These are the drinks specials: $3 Domestic Draft- Miller Lite & Coors Light $3 Well Liquor Cocktails (no doubles/no redbull/no shots) $4 Vizzy Seltzers $5 Select Call Liquor-Titos, Bacardi, Bombay, Cazadores Reposado, & Jack Daniels (no doubles/no redbull/no shots) $5 Select Shots- White Tea Shots & Fireball

Join us for pizza, drinks and conversation! Gatto’s Pizza began in a small shop on North High Street in the neighborhood of Clintonville, Columbus, Ohio. It was 1952 and the brothers, Joe and Jimmy Gatto, opened the pizzeria to serve their community, using family recipes to make fresh dough, sauces, meatballs, and Italian sausage.

The January Ohio North Database Training user group meeting will be held on **January 6th, 2025 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Jason Romans**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_N2Q3ODVjM2YtNDQ1NS00MDBjLWI5MzYtNDQ3YmFlZjkzMjAx%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract **Data on Fire: A Hands-On Intro to Spark in Fabric** Curious about Apache Spark but not sure where to start? This hands-on session introduces you to Spark in Microsoft Fabric Notebooks—a powerful and accessible way to process and analyze big data using familiar tools in the Microsoft ecosystem. We’ll break down key Spark concepts like distributed computing, DataFrames, and lazy evaluation, then show how they come to life inside Fabric’s notebook experience. You’ll see practical demos that cover loading, transforming, and analyzing large datasets—while leveraging Fabric’s modern data stack, including OneLake, Dataflows, and Pipelines. You’ll also learn how to choose between Spark and pure Python notebooks in Fabric, based on execution needs, data integration, and use case fit. Whether you're a SQL pro, BI developer, or data engineer, this session will give you the tools and confidence to start using Spark in your own projects—no cluster management required. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Join us as we celebrate **National Spaghetti Day** with this hearty dish! Though the origins of spaghetti are disputed—whether it was Marco Polo bringing back culinary invention from the East or a home-grown Sicilian treat dating back to the 12th Century—we can all agree that a cold day with a big bowl of noodle-y, saucy goodness is balm for the soul. # Carfagnas Spaghetti and Sauce *Everybody's favorite!* Our handmade egg spaghetti topped with our homemade marinara and served with two of our famous meatballs. There are other classic spaghetti dishes on the menu, too. **Where:** We'll have tables in their beautiful upscale bar at Carfagna's Ristorante; and you need to check out everything Italian this place has to offer under one roof!! (shopping, pastry) ***Reservation for 12 under Michele Z starts at 2pm***. *Members Only. Space is limited so no guests, please.* I hope you'll join me at Carfagna's AMAZING complex on Gemini/Polaris. -Michele