talk-data.com

“On Air at Microsoft Ignite” will deep dive into key announcements with expert interviews, demonstrations, and real-world applications for all the latest news. ​

Hour 3 will feature:​ AI, public sector and healthcare: Kees Hertogh​ NVIDIA: Ganesh Sivaraman & Donald Ferguson​ Citrix: Nancy Hart​ New agent experiences and management controls: Jeremy Chapman & Caroline Stanford Insight: Parker Johnston​ AMD: Andrew Ruffin​ Copilot in the Flow of Office: Ryan Roslansky

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Learn how modern DataOps is enabling advanced use cases beyond analytics in a half-day of virtual sessions where data leaders share how they leverage orchestration to power AI, ML, and production-grade data products.

• 🔥Perks: Attendees will receive a free Airflow 3 DAG Authoring Certification ($150 value)!
• ❗Please Note: you must register on the event page here to save your spot.

WHAT TO EXPECT AT BEYOND ANALYTICS

• Learn from Data Leaders: Data innovators share how they push the limits of what’s possible with data orchestration.
• Explore What’s New: Discover the latest Airflow and Astro features built to support modern analytics, AI, and ML at scale.
• Get Your Data AI Ready: Get practical guidance to help you implement and scale AI initiatives in production.

BECOME A CERTIFIED AIRFLOW 3 EXPERT Join Airflow expert Marc Lamberti, creator of Data with Marc, for a fast-track, expert-led introduction to Apache Airflow 3 fundamentals — designed to help you confidently prepare for the official Airflow 3 certification exam. Get your questions answered live, plus you’ll get a discount code for a free certification ($150 value).

FEATURED SPEAKERS

• Ryan Delgado: Director of Engineering at Ramp
• Julian LaNeve: CTO at Astronomer
• Jacob Dodd: Senior Machine Learning Engineer at Laurel
• Pete DeJoy: Co-Founder & CPO at Astronomer

BRINGING TOGETHER THE DATA ECOSYSTEM Beyond Analytics is presented by Astronomer and supported by the following partners.

• Airbyte
• dbt Labs

❗Please Note: you must register on the event page here to save your spot.

Before you start cramming tools to land a data job, ask yourself this: What tools are data analysts actually using every day? In this episode, I went straight to the pros—analysts at Google, Amazon, Apple, Tesla, Humana, Veterans United, 7-Eleven, and more—to hear which tools truly power their work. ✨ Try Julius today at https://landadatajob.com/Julius-YT 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 00:22 - Sundas Khalid (Google and Amazon) 03:10 - Jen Hawkins (Apple) 06:17 - Ryan Ponder (Veterans United) 07:32 - Alex Sanchez (7-Eleven) 09:37 - Jason Bryll (Healthcare Analytics Expert) 12:47 - Erin Shina (Humana) 14:54 - Lily BL (Tesla) 🔗 Watch my interviews and connect with our data experts! Sundas 🤝 LinkedIn: https://www.linkedin.com/in/sundaskhalid/ 🎥 YouTube: https://youtu.be/e53U55HbBog?si=_hQkB2EuuD1pFsg7 Jen 🤝 LinkedIn: https://www.linkedin.com/in/jeandriska/ 🎥 YouTube: https://youtu.be/f-BWp_IJZ-I?si=llWBc5hIW80SmeEd

Ryan 🤝 LinkedIn: https://www.linkedin.com/in/rtponder/ 🎥 YouTube: https://youtu.be/bH0wfE342R0?si=iN1ftUN31LbstdRw

Alex 🤝 LinkedIn: https://www.linkedin.com/in/ale-san/ 🎥 YouTube: https://youtu.be/VfrTaw27rDc?si=IlwL7FJLdUvlbbms

Jason 🤝 LinkedIn: https://www.linkedin.com/in/jason-bryll/ 🎥 YouTube: https://youtu.be/Qh4RBY5GwUY?si=HCvF80qw7gVbL0dc

Erin 🤝 LinkedIn: https://www.linkedin.com/in/erinshina/ 🎥 YouTube: https://youtu.be/5gSUqk1AiWM?si=MPF3oRY45B2DTQ2P

Lily 🤝 LinkedIn: https://www.linkedin.com/in/lilybl/ 🎥 YouTube: https://youtu.be/AB2McisjPTM?si=yw_2gCWtBcQDFGWf

🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

LLMs are magical—until they aren’t. Extracting adverse media entities might sound straightforward, but throw in hallucinations, inconsistent outputs, and skyrocketing API costs, and suddenly, that sleek prototype turns into a production nightmare.

Our adverse media pipeline monitors over 1 million articles a day, sifting through vast amounts of news to identify reports of crimes linked to financial bad actors, money laundering, and other risks. Thanks to GenAI and LLMs, we can tackle this problem in new ways—but deploying these models at scale comes with its own set of challenges: ensuring accuracy, controlling costs, and staying compliant in highly regulated industries.

In this talk, we’ll take you inside our journey to production, exploring the real-world challenges we faced through the lens of key personas: Cautious Claire, the compliance officer who doesn’t trust black-box AI; Magic Mike, the sales lead who thinks LLMs can do anything; Just-Fine-Tune Jenny, the PM convinced fine-tuning will solve everything; Reinventing Ryan, the engineer reinventing the wheel; and Paranoid Pete, the security lead fearing data leaks.

Expect practical insights, cautionary tales, and real-world lessons on making LLMs reliable, scalable, and production-ready. If you've ever wondered why your pipeline works perfectly in a Jupyter notebook but falls apart in production, this talk is for you.

Platform engineering teams are at the forefront of driving modern, scalable infrastructure, where observability plays a crucial role. As systems grow increasingly complex, ensuring their health and performance can be challenging, but it doesn’t have to be!

With Chronosphere and Pulumi, teams can define observability as code, staying ahead of issues, reducing resource sprawl, and delivering reliable systems at scale.

Speakers:

• Josh Kodroff, Principal Solutions Architect, Pulumi
• Ryan Peirce, Channel & Alliances Senior Sales Engineer, Chronosphere

Join us to learn:

• Code-Driven Observability: Create metrics, alerts, and dashboards as code to automate your observability solution, making it efficient and repeatable.
• Scaling Your Observability Resources: Deploy and manage cloud-native applications with Pulumi, incorporating observability from Day 1 to achieve operational excellence.
• Optimizing Telemetry for Cloud-Native Systems: Leverage Chronosphere’s advanced capabilities to reduce noise, prioritize critical signals, and enhance system visibility.

Where: BigMarker at https://pulumip.us/Harnessing-Observability Please register using the link above to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Platform engineering teams are at the forefront of driving modern, scalable infrastructure, where observability plays a crucial role. As systems grow increasingly complex, ensuring their health and performance can be challenging, but it doesn’t have to be!

With Chronosphere and Pulumi, teams can define observability as code, staying ahead of issues, reducing resource sprawl, and delivering reliable systems at scale.

Speakers:

• Josh Kodroff, Principal Solutions Architect, Pulumi
• Ryan Peirce, Channel & Alliances Senior Sales Engineer, Chronosphere

Join us to learn:

• Code-Driven Observability: Create metrics, alerts, and dashboards as code to automate your observability solution, making it efficient and repeatable.
• Scaling Your Observability Resources: Deploy and manage cloud-native applications with Pulumi, incorporating observability from Day 1 to achieve operational excellence.
• Optimizing Telemetry for Cloud-Native Systems: Leverage Chronosphere’s advanced capabilities to reduce noise, prioritize critical signals, and enhance system visibility.

Where: BigMarker at https://pulumip.us/Harnessing-Observability Please register using the link above to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops