talk-data.com

Advances in large language models (LLMs) have propelled a recent flurry of AI tools for data management and operations. For example, AI-powered code assistants leverage LLMs to generate code for dataflow pipelines. RAG pipelines enable LLMs to ground responses with relevant information from external data sources. Data agents leverage LLMs to turn natural language questions into data-driven answers and actions. While challenges remain, these advances are opening exciting new opportunities for data scientists and engineers. In this talk, we will examine recent advances, along with some still incubating in research labs, with the goal of understanding where this is all heading, and present our perspective on what’s next for AI in data management and data operations.

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets