It’s that point of 12 months once more — AWS re:Invent is right here! At re:Invent, daring concepts come to life. Get a front-row seat to listen to inspiring tales from AWS consultants, prospects, and leaders as they discover at present’s most impactful subjects, from knowledge analytics to AI.
For all of the knowledge fans and professionals, we’ve curated a complete information to each analytics session that can assist you plan your excellent agenda. Ensure that to safe your seat early for must-attend classes through the attendee portal.
Professional tip: Even when a session exhibits as totally reserved, we encourage you to affix the walk-up line on the session location. Based mostly on earlier years’ experiences, further seats typically turn into obtainable because of no-shows or last-minute schedule adjustments. The walk-up line operates on a first-come, first-served foundation, and lots of attendees have efficiently accessed their desired classes this fashion. Simply make sure you arrive not less than quarter-hour earlier than the session begins for the most effective probability of getting a seat.
Can’t make it in individual? No drawback — seize a free digital move to stream reside classes from anyplace.
And don’t overlook to cease by the AWS Kiosk within the AWS Village Expo for AWS Analytics, Amazon SageMaker, Amazon OpenSearch Service and AWS Messaging and Streaming companies! See reside demos of analytics companies, meet AWS consultants, get your hardest knowledge questions answered, discover the newest launches, be a part of our knowledge trivia, and even win unique AWS-authored books and lots of extra swags.
Information Innovation Speak
INV201 | Harnessing analytics for people and AI
Rising tendencies, starting from Open Desk Codecs (OTF) to agentic infrastructure, are quickly altering how people and purposes work together with analytics to drive mission-critical enterprise selections. Be a part of Mai-Lan Tomsen Bukovec, VP of AWS Know-how, to discover rising tendencies, the evolution of analytics engines and purposes, and future-proof your knowledge basis for the quickly altering panorama of analytics at scale. Learn the way AWS is remodeling knowledge and analytics companies to guide in optimized knowledge storage, querying, streaming, processing, and governance – for each human customers and agentic infrastructure.
Breakouts
Dive into cutting-edge subjects with re:Invent breakout classes. These immersive, hour-long lectures are led by AWS consultants, prospects, providing you unparalleled insights and information in a concise format. Whether or not you’re exploring the newest in cloud know-how, AWS Analytics developments, or industry-specific options, these classes are designed to develop your horizon and encourage your subsequent huge thought.
| Monday, Dec 1 | Tuesday, Dec 2 | Wednesday, Dec 3 | Thursday, Dec 4 |
|---|---|---|---|
| 8:30 AM – 9:30 AM PST | Venetian | Stage 3 | Lido 3106 ANT203 | Enabling AI innovation with Amazon SageMaker Unified Studio | 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Turquoise Theater BIZ207 | Democratize entry to insights with Amazon Fast Suite | 8:30 AM – 9:30 AM PST | MGM | Stage 1 | Grand 123 ANT204 | Architecting the long run: Amazon SageMaker as an information and AI platform | 11:00 AM – 12:00 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Pink Theater ANT317 | Modernize your knowledge warehouse by transferring to Amazon Redshift |
| 8:30 AM – 9:30 AM PST | MGM | Stage 3 | Chairman’s 366 ANT318 | Scaling Amazon Redshift with a multi-warehouse structure | 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Pink Theater ANT216 | What’s new with Amazon SageMaker within the period of unified knowledge and AI | 10:00 AM – 11:00 AM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Turquoise Theater ANT335 | Agentic knowledge engineering with AWS Analytics MCP Servers | 11:30 AM – 12:30 PM PST | Wynn | Higher Conference Promenade | Cristal 7 ANT328 | Information Processing architectures for constructing AI options |
| 9:00 AM – 10:00 AM PST | Wynn | Conference Promenade | Lafite 7 | Content material Hub | Mint Inexperienced Theater ANT307 | Working Apache Kafka and Apache Flink at scale | 1:30 PM – 2:30 PM PST | MGM | Stage 3 | Chairman’s 364 BIZ203 | Amazon’s journey deploying Fast Suite throughout 1000’s of customers | 10:00 AM – 11:00 AM PST | Wynn | Higher Conference Promenade | Bollinger ANT304 | Construct an AI-ready knowledge basis | 1:00 PM – 2:00 PM PST | MGM | Stage 1 | Grand 122 BIZ227 | Generate new income streams with Amazon Fast Sight embedded |
| 10:00 AM – 11:00 AM PST | Wynn | Higher Conference Promenade | Bollinger BIZ331 | Construct sturdy knowledge foundations to energy enterprise AI and BI | 1:30 PM – 2:30 PM PST | Wynn | Conference Promenade | Lafite 7 | Content material Hub | Mint Inexperienced Theater ANT206 | What’s new in Amazon Redshift and Amazon Athena | 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Turquoise Theater ANT424 | Autonomous brokers powered by streaming knowledge and Retrieval Augmented Technology | 2:00 PM – 3:00 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Turquoise Theater ANT343 | Greatest practices for constructing Apache Iceberg based mostly lakehouse architectures on AWS |
| 10:00 AM – 11:00 AM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Pink Theater ANT209 | Common knowledge connectivity with ETL and SQL queries | 4:00 PM – 5:00 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Turquoise Theater ANT308 | Discover what’s new in knowledge and AI governance with SageMaker Catalog | 11:30 AM – 12:30 PM PST | Wynn | Conference Promenade | Lafite 7 | Content material Hub | Pink Theater ANT310 | Powering your Agentic AI expertise with AWS Streaming and Messaging | 4:00 PM – 5:00 PM PST | Mandalay Bay | Stage 3 South | South Seas E ANT344 | Construct, govern, and share Amazon Fast Suite dashboards with Amazon SageMaker |
| 10:30 AM – 11:30 AM PST | MGM | Stage 1 | Grand 116 ANT314 | Construct Superior Search with Vector, Hybrid, and AI Methods | 4:30 PM – 5:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Mint Inexperienced Theater ANT305 | Improvements in AWS analytics: Information processing | 2:30 PM – 3:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Pink Theater ANT315 | Clever Observability and Modernization with Amazon OpenSearch Service | 4:00 PM – 5:00 PM PST | Wynn | Conference Promenade | Lafite 7 | Content material Hub | Orange Theater DAT445 | Deep dive into databases zero-ETL integrations |
| 12:00 PM – 1:00 PM PST | MGM | Stage 3 | Chairman’s 360 ANT336 | Enterprise-scale ETL optimization for Apache Spark | . | 3:00 PM – 4:00 PM PST | MGM | Stage 1 | Grand 122 ANT309 | Speed up analytics and AI with an open and safe lakehouse structure | . |
| 12:00 PM – 1:00 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Orange Theater ANT339 | Flip unstructured knowledge in Amazon S3 into AI-ready belongings with SageMaker Catalog | . | . | . |
| 1:00 PM – 2:00 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Pink Theater ANT201 | What’s new in search, observability, and vector databases with OpenSearch | . | . | . |
| 1:30 PM – 2:30 PM PST | Wynn | Conference Promenade | Lafite 7 | Content material Hub | Orange Theater BIZ228 | Reimagine enterprise intelligence with Amazon Fast Sight | . | . | . |
| 1:30 PM – 2:30 PM PST | Mandalay Bay | Stage 3 South | South Seas E OPN413 | Remodeling Apache Kafka right into a Scalable Message Queue | . | . | . |
| 5:30 PM – 6:30 PM PST | Mandalay Bay | Stage 3 South | South Seas F ANT423 | Amazon Kinesis Information Streams below the hood | . | . | . |
Chalk talks
These hour-long, extremely participating classes supply a novel mix of knowledgeable perception and collaborative studying. An AWS specialist kicks off with a concise, informative lecture, setting the stage for an in-depth, interactive Q&A. With a restricted viewers dimension, you’ll have the chance to dive deep into subjects, ask urgent questions, and interact in significant discussions with each the presenter and fellow attendees.
| Monday, Dec 1 | Tuesday, Dec 2 | Wednesday, Dec 3 | Thursday, Dec 4 | Friday, Dec 5 |
|---|---|---|---|---|
| 8:30 AM – 9:30 AM PST | MGM | Stage 1 | Boulevard 167 ANT301-R1 | Accelerating the shift from batch to real-time streaming | 11:30 AM – 12:30 PM PST | Caesars Discussion board | Stage 1 | Academy 411 ANT302-R1 | Speed up GenAI-powered knowledge discovery and sharing with SageMaker Catalog | 9:00 AM – 10:00 AM PST | MGM | Stage 3 | Room 353 ANT301-R | Accelerating the shift from batch to real-time streaming | 11:30 AM – 12:30 PM PST | MGM | Stage 3 | Room 353 ANT207 | Develop with pure language and agentic AI in Amazon SageMaker Unified Studio | 10:30 AM – 11:30 AM PST | Caesars Discussion board | Stage 1 | Summit 221 ANT331 | Optimize Value and Efficiency in Amazon OpenSearch Service |
| 8:30 AM – 9:30 AM PST | Mandalay Bay | Stage 2 South | Reef C ANT347 | Construct a safe and controlled knowledge basis for AI | 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 3 South | South Seas A ANT311 | Construct knowledge pipelines in minutes with the Amazon SageMaker Visible expertise | 9:00 AM – 10:00 AM PST | Mandalay Bay | Stage 3 South | South Seas H ANT319-R1 | Optimizing Apache Spark workloads with AWS Analytics | 12:30 PM – 1:30 PM PST | Mandalay Bay | Stage 3 South | South Seas A ANT346 | Architectural blueprints on your lakehouse in Amazon SageMaker | . |
| 10:00 AM – 11:00 AM PST | Mandalay Bay | Stage 3 South | South Seas A ANT420-R | AI-driven scaling in Amazon Redshift Serverless | 12:00 PM – 1:00 PM PST | Caesars Discussion board | Stage 1 | Alliance 305 ANT301-R2 | Accelerating the shift from batch to real-time streaming | 10:00 AM – 11:00 AM PST | MGM | Stage 1 | Boulevard 158 ANT321 | High 10 suggestions to enhance question efficiency in Amazon Redshift | 2:00 PM – 3:00 PM PST | MGM | Stage 1 | Room 101 ANT303 | Implement knowledge pipelines for analytics utilizing Amazon SageMaker Unified Studio | . |
| 10:30 AM – 11:30 AM PST | Wynn | Conference Promenade | Latour 5 ANT302-R | Speed up GenAI-powered knowledge discovery and sharing with SageMaker Catalog | 1:00 PM – 2:00 PM PST | Mandalay Bay | Stage 2 South | Lagoon G ANT330-R | Design and construct Clever Observability with Amazon OpenSearch Service | 10:00 AM – 11:00 AM PST | Wynn | Conference Promenade | La Tache 2 ANT320 | Strengthening safety for Apache Spark workloads | 2:00 PM – 3:00 PM PST | Mandalay Bay | Stage 3 South | South Seas J ANT322 | Architectural patterns for real-time knowledge analytics on AWS | . |
| 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 3 South | South Seas A ANT338 | Carry unified analytics to your knowledge warehouse with the lakehouse structure | 1:30 PM – 2:30 PM PST | MGM | Stage 3 | Premier 320 ANT325-R1 | A deep dive into AI/ML improvement in SageMaker Unified Studio | 11:30 AM – 12:30 PM PST | Mandalay Bay | Stage 3 South | South Seas C ANT332 | Constructing high-quality knowledge merchandise for AI Brokers | 3:30 PM – 4:30 PM PST | MGM | Stage 1 | Room 101 ANT337 | Breaking knowledge silos with the lakehouse structure | . |
| 11:30 AM – 12:30 PM PST | Wynn | Conference Promenade | Montrachet 1 BIZ323 | Design AI-powered BI architectures for contemporary enterprises with Amazon Fast Suite | 2:30 PM – 3:30 PM PST | Mandalay Bay | Stage 2 South | Lagoon G ANT420-R1 | AI-driven scaling in Amazon Redshift Serverless | 1:00 PM – 2:00 PM PST | Mandalay Bay | Stage 3 South | South Seas C ANT340 | Deep dive into knowledge processing in SageMaker Unified Studio | . | . |
| 1:30 PM – 2:30 PM PST | MGM | Stage 3 | Room 353 ANT325-R | A deep dive into AI/ML improvement in SageMaker Unified Studio | 2:30 PM – 3:30 PM PST | Mandalay Bay | Decrease Stage North | South Pacific B ANT341 | Construct belief in AI with end-to-end knowledge lineage in Amazon SageMaker Catalog | 2:30 PM – 3:30 PM PST | MGM | Stage 3 | Chairman’s 356 ANT345 | Constructing safe and scalable lakehouses for the long run | . | . |
| 2:30 PM – 3:30 PM PST | Mandalay Bay | Stage 3 South | South Seas A ANT329 | Construct Superior AI-powered Search with OpenSearch MCP and Vectors | 2:30 PM – 3:30 PM PST | Mandalay Bay | Stage 3 South | South Seas C BIZ327 | Bridge knowledge silos to unlock full insights with Amazon Fast Suite | 2:30 PM – 3:30 PM PST | Mandalay Bay | Stage 3 South | South Seas J ANT413 | Improve Amazon DataZone to Amazon SageMaker Catalog for analytics and AI | . | . |
| 3:00 PM – 4:00 PM PST | MGM | Stage 3 | Premier 320 BIZ319 | Past chatbots: Uncover conversational AI in Amazon Fast Suite | 3:00 PM – 4:00 PM PST | Wynn | Conference Promenade | Latour 5 ANT421 | Superior Stream Processing with Apache Flink | 4:00 PM – 5:00 PM PST | MGM | Stage 3 | Room 350 ANT324 | Constructing Pipelines for Analytics, ML and AI in Amazon Sagemaker Unified Studio | . | . |
| 4:00 PM – 5:00 PM PST | MGM | Stage 3 | Chairman’s 356 ANT422 | Constructing Resilient Multi-Tenant Messaging with Amazon SQS | 4:00 PM – 5:00 PM PST | Mandalay Bay | Stage 2 South | Reef C ANT319-R | Optimizing Apache Spark workloads with AWS Analytics | 4:00 PM – 5:00 PM PST | Mandalay Bay | Stage 3 South | South Seas C ANT323 | Mastering materialized views: suggestions for quick, low-latency queries in Redshift | . | . |
| 4:30 PM – 5:30 PM PST | Caesars Discussion board | Stage 1 | Alliance 305 ANT330-R1 | Design and construct Clever Observability with Amazon OpenSearch Service | 5:30 PM – 6:30 PM PST | MGM | Stage 3 | Room 350 ANT326 | Mastering knowledge transformations with Amazon Athena | |||
| 5:30 PM – 6:30 PM PST | MGM | Stage 1 | Boulevard 167 ANT316 | Orchestrating with Apache Airflow, MWAA, and SageMaker Unified Studio |
Builders’ classes
Immerse your self in our builders’ classes – a hands-on studying expertise designed to raise your AWS expertise. These targeted, hour-long workshops deliver collectively a small group of as much as ten attendees with a devoted AWS knowledgeable at every desk.
| Monday, Dec 1 | Tuesday, Dec 2 | Wednesday, Dec 3 | Thursday, Dec 4 |
|---|---|---|---|
| 8:30 AM – 9:30 AM PST | Wynn | Conference Promenade | Latour 7 ANT407-R1 | Constructing event-driven purposes with AWS Streaming and Messaging | 11:30 AM – 12:30 PM PST | MGM | Stage 1 | Room 104 ANT415 | Securely monetize your knowledge with Amazon Redshift | 1:00 PM – 2:00 PM PST | Mandalay Bay | Decrease Stage North | Islander H ANT407-R | Constructing event-driven purposes with AWS Streaming and Messaging | 12:30 PM – 1:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Builders’ Session 1 ANT409 | Getting arms on with zero-ETL and knowledge federation |
| 11:30 AM – 12:30 AM PST | MGM | Stage 1 | Room 104 ANT410-R | Combine and orchestrate knowledge workflows with AWS Glue & MWAA | 2:30 PM – 3:30 PM PST | MGM | Stage 3 | Room 304 ANT405-R1 | Construct excessive efficiency Apache Iceberg knowledge lakes with Amazon S3 Tables | 1:00 PM – 2:00 PM PST | Wynn | Conference Promenade | Latour 7 ANT406-R | Construct belief in your knowledge with Amazon SageMaker Catalog | 2:00 PM – 3:00 PM PST | Mandalay Bay | Decrease Stage North | Islander H ANT419-R | Vector search with Amazon OpenSearch Service |
| 11:30 AM – 12:30 PM PST | Wynn | Conference Promenade | Latour 7 ANT406-R1 | Construct belief in your knowledge with Amazon SageMaker Catalog | 4:30 PM – 5:30 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Builders’ Session 2 ANT410-R1 | Combine and orchestrate knowledge workflows with AWS Glue & MWAA | 4:00 PM – 5:00 PM PST | MGM | Stage 3 | Room 304 ANT419-R1 | Vector search with Amazon OpenSearch Service | 3:30 PM – 4:30 PM PST | Caesars Discussion board | Stage 1 | Alliance 315 OPN407-R1 | Efficiency tuning for streaming Ingestion into Apache Iceberg |
| 2:30 PM – 3:30 PM PST | MGM | Stage 1 | Room 104 ANT408 | Information analytics for monetary organizations with Amazon SageMaker | . | . | . |
| 3:00 PM – 4:00 PM PST | Caesars Discussion board | Stage 1 | Alliance 311 OPN407-R | Efficiency tuning for streaming Ingestion into Apache Iceberg | . | . | . |
| 4:00 PM – 5:00 PM PST | Mandalay Bay | Decrease Stage North | Islander H ANT405-R | Construct excessive efficiency Apache Iceberg knowledge lakes with Amazon S3 Tables | . | . | . |
Workshops
Roll your sleeves in our dynamic 2-hour workshops, the place you’ll sort out real-world challenges utilizing AWS companies. These interactive classes kick off with a short, informative lecture to set the stage, then rapidly transition into hands-on problem-solving. Carry your laptop computer and put together to construct alongside AWS consultants, who will information you thru sensible purposes of cloud computing ideas. Whether or not you’re new to AWS or trying to sharpen your expertise, these workshops supply a novel alternative to study by doing, enabling you to go away with confidence and relevant information in AWS applied sciences.
| Monday, Dec 1 | Tuesday, Dec 2 | Wednesday, Dec 3 | Thursday, Dec 4 |
|---|---|---|---|
| 8:00 AM – 10:00 AM PST | Mandalay Bay | Decrease Stage North | Islander C ANT402-R1 | Construct a fraud detection system with Amazon SageMaker Unified Studio | 12:00 PM – 2:00 PM PST | MGM | Stage 3 | Premier 317 ANT418 | Unleash Apache Kafka’s elasticity and cost-efficiency with Amazon MSK | 8:30 AM – 10:30 AM PST | Mandalay Bay | Decrease Stage North | Islander C ANT402-R | Construct a fraud detection system with Amazon SageMaker Unified Studio | 12:00 PM – 2:00 PM PST | MGM | Stage 3 | Premier 317 ANT412 | Energy streaming analytics on AWS with AI-driven insights |
| 8:00 AM – 10:00 AM PST | Mandalay Bay | Stage 2 South | Mandalay Bay Ballroom H ANT403 | Constructing Manufacturing-Prepared Information Methods for AI Purposes | 12:30 PM – 2:30 PM PST | MGM | Stage 3 | Chairman’s 368 ANT404-R1 | Construct fashionable knowledge purposes with the lakehouse structure on AWS | 8:30 AM – 10:30 AM PST | Caesars Discussion board | Stage 1 | Alliance 308 BIZ204-R1 | Expertise AI-powered BI with Amazon Fast Suite | 3:00 PM – 5:00 PM PST | Mandalay Bay | Decrease Stage North | Islander C ANT416 | Clear up advanced knowledge and AI governance challenges with Amazon SageMaker Catalog |
| 8:30 AM – 10:30 AM PST | Wynn | Higher Conference Promenade | Cristal 3 BIZ306 | Create agentic AI chat experiences with Amazon Fast Suite | 3:00 PM – 5:00 PM PST | Mandalay Bay | Stage 2 South | Mandalay Bay Ballroom Okay ANT411 | Low-cost logging and observability with Amazon OpenSearch Service | 12:30 PM – 2:30 PM PST | MGM | Stage 1 | Grand 113 ANT404-R | Construct fashionable knowledge purposes with the lakehouse structure on AWS | . |
| 12:00 PM – 2:00 PM PST | MGM | Stage 3 | Premier 317 ANT417 | Simplifying knowledge interoperability with the lakehouse structure on AWS | 3:00 PM – 5:00 PM PST | Wynn | Higher Conference Promenade | Cristal 1 BIZ204-R | Expertise AI-powered BI with Amazon Fast Suite | 3:30 PM – 5:30 PM PST | Mandalay Bay | Decrease Stage North | Islander C ANT401 | Construct an AI-powered enterprise search with Amazon OpenSearch service | . |
| 3:00 PM – 5:00 PM PST | Mandalay Bay | Stage 2 South | Mandalay Bay Ballroom Okay ANT414 | Scale clever analytics with Amazon Redshift multi-cluster architectures | . | . | . |
Lightning Talks
Situated within the Expo Corridor, every of those 20-minute theater shows are devoted to a selected buyer story, service demo, or AWS Companion providing.
| Monday, Dec 1 | Tuesday, Dec 2 | Wednesday, Dec 3 | Thursday, Dec 4 |
|---|---|---|---|
| 5:00 PM – 5:20 PM PST | Venetian | Stage 2 | Corridor B | Expo | Theater 4 ANT334 | Excessive-performance NLP & geospatial evaluation with Redshift | . | 3:00 PM – 3:20 PM PST | Mandalay Bay | Stage 2 South | Oceanside C | Content material Hub | Lightning Theater ANT333 | Quick-track to insights: AWS-SAP knowledge technique | 12:30 PM – 12:50 PM PST | Venetian | Stage 2 | Corridor B | Expo | Theater 3 ANT342 | ITTI’s Cross-Firm Information Mesh Blueprint with Amazon SageMaker |
| 6:00 PM – 6:20 PM PST | Venetian | Stage 2 | Corridor B | Expo | Theater 3 ANT348 | Seamless knowledge sharing in Amazon Redshift | . | . | . |
Conclusion
We hope this publish acts as your go-to useful resource for navigating the AWS analytics observe at re:Invent 2025. For staying within the find out about the latest tendencies and developments in AWS Analytics, observe our LinkedIn web page.