University of Michigan
CSE 584: Advanced Database Management Systems
Winter 2025

Schedule

  • Date
    Topic
    Mandatory Reading
    Optional Reading
    Presenter
  • 01/09/2025
    Thursday
    Introduction and Data Models
    NA
    What Goes Around Comes Around
    [link]
    Lin Ma
  • 01/14/2025
    Tuesday
    RDBMS Architecture
    NA
    Anatomy of a Database System (Section 1, 3, 4, 5) & An Overview of Query Optimization in Relational Systems by Chaudhuri
    [link] [link]
    Lin Ma
  • 01/16/2025
    Thursday
    Consistency and Isolation Levels
    Serializable Snapshot Isolation in PostgreSQL
    [link]
    Generalized Isolation Level Definitions
    [link]
    ZHAJIA, YUNTAOS
  • 01/21/2025
    Tuesday
    Cloud OLTP
    Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases
    [link]
    Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes
    [link]
    ANDRENAN, SAIVAKA, EVANZIMM
  • 01/23/2025
    Thursday
    Indexing
    Automatically Indexing Millions of Databases in Microsoft Azure SQL Database
    [link]
    Automated Selection of Materialized Views and Indexes for SQL Databases
    [link]
    JAINARA, SKAMBH
  • 01/28/2025
    Tuesday
    Configuration Tuning
    Automatic Database Management System Tuning Through Large-scale Machine Learning
    [link]
    AI Meets Database AI4DB and DB4AI
    [link]
    RJWANG, YRPATEL
  • 01/30/2025
    Thursday
    Columnar Databases
    C-Store: A Column-oriented DBMS
    [link]
    Column-Stores vs. Row-Stores: How Different Are They Really?
    [link]
    STONEANN, SHRUJAIN
  • 02/04/2025
    Tuesday
    Vectorized Query Processing
    MonetDB/X100: Hyper-Pipelining Query Execution & Vectorwise: Beyond Column Stores
    [link] [link]
    JOSHROY, EMRAMEY
  • 02/06/2025
    Thursday
    Query Compilation
    Efficiently Compiling Efficient Query Plans for Modern Hardware
    [link]
    Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask
    [link]
    HAOTIANG, DOUGDONG, XZW
  • 02/11/2025
    Tuesday
    Column-oriented Storage Format
    Dremel: Interactive Analysis of Web-Scale Datasets
    [link]
    The striping and assembly algorithms & Dremel: A Decade of Interactive SQL Analysis at Web Scale
    [link] [link]
    ARYANJ, JIMMYLI
  • 02/13/2025
    Thursday
    Cloud Analytics
    Building An Elastic Query Engine on Disaggregated Storage
    [link]
    The Snowflake Elastic Data Warehouse
    [link]
    PNADIPEL, BODIPATI
  • 02/18/2025
    Tuesday
    Big Data Processing
    Resilient Distributed Datasets A Fault-Tolerant Abstraction for In-Memory Cluster Computing
    [link]
    MapReduce: Simplified Data Processing on Large Clusters
    [link]
    NKUZA, PNHALIM, YSINHA
  • 02/20/2025
    Thursday
    Lakehouse
    Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores
    [link]
    Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics
    [link]
    NAVEENU, ANIBHAS
  • 02/25/2025
    Tuesday
    Distributed SQL Engine
    Presto: A Decade of SQL Analytics at Meta
    [link]
    SHAYLP, SOHILR, TOMASGL
  • 02/27/2025
    Thursday
    Midterm
  • 03/04/2025
    Tuesday
    Winter Break
  • 03/06/2025
    Thursday
    Winter Break
  • 03/11/2025
    Tuesday
    Reusable Execution Engine
    Velox: Meta’s Unified Execution Engine
    [link]
    DIVYAMS, GNILAY
  • 03/13/2025
    Thursday
    Embedded Analytics
    Data Management for Data Science Towards Embedded Analytics & DuckDB-Wasm: Fast Analytical Processing for the Web
    [link] [link]
    DuckDB: an Embeddable Analytical Database
    [link]
    MARCUSVC, PRAKHARG, KIRP
  • 03/18/2025
    Tuesday
    No Class
    Work on Mid-semester Project Presentation
  • 03/20/2025
    Thursday
    Mid-semester Project Presentations
  • 03/25/2025
    Tuesday
    Wide-column Stores
    Bigtable: A Distributed Storage System for Structured Data
    [link]
    Cassandra - A Decentralized Structured Storage System
    [link]
    ROHANSG, RWCHUA, FATTAHA
  • 03/27/2025
    Thursday
    Key-value Stores
    Dynamo: Amazon's Highly Available Key-value Store
    [link]
    Eventual Consistency Today Limitations, Extensions, and Beyond
    [link]
    JACQUIY, HANZHEG, YOLANDZ
  • 04/01/2025
    Tuesday
    Vector Index
    Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs
    [link]
    Billion-scale similarity search with GPUs
    [link]
    EVANGEBO, DQANXY
  • 04/03/2025
    Thursday
    No Class
    Work on Project Final Presentation
  • 04/08/2025
    Tuesday
    No Class
    Work on Project Final Presentation
  • 04/10/2025
    Thursday
    Adapting Velox Query Engine for AI/ML at Meta
    NA
    Pedro Pedreira, Software Engineer, Meta
  • 04/15/2025
    Tuesday
    Towards Building Autonomous Data Services on Azure
    NA
    Yuanyuan Tian, Principal Scientist Manager & Graph Architect, Microsoft Gray Systems Lab
  • 04/17/2025
    Thursday
    Project Final Presentations 1
  • 04/22/2025
    Tuesday
    Project Final Presentations 2