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Download Slides !SQL - Augmenting the RDBMS with a Distributed Key Value Store in the Real World or “Consistency, schmistency....” Geir Magnusson Jr V.P. Platform and Architecture Gilt Groupe Inc. [email protected] Agenda ‣ About Me ‣ The Talk in One slide ‣ Gilt : What We Do and Why We Needed !SQL ‣ Goal : Turning off the RDBMS at Peak ‣ Project Voldemort : What it is and why we chose it ‣ Summary About Me ‣ VP, Platform and Architecture at Gilt Groupe ‣ Commercial developer for 20+ years ‣ Bloomberg, Intel, IBM, Gluecode, Adeptra, Joost, 10gen ‣ Open source practitioner and advocate for 10 years ‣ Apache Software Foundation ‣ Member, Director, Officer ‣ Apache Geronimo, Apache Harmony, Apache DB, Apache Velocity, Jakarta Commons, etc ‣ Codehaus ‣ Project Voldemort ‣ Not a database domain expert The Talk in One Slide Modern data-oriented apps are forcing us - programmers, architects, and C[I|T]Os - rethink our applications and data models. Thankfully, databases are changing in response. You should go investigate these new technologies. (It turns out this is ok, since as object oriented programmers, we want to get away from this relational hooey anyway.) The Summary Slide From the End ‣ The RDBMS is great - it’s served us well for almost 40 years. ‣ We’re in a kind of “renaissance” for databases ‣ New problems challenge status quo architectures ‣ Advances in distributed computing gives us powerful alternatives ‣ This is changing how we approach data in our apps ‣ Different APIs ‣ Different responsibilities as programmers ‣ This stuff works - people use it in anger ‣ Expand your professional toolbox - go play and learn Gilt : What we do and why we needed !SQL (and where I learned what a “Louboutin” was) About Gilt Groupe (not a sales pitch) http://www.gilt.com/ Gilt Groupe provides access, by invitation only, to the world’s best brands at prices up to 70% off retail. Each sale lasts 36 hours and features hand selected styles from a single designer. How does it work? ‣ Every day we run 10-20 sales of limited-inventory luxury goods ‣ Members know who the designers are, but not the specific items ‣ Sales begin at 12 o’clock sharp (EST) ‣ Members scramble to get items into shopping carts - can reserve for 10 minutes only From an actual member... “Today was round II of Gilt Groupe's Final Sale. […] I clicked BUY NOW, and it was in someone's shopping cart so I proceeded to click BUY NOW, BUY NOW, BUY NOW, BUY NOW, BUY NOW, BUY NOW, BUY NOW, BUY NOW, BUY NOW,BUY NOW, BUY NOW, BUY NOW, BUY NOW, for the next 5 minutes and then................................. a shopping angel reigned down from heaven and it was in my shopping cart! I scored the ADAM find that was normally $375 for $68.” Activity Funnel D I A)! Millions of page views / hour, fast ramp F up F I C B)! High volume transactions (registration, login, wait list) U L T Y C)! High volume, shared state (add to cart, checkout) “Shared nothing” Architecture F5 F5 Zeus Zeus RoR thin RoR thin RoR thin RoR thin DB Are you sure it’s “Shared-Nothing”? F5 F5 Zeus Zeus RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 Nothing is RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 shared! RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 Don’t look here. Nothing DB to see here. Move along. “Half an Amazon” “What’s that burning smell?” F5 F5 Zeus Zeus RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 DB Goal : Turn off the RDBMS at peak Activity Funnel D I A)! Millions of page views / hour, fast ramp F up F I C B)! High volume transactions (registration, login, wait list) U L T Y C)! High volume, shared state (add to cart, checkout) Transaction sequence Inventory Shopping Cart Checkout Inventory Management ‣ This is our highest transactional load ‣ Must be sure to provide a ‘reservation’ to a product unit once and only once ‣ Must be fast and durable Inventory Solution ‣ Partition inventory so horizontally scalable ‣ Custom server keeps all assigned inventory in memory ‣ All operations are in memory, transactional - lock at SKU level ‣ Local write-behind transaction log for recovery Server Server Server Server Single JVM Single JVM Single JVM Single JVM in-memory inventory in-memory inventory in-memory inventory in-memory inventory data data data data Inventory Service Inventory Service Inventory Service Inventory Service (request processor) (request processor) (request processor) (request processor) tx log tx log tx log tx log partition 0 partition 1 partition 2 partition 3 DB Shielded from Inventory Requests F5 F5 Zeus Zeus RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 Server Server Server Server Single JVM Single JVM Single JVM Single JVM in-memory inventory in-memory inventory in-memory inventory in-memory inventory data data data data RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 Inventory Service Inventory Service Inventory Service Inventory Service RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 (request processor) (request processor) (request processor) (request processor) RoR thin x5 RoR thin x5 RoR thin x5 RoR thin x5 tx log tx log tx log tx log DB Transaction sequence Inventory Shopping Cart Checkout Shopping Cart and Order Processing ‣ Shopping Cart : High tx activity and churn on hundreds of thousands of ~5k documents. Speed and availability important, less worried about losing data. (single write) ‣ Order processing : Lower tx activity, need high- availability and multi-copy writes (we don’t want to lose them!) Need availability and speed ‣ We decided early on that Amazon’s Dynamo approach was the way to go http://www.allthingsdistributed.com/files/amazon-dynamo-sosp2007.pdf ‣ Project Voldemort was the only implementation at the time in production that we could find http://project-voldemort.com ‣ I’m a Java Weenie (tm) so I like the fact that it’s written in Java What is Project Voldemort ‣ Distributed “key value” store designed for availability Survive server failures and network partitions ‣ Combines several techniques : ‣ Decentralized architecture - no master ‣ Data partitioned and replicated via consistent hashing ‣ Multi-node reads and writes for redundancy ‣ Objects are versioned for consistency ‣ Pluggable persistence Basic Architecture Client JVM Client application Voldemort Client Library Server Server Server Server JVM JVM JVM JVM Voldemort Server Voldemort Server Voldemort Server Voldemort Server StorageEngine StorageEngine StorageEngine StorageEngine BDB BDB BDB BDB Consistent Hashing ‣ Keys hash to a point on fixed circular 2^32-1 0 0 space 7 1 6 Circular space is divided into a large 2 ‣ 5 3 set of ordered buckets, called nodes 4 ‣ Nodes are distributed across servers 2^32-1 0 0 7 1 6 2 5 3 4 0, 4 1,5 2,6 3,7 Storage Storage Storage Storage Vector Clocks ‣ Mechanism to disambiguate between versions of the same object ‣ Non-locking optimistic locking ‣ A vector clock is a list of (nodeID, counter) tuples ‣ Every object has a vector clock, which is updated on each write, and examined on each read ‣ Explicit in the client API Vector Clocks When an object is read, if there are multiple versions and Voldemort canʼt figure it out... you have to! &16+*,;'O#'02$*,/*+4',(/)'/)'#&,'./>+."'1+*$-)+',(+'52/,+)'$2+'-)-$.."' 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