The LogDrive: Composable Durability for Cloud-Based Shared Logs
Gardner Vickers, Lucas Bradstreet, Mahesh Balakrishnan, Prince Mahajan, David Mao, Xavier Léauté, Ismael Juma, Nikhil Bhatia, Jack Vanlightly, Prateek Jindal, Sumit Arrawatia, Andrew Grant
Abstract
A growing class of systems leverages inexpensive cloud object storage as a disaggregated data plane, offloading durability and scaling to the cloud. Storing the metadata for such systems in a cloud database is too expensive; while self-managed databases are complex and fragile. Conflux provides a third option by storing a shared log on cloud storage and using it to replicate state across VMs. A key innovation in Conflux is the separation of durability from sequencing. Durability is provided solely by the novel LogDrive abstraction: a simple, low-level substrate that can be layered above arbitrary cloud storage, striped for throughput, and – unlike shared logs – composed via quorum-based replication. Sequencing is provided by the AtomicLog, which implements a conventional shared log over any LogDrive. This design allows Conflux to replicate arbitrary state machines while using RAID-like compositions of cloud storage for durability. Conflux is deployed in production at Confluent as the metadata service for an S3-based publish-subscribe system called K2. We show that Conflux can run on diverse storage services (e.g., DynamoDB, S3, S3Express) with just a few hundred extra LOC per service; as well as augment the durability of these services (e.g., with synchronous cross-region replication). Conflux unlocks new cost vs. latency trade-offs over cloud storage: for our representative workloads and latency SLAs (compared to using DynamoDB directly) Conflux-over-DynamoDB slashes metadata cost by 10X and overall cost by 3X.
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