InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache

01/28/2020
by   Ao Wang, et al.
0

Internet-scale web applications are becoming increasingly storage-intensive and rely heavily on in-memory object caching to attain required I/O performance. We argue that the emerging serverless computing paradigm provides a well-suited, cost-effective platform for object caching. We present InfiniCache, a first-of-its-kind in-memory object caching system that is completely built and deployed atop ephemeral serverless functions. InfiniCache exploits and orchestrates serverless functions' memory resources to enable elastic pay-per-use caching. InfiniCache's design combines erasure coding, intelligent billed duration control, and an efficient data backup mechanism to maximize data availability and cost-effectiveness while balancing the risk of losing cached state and performance. We implement InfiniCache on AWS Lambda and show that it: (1) achieves 31 – 96X tenant-side cost savings compared to AWS ElastiCache for a large-object-only production workload, (2) can effectively provide 95.4 comparative performance seen in a typical in-memory cache.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/28/2021

FaaT: A Transparent Auto-Scaling Cache for Serverless Applications

Function-as-a-Service (FaaS) has become an increasingly popular way for ...
research
09/03/2022

Sion: Elastic Serverless Cloud Storage

Cloud object storage such as AWS S3 is cost-effective and highly elastic...
research
09/19/2023

Ditto: An Elastic and Adaptive Memory-Disaggregated Caching System

In-memory caching systems are fundamental building blocks in cloud servi...
research
01/24/2019

DistCache: Provable Load Balancing for Large-Scale Storage Systems with Distributed Caching

Load balancing is critical for distributed storage to meet strict servic...
research
11/20/2021

Freeing Compute Caches from Serialization and Garbage Collection in Managed Big Data Analytics

Managed analytics frameworks (e.g., Spark) cache intermediate results in...
research
03/09/2020

Lightweight Inter-transaction Caching with Precise Clocks and Dynamic Self-invalidation

Distributed, transactional storage systems scale by sharding data across...
research
07/30/2022

A Comparative Study of Application-level Caching Recommendations at the Method Level

Performance and scalability requirements have a fundamental role in most...

Please sign up or login with your details

Forgot password? Click here to reset