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Bilibili Tech
Bilibili Tech
Apr 28, 2023 · Cloud Native

Remote StateBackend for Flink: Design, Optimizations, and Cloud‑Native Migration

To enable Bilibili’s cloud‑native migration, the team built a RemoteStateBackend that moves Flink’s keyed state to the Taishan KV store, using deterministic KeyGroup placement, per‑shard snapshots, asynchronous write batching, off‑heap caching with Bloom‑filter filtering, and a fixed‑size memory model, which together reduce checkpoint overhead, improve disk utilization, and accelerate rescaling for more than one hundred production jobs.

CloudNativeFlinkPerformanceOptimization
0 likes · 18 min read
Remote StateBackend for Flink: Design, Optimizations, and Cloud‑Native Migration
Aikesheng Open Source Community
Aikesheng Open Source Community
Sep 29, 2020 · Databases

Understanding Prometheus Local Storage (TSDB) and Its Architecture

This article explains Prometheus's built‑in time‑series database (TSDB), covering its concepts, storage configuration, block structure, write‑ahead log, mmap reads, inverted indexing, data compression, and remote storage integration for scalable monitoring.

PrometheusRemoteStorageStorage
0 likes · 8 min read
Understanding Prometheus Local Storage (TSDB) and Its Architecture