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storage cost

3 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Aug 18, 2026 · Artificial Intelligence

Why DeepSeek’s Cache Costs Jumped 11‑Fold: Long‑Context Surge and the New “Storage Tax”

DeepSeek raised its cache‑hit price up to 11 times as exploding long‑context demand forces a shift to tiered KV storage, exposing hidden storage, I/O and scheduling costs that turn GPU compute into costly data‑movement, prompting developers to rethink cache strategies.

DeepSeekKV cachecache compression
0 likes · 10 min read
Why DeepSeek’s Cache Costs Jumped 11‑Fold: Long‑Context Surge and the New “Storage Tax”
Architecture Digest
Architecture Digest
Mar 12, 2025 · Backend Development

Designing and Optimizing a High‑Concurrency Counting System for Large‑Scale Social Media

This article explains the challenges of storing and serving trillion‑level count data for a massive micro‑blogging platform and presents a step‑by‑step backend design that evolves from simple MySQL tables to sharded databases, Redis caching, message‑queue write‑sharding, and memory‑efficient custom data structures to achieve high performance, low cost, and strong consistency.

MySQLShardingcounting system
0 likes · 12 min read
Designing and Optimizing a High‑Concurrency Counting System for Large‑Scale Social Media
DataFunTalk
DataFunTalk
Jul 28, 2024 · Cloud Native

Optimizing I/O for Data‑Intensive Analytics in Cloud‑Native Environments: Insights from Uber Presto

This whitepaper examines the industry shift of moving data‑intensive analytics workloads to cloud‑native platforms, revealing how cloud storage cost models affect I/O optimization and presenting Uber Presto case‑study findings that highlight fragmented access patterns and associated financial impacts.

Case studyI/O optimizationpresto
0 likes · 3 min read
Optimizing I/O for Data‑Intensive Analytics in Cloud‑Native Environments: Insights from Uber Presto