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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

Once we have discovered the Parquet files to be processed, MetaflowDataFrame takes over: it downloads data using Metaflow’s high-throughput S3 client directly to the process’ memory, which often outperforms reading of local files. In other cases, it is more convenient to share the results via a low-latency API.

Systems 226
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Common SLO pitfalls and how to avoid them

Dynatrace

service availability with <50ms latency for an application with no revenue impact. Tailoring SLOs in this way ensures that you’re spending resources making sure that SLOs are met, used efficiently, driving customer value, and helping Developers improve their QA and resolution processes.

DevOps 196
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MySQL Key Performance Indicators (KPI) With PMM

Percona

We will also discuss related configuration variables to consider that can impact these KPIs, helping you gain a comprehensive understanding of your MySQL server’s performance and efficiency. Query performance Query performance is a key performance indicator (KPI) in MySQL, as it measures the efficiency and speed of query execution.

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MongoDB Rollback: How to Minimize Data Loss

Scalegrid

Using this specific approach also carries potential drawbacks such as decreased performance due to unavailable or lagging secondaries within the replica set network issues or server failures leading to increased latency for any ongoing writing processes. In most cases, it’s unlikely you can just import all data.

Database 130
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Five Data-Loading Patterns To Improve Frontend Performance

Smashing Magazine

The resource loading waterfall is a cascade of files downloaded from the network server to the client to load your website from start to finish. It essentially describes the lifetime of each file you download to load your page from the network. It is important to note how much data the client needs to download. Caching Schemes.

Cache 126
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Seamless offloading of web app computations from mobile device to edge clouds via HTML5 Web Worker migration

The Morning Paper

Edge servers are the middle ground – more compute power than a mobile device, but with latency of just a few ms. The client MWW combines these estimates with an estimate of the input/output transmission time (latency) to find the worker with the minimum overall execution latency. The opencv app has the largest state (4.6

Mobile 104
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Orbital edge computing: nano satellite constellations as a new class of computer system

The Morning Paper

That’s not enough bandwidth to download data from thousands of nano-satellites, nor enough to efficiently reconfigure a cluster via the uplink. Close-spaced constellation have much lower effective bandwidth, but also much lower latency. Cubesats can’t increase receiver gain in this way due to their limited device size.

Systems 125