article thumbnail

Queuing Theory for Software Engineers

DZone

“Start With Why” Queues are a built-in mechanism everywhere in today's software. Not being familiar with the basics of queuing theory will prevent you from understanding the relations between latency and throughput , high-level capacity estimations, and workload optimization. Queues Are Everywhere!

article thumbnail

Implementing service-level objectives to improve software quality

Dynatrace

When organizations implement SLOs, they can improve software development processes and application performance. SLOs improve software quality. Stable, well-calibrated SLOs pave the way for teams to automate additional processes and testing throughout the software delivery lifecycle. SLOs aid decision making. Reliability.

Software 263
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Trending Sources

article thumbnail

Edge Data Platforms, Real-Time Services, and Modern Data Trends

DZone

This article will explore what edge data platforms and real-time services are, why they are important, and how they can be used. Edge data platforms are software solutions that enable businesses to collect, process, and analyze data at the edge of the network. What Are Edge Data Platforms?

IoT 130
article thumbnail

Front-End: Cache Strategies You Should Know

DZone

Caches are very useful software components that all engineers must know. In this article, we are going to describe what is a cache and explain specific use cases focusing on the frontend and client side. Usually, the reusability of data provided by the data producer is the key to taking advantage of the benefits of a cache.

Cache 147
article thumbnail

Scalable Annotation Service?—?Marken

The Netflix TechBlog

The service should be able to serve real-time, aka UI, applications so CRUD and search operations should be achieved with low latency. Our service will be used by a lot of internal UI applications hence the latency for CRUD and search operations must be low. Search latency for the generic text queries are in milliseconds.

article thumbnail

Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

In this article, we cover a few key integrations that we provide for various layers of the Metaflow stack at Netflix, as illustrated above. In other cases, it is more convenient to share the results via a low-latency API. A Streamlit app houses the visualization software and data aggregation logic.

Systems 226
article thumbnail

USENIX SREcon APAC 2022: Computing Performance: What's on the Horizon

Brendan Gregg

My personal opinion is that I don't see a widespread need for more capacity given horizontal scaling and servers that can already exceed 1 Tbyte of DRAM; bandwidth is also helpful, but I'd be concerned about the increased latency for adding a hop to more memory. Or even on a plane. Ford, et al., “TCP