DZone

NOVEMBER 7, 2023

Among the spectrum of methodologies available for this task, batch processing is often considered an old guard, especially with the advent of real-time and event-based processing technologies. In fact, its enduring relevance is a testament to its robustness and efficiency.

Processing 189

Processing Architecture Technology Technology 189

Dynatrace

JANUARY 15, 2020

Having released this functionality in an Preview Release back in September 2019, we’re now happy to announce the General Availability of our Citrix monitoring extension. Citrix is a sophisticated, efficient, and highly scalable application delivery platform that is itself comprised of anywhere from hundreds to thousands of servers.

Latency 52

Latency Performance Virtualization Infrastructure 52

The Netflix TechBlog

JUNE 13, 2023

By collecting and analyzing key performance metrics of the service over time, we can assess the impact of the new changes and determine if they meet the availability, latency, and performance requirements. One can perform this comparison live on the request path or offline based on the latency requirements of the particular use case.

Traffic 285

Traffic Metrics Systems Strategy 285

Dynatrace

NOVEMBER 28, 2023

Davis AI efficiently identified the deployment change as the potential root cause for the malfunctioning of nginx. Predictive traffic analysis Deploying OneAgent within the staging environment facilitates the availability of telemetry data for analysis by Davis AI. Davis AI can leverage this data to enable predictive analysis.

Traffic 279

Traffic Best Practices Strategy Engineering 279

Highly Scalable

SEPTEMBER 18, 2012

These developments gradually highlight a system of relevant database building blocks with proven practical efficiency. Historically, NoSQL paid a lot of attention to tradeoffs between consistency, fault-tolerance and performance to serve geographically distributed systems, low-latency or highly available applications. Data Placement.

Database 213

Database Latency C++ Scalability 213

Dynatrace

JANUARY 31, 2024

Model observability provides visibility into resource consumption and operation costs, aiding in optimization and ensuring the most efficient use of available resources. To observe model drift and accuracy, companies can use holdout evaluation sets for comparison to model data.

Cache 276

Cache Azure Infrastructure Monitoring 276

Daniel Lemire

FEBRUARY 8, 2019

In some instances, libdivide can even be more efficient than compilers because it uses an approach introduced by Robison (2005) where we not only use multiplications and shifts, but also an addition to avoid arithmetic overflows. I make my benchmarking code available. What if d is a constant, but not known to the compiler?

C++ 279

C++ Benchmarking Hardware Testing 279

Dynatrace

MAY 16, 2019

Here’s a quick graphical comparison of the Pivotal Dev-to-Ops ratio, that of the Dynatrace elite category, and the average ratio identified by the survey. With such a wide range of software development tools, services, and knowledge available today, organizations can now massively automate their IT operations, up to 100%.

Innovation 247

Innovation Cloud DevOps Best Practices 247

Scalegrid

JUNE 22, 2020

We are going to use a common, popular plan size using the below configurations for this performance benchmark: Comparison Overview. In this benchmark, we measure MySQL throughput in terms of queries per second (QPS) to measure our query efficiency. Business support only available for accounts over $500/month. DigitalOcean.

Database 217

Database Benchmarking Latency Performance 217

Dynatrace

OCTOBER 8, 2024

Unlike generic DIY query frontends, the Dynatrace Problems app is a tailor-made solution for efficiently supporting operations use cases. The native multi-select feature lets users open a filtered group of problems simultaneously, facilitating quick comparisons and detailed analysis.

Infrastructure 264

Infrastructure Cloud Speed Architecture 264

Percona

JUNE 30, 2023

Percona, a leading provider of open-source database software and services, announced the general availability of Percona Operator for PostgreSQL version 2. IT teams must ensure high availability, scalability, and security, all while ensuring that their PostgreSQL clusters perform optimally. Please refer to our documentation.

Availability 107

Availability Open Source Azure Hardware 107

Dynatrace

FEBRUARY 16, 2023

The Carbon Impact dashboard: Your IT carbon footprint overview The Carbon footprint summary reports total CO2e emissions for the selected and preceding timeframes for quick interval-based comparisons. General availability is planned for the second quarter of 2023.

Energy 260

Energy Airlines Analytics Transportation 260

The Netflix TechBlog

NOVEMBER 14, 2023

Psyberg also uses the provided inputs to detect the Iceberg snapshots that persisted after the latest high watermark available in the watermark table. This stored data is then available for the subsequent LOAD.FACT_TABLE job in the workflow to utilize and for analysis and debugging purposes.

Processing 234

Processing Data Engineering Efficiency Analytics 234

Dynatrace

JUNE 8, 2021

Observability is a topic at the top of mind for all architects, Site Reliability Engineers (SREs), and more – each wanting to use observability to proactively detect issues and guarantee the best experience and availability to users. Metric 2 (Number of requests in error): It’s already available in the Dynatrace built-in metric.

Metrics 242

Metrics Tuning Programming Systems 242

The Netflix TechBlog

APRIL 17, 2019

AOM has produced the reference software for AV1, which is called libaom and is available online. SVT-AV1 uses parallelization at several stages of the encoding process, which allows it to adapt to the number of available cores including newest servers with significant core count. SVT-AV1 already stands out in its speed.

Open Source 167

Open Source Scalability Speed Efficiency 167

Scalegrid

MARCH 28, 2024

In this comparison of Redis vs Memcached, we strip away the complexity, focusing on each in-memory data store’s performance, scalability, and unique features. Snapshots provide point-in-time captures of the dataset, which are efficient for recovery on startup.

Cache 130

Cache Storage Architecture Scalability 130

Scalegrid

JULY 17, 2020

JSONB supports indexing the JSON data, and is very efficient at parsing and querying the JSON data. For example, find all books that are available in braille. Essentially, this can only be used for whole object comparisons, which has a very limited use case. Managing High Availability in PostgreSQL. Learn more.

Storage 321

Storage Database Efficiency Processing 321

Dynatrace

SEPTEMBER 3, 2020

In comparison, the AIOps approach discussed within this article, is built upon a radically different deterministic AI engine – at Dynatrace known as Davis – that yields precise, actionable results in real-time. And of course, this type of information needs to be available to the AI and therefore be part of the entity. Conclusion.

Software 264

Software Software Artificial Intelligence Metrics 264

The Netflix TechBlog

FEBRUARY 16, 2021

Operational Efficiency: The majority of the changes require metadata configuration files and library code changes, usually taking days of testing and service release to adopt the updates. In comparison, the API interface for consumer services should be consistent and static regardless of the business requirement iteration.

Mobile 218

Mobile Engineering Infrastructure Scalability 218

The Netflix TechBlog

NOVEMBER 29, 2023

HDR was launched at Netflix in 2016 and the number of titles available in HDR has been growing ever since. Bitrate versus quality comparison HDR-VMAF is designed to be format-agnostic — it measures the perceptual quality of HDR video signal regardless of its container format, for example, Dolby Vision or HDR10.

Open Source 260

Open Source Software Engineering Internet Internet 260

Highly Scalable

MARCH 1, 2012

In this article I provide a short comparison of NoSQL system families from the data modeling point of view and digest several common modeling techniques. Nevertheless, entry modification is generally less efficient than entry insertion in the majority of implementations. The main design theme is “ What answers do I have?”

Database 279

Database Ecommerce Efficiency Engineering 279

The Netflix TechBlog

MARCH 13, 2020

The teams have been working closely on SVT-AV1 development, discussing architectural decisions, implementing new tools, and improving compression efficiency. The SVT-AV1 encoder supports all AV1 tools which contribute to compression efficiency.

Open Source 159

Open Source Efficiency C++ Speed 159

Dynatrace

JANUARY 31, 2022

When teams release software into production on the right side of the loop, they make the software available to users. Shift-left speeds up development efficiency and reduces costs by detecting and addressing software defects earlier in the development cycle before they get to production.

DevOps 246

DevOps Testing Monitoring Speed 246

Dynatrace

JANUARY 31, 2022

When teams release software into production on the right side of the loop, they make the software available to users. Shift-left speeds up development efficiency and reduces costs by detecting and addressing software defects earlier in the development cycle before they get to production. Watch webinar.

DevOps 246

DevOps Testing Monitoring Speed 246

Percona

APRIL 28, 2023

Let’s start with a simple introductory comparison: With proprietary (closed source) database software, the public does not have access to the source code; only the company that owns it and those given access can modify it. Now, myths aside, let’s get down to the brass tacks of database comparisons. You don’t have to.

Open Source 135

Open Source Database Software Software 135

Dynatrace

SEPTEMBER 25, 2019

Citrix is a sophisticated, efficient, and highly scalable application delivery platform that is itself comprised of anywhere from hundreds to thousands of servers. Synthetic monitoring: Citrix login availability and performance. Comparison of these metrics between VDAs characterizes load balancing efficiency.

Latency 164

Latency Performance Virtualization Infrastructure 164

SQL Performance

AUGUST 1, 2022

One of the complexities that is of a specific importance to this section is comparisons that potentially involve NULL comparands, such as ones that you use in filter and join predicates. Most operators that you use in such comparisons, including the equals (=) and different than (<>) operators, use three-valued logic.

Servers 142

Servers Testing C++ Code 142

The Netflix TechBlog

NOVEMBER 2, 2021

Perceptual quality measurements are used to drive video encoding optimizations , perform video codec comparisons , carry out A/B testing and optimize streaming QoE decisions to mention a few. Here, based on the video length, the throughput and latency requirements, available scale etc., The workflow is initiated. 4c & 5.

Media 178

Media Innovation Metrics Latency 178

Dynatrace

NOVEMBER 4, 2022

On average, IT, development, and security teams in the sector rely on nine different monitoring tools to maintain visibility into performance and availability. Overall, 53% of IT leaders say t he number of tools needed to monitor the end-to-end technology stack makes it difficult to operate efficiently.

Government 147

Government Analytics Cloud Storage 147

Percona

MARCH 29, 2023

As the amount of data grows, the need for efficient data compression becomes increasingly important to save storage space, reduce I/O overhead, and improve query performance. Snappy compression is designed to be fast and efficient regarding memory usage, making it a good fit for MongoDB workloads. provides higher compression rates.

Storage 130

Storage Network Open Source Latency 130

Testsigma

APRIL 12, 2021

There are tons of devices and Android versions available that your application must be compatible with. Let’s discuss both approaches by having a detailed comparison between the two. Automated testing is easily scalable for larger mobile apps and is more cost-efficient compared to manual testing in the long run. Manual Testing.

Testing 52

Testing Mobile Efficiency Testing Tools 52

Percona

DECEMBER 11, 2023

This separation aims to streamline transaction write logging, improving efficiency and consistency. It becomes more manageable and efficient by isolating logs and data to a dedicated mount. This ensures that the advantages of DLV extend to enhanced availability and reliability in Multi-AZ configurations.

AWS 117

AWS Benchmarking Performance Traffic 117

Scalegrid

AUGUST 15, 2019

This feature is perfect for someone who is not as familiar or efficient in using MongoDB syntax. It’s further enhanced by an in-place code editor which is also available in all three views. MongoDB Compass , MongoDB’s own GUI tool, supports the latest MongoDB versions and is available on Linux, Mac, or Windows. MongoDB Compass.

Database 40

Database Servers Availability Monitoring 40

All Things Distributed

FEBRUARY 18, 2013

OpsWorks provides an event-driven configuration system with rich deployment tools that allow you to efficiently manage applications over their lifetime, including support for customizable deployments, rollback, patch management, auto scaling, and auto healing. Automated â?? OpsWorks uses automation to simplify operations.

AWS 141

AWS Cloud Architecture Infrastructure 141

Scalegrid

JANUARY 8, 2024

Real-world examples like Spotify’s multi-cloud strategy for cost reduction and performance, and Netflix’s hybrid cloud setup for efficient content streaming and creation, illustrate the practical applications of each model. Thus making it an ideal choice for businesses seeking a successful implementation of their multi-cloud strategy.

Cloud 147

Cloud Strategy Scalability Artificial Intelligence 147

Smashing Magazine

JULY 19, 2021

By adding automated visual testing , we can eliminate those flaky tests , leveling up our testing pipelines providing that coverage (and more) by taking advantage of smart image comparisons using screenshots of our website or app. Image Comparisons. Leveraging The Different Types Of Testing. How Does Visual Testing Work?

Testing 144

Testing Code Design Strategy 144

The Morning Paper

NOVEMBER 15, 2020

Improving the efficiency with which we can coordinate work across a collection of units (see the Universal Scalability Law ). The baseline for comparison is Snort 3.0 , “the most powerful IPS in the world” according to the Snort website. FPGAs are chosen because they are both energy efficient and available on SmartNICs).

Servers 128

Servers Hardware Latency Design 128