Dynatrace

MARCH 3, 2020

For software engineering teams, this demand means not only delivering new features faster but ensuring quality, performance, and scalability too. One way to apply improvements is transforming the way application performance engineering and testing is done. Here is the definition of this model: ?. Try it today using Keptn .

Performance 239

Performance Education Innovation Software Architecture 239

Strategic Tech

NOVEMBER 1, 2021

The 2010s were a turning-point in the history of software engineering. While MVPs have been mainstream for a long time, the concept of Value Streams and Value Stream Architecture is still in the early adopter phase in the DevOps world. The details can vary quite a lot.

Software Architecture 98

Software Architecture Architecture DevOps Software 98

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. It allows for the breaking up of heavy monolithic architectures into multiple serverless “functions.” Understand and optimize your architecture. Dynatrace news. Optimize timing hotspots.

Serverless 234

Serverless Azure Monitoring Lambda 234

Strategic Tech

FEBRUARY 19, 2020

I’ve been disappointed for a long time with the way in which companies organise software development teams. I remember as a young, naive software developer, I assumed there would be structured processes and patterns similar to those used for designing a software architecture. A clear warning sign.

Architecture 64

Architecture Strategy Design Software Architecture 64

O'Reilly

FEBRUARY 18, 2020

This year’s growth in Python usage was buoyed by its increasing popularity among data scientists and machine learning (ML) and artificial intelligence (AI) engineers. Software architecture, infrastructure, and operations are each changing rapidly. Python libraries are no less useful for manipulating or engineering data, too.).

Software Architecture 134

Software Architecture DevOps Data Engineering Architecture 134

Adrian Cockcroft

JANUARY 17, 2022

photo taken by Adrian Cockcroft A year ago I did a talk at re:Invent called Architecture Trends and Topics for 2021 , so I thought it was worth seeing how they played out and updating them for the coming year. There were five trends and topics for 2021, Serverless First, Chaos Engineering, Wardley Mapping, Huge Hardware, Sustainability.

Serverless 98

Serverless Hardware AWS Architecture 98

Dynatrace

APRIL 8, 2022

Fluentd is an open-source data collector that unifies log collection, processing, and consumption. It collects, processes, and outputs log files to and from a wide variety of technologies. Processing plugins parse (normalize), filter, enrich (tagging), format, and buffer log streams. Adding the Dynatrace plug-in is easy.

Metrics 176

Metrics Analytics Software Architecture Open Source 176

O'Reilly Software

OCTOBER 23, 2018

I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved. Everyone who goes to architecture school learns his work. It must be beautiful, like Venus, inspiring love.

Strategy 100

Strategy Architecture Technology Technology 100

Abhishek Tiwari

JULY 20, 2019

When it comes to organising engineering teams, a popular view has been to organise your teams based on either Spotify's agile model (i.e. One thing stand-out to me is being intentional and practical about your engineering organisation design. Specialisation could be around products, business process, or technologies.

Engineering 61

Engineering Retail Airlines Healthcare 61

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. It allows for the breaking up of heavy monolithic architectures into multiple serverless “functions.” Understand and optimize your architecture. Dynatrace news. Optimize timing hotspots.

Serverless 140

Serverless Azure Monitoring Lambda 140

Dynatrace

APRIL 8, 2022

Fluentd is an open-source data collector that unifies log collection, processing, and consumption. It collects, processes, and outputs log files to and from a wide variety of technologies. Processing plugins parse (normalize), filter, enrich (tagging), format, and buffer log streams. Adding the Dynatrace plug-in is easy.

Metrics 130

Metrics Analytics Software Architecture Open Source 130

O'Reilly

SEPTEMBER 12, 2023

That code may take the form of dozens of microservices running as asynchronous processes and communicating over a network. What is the overall structure, the overall architecture, of these programs? How do you think about complexity when writing or maintaining software that may outlive its developers?

Software 122

Software Software Development Programming 122

ScaleOut Software

NOVEMBER 24, 2020

However, telematics architectures face challenges in responding to telemetry in real time. Current Telematics Architecture. This telematics architecture has evolved to handle ever increasing message rates (often reaching 2K messages per second), make up-to-the-minute information available to dispatchers, and feed offline analytics.

Analytics 52

Analytics Architecture Scalability Software Architecture 52

O'Reilly

MAY 19, 2020

More than one-third have adopted site reliability engineering (SRE); slightly less have developed production AI services. Software engineers represent the largest cohort, comprising almost 20% of all respondents (see Figure 1 ). Presence of a Site Reliability Engineering (SRE) team within respondents’ organizations.

Cloud 141

Cloud Serverless AWS Architecture 141

DZone

NOVEMBER 9, 2021

It’s much better to build your process around quality checks than retrofit these checks into the existent process. NIST did classic research to show that catching bugs at the beginning of the development process could be more than ten times cheaper than if a bug reaches production. A side note.

Software 245

Software Software Code Energy 245

Strategic Tech

SEPTEMBER 18, 2021

It’s extremely frustrating as an engineer to work on something which is cancelled and to switch focus to something else. Another hurdle to decision making is when technology leaders feel that the skills needed to deliver big changes don’t exist within the organization like the lack of DDD, architecture, or cloud skills.

Strategy 97

Strategy Technology Technology Design 97

O'Reilly Software

APRIL 4, 2018

Considerations for setting the architectural foundations for a fast data platform. We live in the era of the connected experience, where our daily interactions with the world can be digitized, collected, processed, and analyzed to generate valuable insights. Accumulating all this data to process overnight is not an option anymore.

Architecture 80

Architecture Scalability Google Operating System 80

O'Reilly

NOVEMBER 12, 2019

For the inaugural O’Reilly survey on serverless architecture adoption, we were pleasantly surprised at the high level of response: more than 1,500 respondents from a wide range of locations, companies, and industries participated. As noted earlier, the majority of survey respondents are software engineers.

Serverless 88

Serverless Architecture FinTech Infrastructure 88

O'Reilly

FEBRUARY 2, 2020

Source code is relatively less important compared to typical applications; the training data is what determines how the model behaves, and the training process is all about tweaking parameters in the application so that it delivers correct results most of the time. Second, the behavior of AI systems changes over time.

Software Architecture 68

Software Architecture Monitoring Software Engineering Architecture 68

Strategic Tech

MAY 3, 2021

Mapping out your business’s domain landscape has many benefits: knowledge sharing, generating product ideas, providing the foundation for software architecture, aligning on requirements, but a common challenge is… “where do we start?” I find that the more details added when fleshing out the domain (e.g. This is quite a big topic.

Software Architecture 52

Software Architecture Architecture Design Software 52

O'Reilly

OCTOBER 31, 2019

Most of what we do on our computers—fancy graphics, email, databases, building websites, data analysis, digital signal processing—can’t be done with quantum computing. The language, practices, and tools of cloud native architecture are prominent in Velocity Berlin proposals. Site reliability engineering (SRE) is growing.

Artificial Intelligence 53

Artificial Intelligence Google Software Architecture Cloud 53

O'Reilly

AUGUST 9, 2022

Perhaps the only exception would be a library that could be developed once, then tested, verified, and used without modification–but the development process would have to re-start from ground zero whenever a bug or a security vulnerability was found. Is the craft of software architecture different from the craft of programming?

Programming 105

Programming Java C++ Design 105

The Netflix TechBlog

MARCH 10, 2020

by Damir Svrtan and Sergii Makagon As the production of Netflix Originals grows each year, so does our need to build apps that enable efficiency throughout the entire creative process. We decided to build our app based on principles behind Hexagonal Architecture and Uncle Bob’s Clean Architecture.

Architecture 345

Architecture Transportation Java Strategy 345

The Agile Manager

SEPTEMBER 30, 2020

Coca-Cola engineered a replacement product that consumers rated superior to both the classic Coke product and Pepsi. They engineered a superior product. Both firms would have been forced to sacrifice cash flows from film (and Kodak in film processing) in pursuit of an uncertain future. As the 1990s business strategy sage M.

Hardware 52

Hardware Social Media Media Strategy 52

Strategic Tech

AUGUST 26, 2018

It’s the process you use to make the design decisions that matters. And of course, when you need to choose the most suitable design, The 5 Primary Heuristics of Sociotechnical Architecture will help you to identify the optimal solution for your business needs. Please read on for clarification.

Design 40

Design Software Architecture Architecture Software 40

Tasktop

APRIL 8, 2021

Bottlenecks from internal processes and a dated software architecture severely affected morale. Jason Babcoke will also join our board and brings tremendous experience at the intersection of entrepreneurship and engineering. Culture was blamed for the lack of results.

Innovation 52

Innovation DevOps Analytics Scalability 52

Strategic Tech

APRIL 27, 2020

Less than a decade ago the smartest and most senior engineers I worked with told me “The cloud is nice but it’s not going to be for most companies, especially us.” This style of modelling will be slow and will not generate the huge insights of a chaotic, parallel modelling process. That aged well. A Wardley Map.

Innovation 52

Innovation Design Architecture Software Architecture 52

O'Reilly

MARCH 2, 2020

When a project is going off track because some requirement wasn’t understood properly, you need to fix that as soon as possible—not after a year-long development process. When processes change, who wins, who loses, and why? Software architecture, infrastructure, and operations are each changing rapidly.

Artificial Intelligence 21

Artificial Intelligence Software Architecture Programming Infrastructure 21

O'Reilly

OCTOBER 19, 2021

This is both frustrating for companies that would prefer making ML an ordinary, fuss-free value-generating function like software engineering, as well as exciting for vendors who see the opportunity to create buzz around a new category of enterprise software. The new category is often called MLOps. This approach is not novel.

DevOps 138

DevOps Software Engineering Infrastructure Open Source 138

Strategic Tech

JUNE 23, 2018

Loosely-coupled teams enabled by loosely-coupled software architecture is one of the strongest predictors of continuous delivery performance and organizational scaling. With loosely-coupled architectures we can invest more granularly where payback is greatest. Diligently-crafted boundaries give us strategic-flexibility.

Systems 40

Systems Social Media Design Media 40

The Netflix TechBlog

JULY 12, 2019

By Drew Koszewnik This is the story about how the Content Setup Engineering team used Hollow, a Netflix OSS technology, to re-architect and simplify an essential component in our content pipeline?—?delivering delivering a large amount of business value in the process. Improved debuggability and visibility into liveness processing.

Cache 183

Cache Architecture Latency Engineering 183

The Netflix TechBlog

DECEMBER 3, 2019

mainly because of mundane reasons related to software engineering. We heard many stories about difficulties related to data access and basic data processing. They know that feature engineering is critical for many models, so they want to stay in control of model inputs and feature engineering logic.

Open Source 232

Open Source AWS Infrastructure Energy 232

The Netflix TechBlog

DECEMBER 3, 2019

mainly because of mundane reasons related to software engineering. We heard many stories about difficulties related to data access and basic data processing. They know that feature engineering is critical for many models, so they want to stay in control of model inputs and feature engineering logic.

Open Source 134

Open Source AWS Infrastructure Energy 134

Strategic Tech

DECEMBER 12, 2019

In the real world we can be vague about our business rules and processes. If you’d like to go through the whole process of modelling domains, shaping the software architecture, and finding aggregates, join my 2 day workshop at DDD EU in February 2020. Hope to see you there.

Healthcare 10

Healthcare Software Architecture Database Software 10

Tasktop

OCTOBER 30, 2019

Scott Havens, Senior Director of Engineering at Mode Operandi, highlighted the benefits of event-based systems over legacy approaches, and how software architecture should be just as beautiful as the clothes on sale. Just look at how ugly that service-oriented architecture is!” Photo credit: @DOES_USA. Roberts agreed.

DevOps 8

DevOps Education Innovation Metrics 8

All Things Distributed

APRIL 27, 2011

Look inside a current textbook on software architecture, and youll find few patterns that we dont apply at Amazon. And while many of our systems are based on the latest in computer science research, this often hasnt been sufficient: our architects and engineers have had to advance research in directions that no academic had yet taken.

Technology 151

Technology Technology AWS Storage 151

The Netflix TechBlog

MAY 19, 2023

A cleanup process to prune stale relationships from the database. By sponsoring the project, Netflix was able to help AuthZed prioritize engineering effort and accelerate adding Caveats to SpiceDB. “can app bar in us-west-2 access this document.” What was problematic about this design?

Cache 249

Cache Google Open Source Systems 249