ScaleOut Software

JUNE 29, 2018

While the model alone does not provide specific APIs for predictive analytics or machine learning, its architecture provides an organizational structure for hosting application-specific algorithms so that they have immediate access to the context they need for deep introspection. This is the case with digital twins.

Software Architecture 40

Software Architecture Architecture Software Software 40

ScaleOut Software

JUNE 29, 2018

While the model alone does not provide specific APIs for predictive analytics or machine learning, its architecture provides an organizational structure for hosting application-specific algorithms so that they have immediate access to the context they need for deep introspection. This is the case with digital twins.

Software Architecture 40

Software Architecture Architecture Software Software 40

O'Reilly

SEPTEMBER 12, 2023

A few weeks ago, I saw a tweet that said “Writing code isn’t the problem. That statement nicely summarizes what makes software development difficult. Anyone who works in programming has seen the source code for some project evolve from something short, sweet, and clean to a seething mass of bits. Controlling complexity is.”

Software 121

Software Software Development Programming 121

Dynatrace

DECEMBER 8, 2021

In contrast to modern software architecture, which uses distributed microservices, organizations historically structured their applications in a pattern known as “monolithic.” ” A monolithic software application has a few properties that are important to understand. Dynamic applications with ephemeral services.

Cloud 226

Cloud Serverless Hardware Operating System 226

Dynatrace

MAY 23, 2022

Traditional monolithic architectures are built around the concept of large applications that are self-contained, independent, and incorporate myriad capabilities. As developers move to microservice-centric designs, components are broken into independent services to be developed, deployed, and maintained separately. Microservices cons.

Architecture 194

Architecture DevOps Monitoring Programming 194

O'Reilly

AUGUST 9, 2022

Designing the prompts to get DALL-E to do something extraordinary requires a new kind of technique that’s very different from understanding pigments and brushes. GitHub Copilot (based on a model named Codex , which is derived from GPT-3) generates code in a number of programming languages, based on comments that the user writes.

Programming 105

Programming Java C++ Design 105

Strategic Tech

JULY 22, 2019

In Domain-Driven Design, a large system is decomposed into bounded contexts , which become natural boundaries in code as microservices and as teams in the organisation. The Bounded Context Design Canvas I designed this canvas based on the typical flow of strategic DDD workshops I run publicly and privately.

Design 76

Design Systems Strategy Processing 76

O'Reilly

OCTOBER 31, 2023

That’s no doubt true; prior to its release as an open source project, Kubernetes was Google’s Borg, the almost legendary software that ran their core applications. Kubernetes was designed for Google-scale deployments; but very few organizations need that. We’ve long thought that a simpler alternative to Kubernetes would arrive.

Open Source 81

Open Source Google Software Architecture Technology 81

Software Architecture

APRIL 8, 2018

Kotlin’s type system eliminates the danger of null references from code. String Templates Strings may contain template expressions i.e. code that is evaluated and its result is concatenated into the string. No need to bloat your code with explicitly written getters and setters as in Java.

Java 100

Java Lambda Software Architecture Programming 100

Strategic Tech

SEPTEMBER 30, 2020

I’ve heard the opinion from many technical leaders that it is reasonable to expect a new hire to take upto 6 months to learn about the code, the domain, and the architecture before they become fully productive. I believe that self-documenting architecture would dramatically reduce one of the big costs in software development.

Architecture 75

Architecture Design Programming Software 75

ScaleOut Software

AUGUST 18, 2018

What is required is a software architecture that enables seamless migration without requiring application code to be reimplemented for execution on edge-based platforms. We can leverage its data and code encapsulation to transparently migrate low-level event handling functionality to the edge – where the devices live.

IoT 45

IoT Ecommerce Analytics Latency 45

ScaleOut Software

AUGUST 18, 2018

What is required is a software architecture that enables seamless migration without requiring application code to be reimplemented for execution on edge-based platforms. We can leverage its data and code encapsulation to transparently migrate low-level event handling functionality to the edge – where the devices live.

IoT 40

IoT Ecommerce Analytics Latency 40

Strategic Tech

SEPTEMBER 18, 2021

In companies with many teams and many millions of lines of code, including a lot of legacy, there are endless things that can be improved in the product, software, and organization. The future automated process needs to be carefully designed, not just a a copy of the existing manual process. Why Thing Get Stuck After Discovery?

Strategy 97

Strategy Design Technology Technology 97

O'Reilly

FEBRUARY 18, 2020

Software architecture, infrastructure, and operations are each changing rapidly. The shift to cloud native design is transforming both software architecture and infrastructure and operations. R was designed for use in academic, scientific, and, more recently, commercial use cases.

Software Architecture 134

Software Architecture DevOps Data Engineering Architecture 134

Strategic Tech

JULY 18, 2018

There are thousands of ways we can shape the software systems we build and organise our teams around them. Yet there is no flowchart we can simply follow to find the optimal design. The products themselves are software systems which grow harder and harder to reason about as they scale and age.

Design 40

Design Architecture Software Architecture Systems 40

O'Reilly Software

OCTOBER 23, 2018

It's a given that we must design a system, including a local software architecture, that actually runs, that is "solid." This is supported in real terms through standards and consistent application of conventions, both in the information architecture (i.e., It must be useful, have utility. Solid doesn't mean inflexible.

Strategy 100

Strategy Architecture Technology Technology 100

The Netflix TechBlog

DECEMBER 3, 2019

A key observation was that most of our data scientists had nothing against writing Python code. Data scientists want to retain their freedom to use arbitrary, idiomatic Python code to express their business logic?—?like The steps can be arbitrary Python code. It leverages elasticity of the cloud by design?—?both

Open Source 232

Open Source AWS Infrastructure Energy 232

Smashing Magazine

NOVEMBER 22, 2021

It’s one thing to identify bottlenecks and implement optimizations for a specific website or a few similar websites, and quite another when dealing with many millions of websites, having such a wide variety of functionality, and an almost total freedom of design. Instead, we have to accommodate all of this variability, mostly on-demand.

Website 126

Website Performance Google Media 126

The Netflix TechBlog

DECEMBER 3, 2019

A key observation was that most of our data scientists had nothing against writing Python code. Data scientists want to retain their freedom to use arbitrary, idiomatic Python code to express their business logic?—?like The steps can be arbitrary Python code. It leverages elasticity of the cloud by design?—?both

Open Source 134

Open Source AWS Infrastructure Energy 134

O'Reilly

OCTOBER 19, 2021

All ML projects are software projects. If you peek under the hood of an ML-powered application, these days you will often find a repository of Python code. If you ask an engineer to show how they operate the application in production, they will likely show containers and operational dashboards—not unlike any other software service.

DevOps 138

DevOps Software Engineering Open Source Infrastructure 138

Strategic Tech

FEBRUARY 19, 2020

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. I crave structure and analytical thinking patterns to design optimal solutions. There are too many variables involved.

Architecture 64

Architecture Strategy Design Software Architecture 64

Strategic Tech

MAY 9, 2020

If you want to get started with Strategic DDD to gain deeper insights into your domain and to align your software architecture with your domain, you can use this Miro board: [link] No sign up, installation, or payment is required to view the board. In order to use the tools you will need to copy them onto a board of your own.

Software Architecture 59

Software Architecture Architecture Design Technology 59

Strategic Tech

APRIL 11, 2021

The microservices era has been good for software architecture. A domain service builds on the basic definition of a microservice: it’s a loosely-coupled, independently deployable element of software architecture which is owned by a single team. A common question in designing a domain is “how big should a domain be?”

Software Architecture 52

Software Architecture Architecture Design Games 52

Abhishek Tiwari

JULY 20, 2019

One thing stand-out to me is being intentional and practical about your engineering organisation design. First and foremost, being intentional about organisation design requires good and honest discussions about all possible option. In this model, software architecture and code ownership is a reflection of the organisational model.

Engineering 61

Engineering Retail Airlines Healthcare 61

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!” Compliance doesn’t need to scary, stressed Levins.

DevOps 8

DevOps Education Innovation Metrics 8

The Netflix TechBlog

MARCH 10, 2020

We decided to build our app based on principles behind Hexagonal Architecture and Uncle Bob’s Clean Architecture. The idea of Hexagonal Architecture is to put inputs and outputs at the edges of our design. a database, a microservice API exposed via gRPC or REST, or just a simple CSV file.

Architecture 345

Architecture Transportation Java Strategy 345

Strategic Tech

APRIL 27, 2019

Perhaps led by strong managers, they will fight vehemently for their work to be prioritised and software systems to be designed to their needs. This organisational pattern can be mirrored in the software architecture, emphasising the sociotechnical nature of systems. These concepts also apply to distributed architectures.

Software Architecture 58

Software Architecture Architecture Government Design 58

All Things Distributed

APRIL 27, 2011

To our shareowners: Random forests, naïve Bayesian estimators, RESTful services, gossip protocols, eventual consistency, data sharding, anti-entropy, Byzantine quorum, erasure coding, vector clocks. Look inside a current textbook on software architecture, and youll find few patterns that we dont apply at Amazon. Recent Entries.

Technology 151

Technology Technology AWS Storage 151

Strategic Tech

APRIL 27, 2020

The techniques we use for visual, collaborative domain modelling are designed for in-person events, where everybody is in the same physical space. We will be running a remote-optimised domain-driven design workshop on 15–16th June where we will use some of the techniques discussed in this post and many others, like the bounded context canvas.

Innovation 52

Innovation Design Architecture Software Architecture 52

Strategic Tech

JUNE 4, 2019

One of the key decisions we need to make in software architecture and in our organisations is when and where to create shared services and organise teams to build them. But there are a series of heuristics, or questions we can ask ourselves, to improve our chances of making the right sociotechnical design decision.

Software Architecture 40

Software Architecture Efficiency Innovation Architecture 40

O'Reilly

MARCH 2, 2020

It’s not about getting software developers to write code faster. Perhaps the appropriate yardstick for AI projects is the experiment itself, not the code committed to git.). This has to do with the concept of bounded context from Domain Driven Design.). And that’s a big clue about what the word “Agile” means.

Artificial Intelligence 21

Artificial Intelligence Software Architecture Programming Infrastructure 21

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. Decoupling Streams of Work Our goal when designing systems is to maximise the speed of delivery and value of the work we deliver.

Systems 40

Systems Social Media Design Media 40

Strategic Tech

AUGUST 1, 2019

How will you design the most effective architecture which supports short-term goals and long-term evolution? Another piece of design feedback is that we can’t replace the generic context with an off-the-shelf solution. How would you architect the solution? More importantly, how would you resolve this decision in the team?

Architecture 40

Architecture Design Engineering Best Practices 40

Strategic Tech

JULY 20, 2021

And the example below shows another worrying phenomena: we’ve got too many people working on less important things (often due to political or legacy code reasons) that could potentially be outsourced and that’s stopping us investing more time in our core domains.

Strategy 52

Strategy Innovation Technology Technology 52

Strategic Tech

DECEMBER 12, 2019

In software, reacting to unforeseen circumstances in real-time is not possible. We have to specify with great precision in code exactly what our business rules are, and the computer will apply them exactly as we tell it to. But there is a problem? Maybe there is a true Invariant Business Rul e : do they really exist?

Healthcare 10

Healthcare Software Architecture Database Software 10

Strategic Tech

DECEMBER 2, 2018

Multiple teams who must work very closely together even though they really don’t want to or have any reason to if not for the organisational coupling necessitated by the technical coupling in the code.

Efficiency 40

Efficiency Speed Innovation Transportation 40