Code and Scalability - Technology Performance Pulse

How low-code/no-code AutomationEngine advances automated workflows

Dynatrace

FEBRUARY 15, 2023

But to be scalable, they also need low-code/no-code solutions that don’t require a lot of spin-up or engineering expertise. With the Dynatrace modern observability platform, teams can now use intuitive, low-code/no-code toolsets and causal AI to extend answer-driven automation for business, development and security workflows.

Code

Code DevOps Cloud Analytics

C# Coding Convention: Coding Standard in C#

DZone

FEBRUARY 20, 2023

Coding conventions are a set of guidelines for writing code that is consistent, readable, and comprehensible. They are also sometimes called programming conventions, style guides, or coding standard. These conventions cover various aspects of the code, such as naming conventions, indentation, commenting, and formatting.

Code

Code C++ Programming Scalability

Dynatrace KSPM: Transforming Kubernetes security and compliance

Dynatrace

DECEMBER 9, 2024

Non-compliance and misconfigurations thrive in scalable clusters without continuous reporting. DevSecOps teams can integrate security gates into release processes to prevent the deployment of code or containers with vulnerabilities or compliance issues at runtime. Compliance auditing is a challenge.

Best Practices

Best Practices Benchmarking DevOps Efficiency

Optimizing GitHub Access Management for Enterprises: Enhancing Security, Scalability, and Continuity with Jenkins GitHub App Authentication and Load Balancing

DZone

JANUARY 2, 2025

It is critical for managing code repositories, automating tasks, and enabling collaboration among development teams. However, such an approach can introduce security vulnerabilities, scalability challenges, and operational risks, particularly when it comes to handling increasing complexity and ensuring high availability.

Scalability

Scalability DevOps Code Availability

Flexible, scalable, self-service Kubernetes native observability now in General Availability

Dynatrace

MAY 17, 2022

This file is automatically configured with working defaults, but it can be easily modified using a code editor such as VS Code. From here we jump directly into Dynatrace Distributed traces view, shown below, to understand code-level contributions to total processing time. Adapt deployments for multiple Dynatrace environments.

Availability

Availability Scalability Cloud Metrics

Manage your monitoring as code with Dynatrace’s HashiCorp Terraform integration

Dynatrace

MARCH 16, 2021

HashiCorp’s Terraform is an open-source infrastructure as a code software tool that provides a consistent CLI workflow to manage hundreds of cloud services. With this integration, Dynatrace customers can now leverage Terraform to manage their monitoring infrastructure as code,” said Asad Ali, Senior Director of Sales Engineering at Dynatrace.

Code

Code Monitoring Best Practices Infrastructure

Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Dynatrace

NOVEMBER 3, 2023

that offers security, scalability, and simplicity of use. focused on technology coverage, building on the flexibility of JMX for Java and Python-based coded extensions for everything else. Python code also carries limited scalability and the burden of governing its security in production environments and lifecycle management.

Technology

Technology Technology Scalability Availability

Progressive delivery at cloud scale: Optimizing CPU intensive code with Dynatrace

Dynatrace

OCTOBER 21, 2020

This is a great example of how valuable Dynatrace is for diagnosing performance or scalability issues, and a great testimony that we at Dynatrace use our own product and its various capabilities across our globally distributed systems. And the code-level root cause information is what makes troubleshooting easy for developers.

Code

Code Cloud Engineering Java

AI Prowess: Harnessing Docker for Streamlined Deployment and Scalability of Machine Learning Applications

DZone

AUGUST 9, 2023

Machine learning (ML) has seen explosive growth in recent years, leading to increased demand for robust, scalable, and efficient deployment methods. Traditional approaches often need help operationalizing ML models due to factors like discrepancies between training and serving environments or the difficulties in scaling up.

Scalability

Scalability Best Practices Open Source Virtualization

Reliability indicators that matter to your business: SLOs for all data types

Dynatrace

OCTOBER 31, 2024

To implement SLOs in your software delivery cycle and consistently add observability measures from the beginning, Dynatrace “configuration as code” (Monaco and Dynatrace Terraform) will soon support the new API. At the same time, dedicated configuration-as-code support in Monaco and Terraform will provide a scalable, automated solution.

Metrics

Metrics Availability Monitoring Scalability

Stuff The Internet Says On Scalability For February 22nd, 2019

High Scalability

FEBRUARY 22, 2019

2% : of sales spent by consumer packaged goods companies on R&D (14% for tech); 272 million : metric tons of plastic are produced each year around the globe; 100+ fp s: Google's Edge TPU; 6,000 : bugs per million lines of code; 2.2 They'll learn a lot and love you forever. The over under on the remaining number of quotes is 15.

Internet

Internet Internet Scalability Lambda

Observability and DevTool Platforms for AI Agents

DZone

FEBRUARY 19, 2025

These platforms provide developers with powerful tools to monitor, debug, and optimize AI agents, ensuring their reliability, efficiency, and scalability. Let's explore the key features of these platforms and examine some code examples to illustrate their practical applications.

Artificial Intelligence

Artificial Intelligence Scalability Efficiency Monitoring

Path to NoOps part 2: How infrastructure as code makes cloud automation attainable—and repeatable—at scale

Dynatrace

NOVEMBER 29, 2022

Infrastructure as code is a way to automate infrastructure provisioning and management. In this blog, I explore how Dynatrace has made cloud automation attainable—and repeatable—at scale by embracing the principles of infrastructure as code. Transparency and scalability. Infrastructure-as-code.

Infrastructure

Infrastructure Code Cloud DevOps

Radically speed up your code by fixing slow or frequent garbage collection

Dynatrace

APRIL 8, 2020

However, garbage collection is one of the main sources of performance and scalability issues in any modern Java application. Depending on your application, you may be faced with one of these challenges: Slow garbage collection : This can impact your CPU massively and can also be the main reason for scalability issues.

Speed

Speed Code Java Lambda

SRE Best Practices for Java Applications

DZone

MARCH 12, 2025

Site reliability engineering (SRE) plays a vital role in ensuring Java applications' high availability, performance, and scalability. Each section will be illustrated with relevant Java code samples to provide practical insights.

Best Practices

Best Practices Java Software Engineering Scalability

Predictable costs for Log Management & Analytics with new simplified licensing plan

Dynatrace

DECEMBER 18, 2024

The information is not a commitment, promise, or legal obligation to deliver any material, code, or functionality. This pricing flexibility allows customers to optimize their log analysis expenses by paying only for what they use.

Analytics

Analytics Best Practices Efficiency Storage

Title Launch Observability at Netflix Scale

The Netflix TechBlog

JANUARY 6, 2025

This thoughtful approach doesnt just address immediate hurdles; it builds the resilience and scalability needed for the future. Personalization systems handle the recommendation and serving of titles on these canvases, leveraging a vast ecosystem of microservices, caches, databases, code, and configurations to build these product canvases.

Scalability

Scalability Cache Engineering Systems

Building Resilience With Chaos Engineering and Litmus

DZone

JUNE 15, 2023

The scalability, agility, and continuous delivery offered by microservices architecture make it a popular option for businesses today. Various factors, such as network communication, inter-service dependencies, external dependencies, and scalability issues, can contribute to outages.

Engineering

Engineering Architecture Scalability Google

[DZone Survey] Share Your Expertise and Take our 2023 Web, Mobile, and Low-Code Apps Survey

DZone

JANUARY 11, 2023

We need you to share your knowledge on web and mobile development, how (if) you leverage low code, scalability challenges, and more. Do you consider yourself a developer? If "yes," then this survey is for you. The research covered in our Trend Reports depends on your feedback and helps shape the report.

Mobile

Mobile Code Scalability Development

Leveraging Infrastructure as Code for Data Engineering Projects: A Comprehensive Guide

DZone

JULY 3, 2023

However, with the emergence of Infrastructure as Code (IaC) practices, data engineers can now automate infrastructure provisioning, deployment, and management, ensuring reliability, scalability, and reproducibility.

Data Engineering

Data Engineering Infrastructure Code Engineering

Scaling Is Not Just About Products – It’s About Teams, Too

DZone

SEPTEMBER 19, 2021

We are well aware of what is meant by system scalability. System scalability is about maintaining the SLA of the system as the user base continues to grow and as the user activity continues to rise. However, to build highly successful products, this is not the only type of scalability that we should worry about.

Scalability

Scalability Software Engineering Engineering Systems

Write Optimized Spark Code for Big Data Applications

DZone

MARCH 7, 2023

In addition, pySpark applications can be tuned to optimize performance and achieve better execution time, scalability, and resource utilization. PySpark is the Python API for Apache Spark , which allows Python developers to write Spark applications using Python instead of Scala or Java.

Big Data

Big Data Code Tuning Open Source

One-Click Deploying EMQX MQTT Broker on AWS Using Terraform

DZone

SEPTEMBER 6, 2023

As a popular open-source MQTT broker, EMQX provides high scalability, reliability, and security for MQTT messaging. By using Terraform, a widespread Infrastructure as Code (IaC) tool, you can automate the deployment of EMQX MQTT Broker on AWS, making it easy to set up and manage your MQTT infrastructure.

AWS

AWS IoT Open Source Internet

Microservices Decoded: Unraveling the Benefits, Challenges, and Best Practices for APIs

DZone

MAY 15, 2023

This architectural style enables teams to develop and deploy services independently, offering flexibility and scalability to the software development process. These services can be developed and maintained separately, promoting code modularity and enhancing overall system agility.

Best Practices

Best Practices Architecture Scalability Software

Enhancing Resiliency: Implementing the Circuit Breaker Pattern for Strong Serverless Architecture on AWS

DZone

JANUARY 16, 2024

You write your code, and the cloud provider handles the rest - provisioning, scaling, and maintenance. Scalability: Serverless services automatically scale with the application's needs. Reduced operational overhead: Developers can focus purely on writing code and pushing updates, rather than worrying about server upkeep.

Serverless

Serverless AWS Architecture Lambda

Microsoft Azure Event Hubs

DZone

FEBRUARY 23, 2023

Event Hubs is a simple, dependable, and scalable real-time data intake solution. You get a managed Kafka experience without having to maintain your own clusters when you enable existing Apache Kafka clients and applications to communicate with Event Hubs without any code changes.

Azure

Azure Big Data Storage Analytics

Unlock the Power of DevSecOps with Newly Released Kubernetes Experience for Platform Engineering

Dynatrace

NOVEMBER 7, 2023

The old saying in the software development community, “You build it, you run it,” no longer works as a scalable approach in the modern cloud-native world. The ability to effectively manage multi-cluster infrastructure is critical to consistent and scalable service delivery. Monitoring-as-code can also be configured in GitOps fashion.

Engineering

Engineering DevOps Best Practices Infrastructure

AWS serverless services: Exploring your options

Dynatrace

OCTOBER 7, 2021

Scalability. Finally, there’s scalability. Using a low-code visual workflow approach, organizations can orchestrate key services, automate critical processes, and create new serverless applications. Serverless solutions are also more reliable than their traditional application counterparts.

Serverless

Serverless AWS Lambda Storage

Shift-Left Monitoring Approach for Cloud Apps in Containers

DZone

AUGUST 28, 2023

When you identify a scalability issue or a bug early, it is quicker and more cost-effective to resolve it. Moving inefficient code to cloud containers can be costly, as it may activate auto-scaling and increase your monthly bill. Furthermore, you will be in a state of emergency until you can identify, isolate, and fix the issue.

Cloud

Cloud Monitoring Scalability Software

What is container as a service? How CaaS compares to PaaS, IaaS, and FaaS

Dynatrace

NOVEMBER 3, 2022

The containerization craze has continued for enterprises, with benefits such as portability, efficiency, and scalability. Because container as a service doesn’t rely on a single code language or code stack, it’s platform agnostic. Easy scalability. million in 2020. The classes of CaaS. Process portability.

Serverless

Serverless Azure Hardware Transportation

How To Implement Specific Distributed System Patterns Using Spring Boot: Introduction

DZone

SEPTEMBER 11, 2024

Regarding contemporary software architecture, distributed systems have been widely recognized for quite some time as the foundation for applications with high availability, scalability, and reliability goals. Spring Boot's default codes and annotation setup lessen the time it takes to design an application.

Systems

Systems Java Software Architecture Programming

Debugging MySQL Core File in Visual Studio Code

Percona

OCTOBER 13, 2023

Visual Studio Code (VS) supports memory dump debugging via C/C++ extension: [link]. When MySQL generates a core file, the VS code simplifies the process of debugging. This blog will discuss how to debug the core file in VS code. Downloading the source code You can download the source code from GitHub.

Code

Code C++ Storage Programming

Microservices vs. Monolith at a Startup: Making the Choice

DZone

JANUARY 31, 2024

This decision, seemingly technical at its core, extends far beyond the area of coding, straight into the strategic planning that can make or break the early stages of a startup. The allure of a microservice architecture is understandable in today's tech state of affairs, where scalability, flexibility, and independence are highly valued.

Architecture

Architecture Scalability Design Engineering

Significance of Scriptless Test Automation In The Automated Testing World

DZone

AUGUST 26, 2021

Many developers have accepted that the no-code/ low-code methods are an effective way to meet the rising demand for faster apps. The no-code/ low-code has become a great substitute on which testers or developers can rely on accomplishing this objective. What is Scriptless Test Automation?

Testing

Testing Scalability Code Software

What is platform engineering?

Dynatrace

NOVEMBER 3, 2023

With growing multicloud complexity and the need for organization-wide scalability, self-service and automation capabilities have become increasingly essential for developer productivity. Platform engineers design and implement these platforms, as well as ensure their security, scalability, and reliability.

Engineering

Engineering DevOps Software Engineering Scalability

Medallion Architecture: Efficient Batch and Stream Processing Data Pipelines With Azure Databricks and Delta Lake

DZone

JULY 13, 2023

In today's data-driven world, organizations need efficient and scalable data pipelines to process and analyze large volumes of data. Detailed code samples and explanations will be provided to illustrate each implementation step.

Azure

Azure Architecture Efficiency Processing

Deploying Prometheus and Grafana as Applications using ArgoCD?—?Including Dashboards

DZone

MARCH 30, 2023

If you're tired of managing your infrastructure manually, ArgoCD is the perfect tool to streamline your processes and ensure your services are always in sync with your source code. Say goodbye to the headaches of manual infrastructure management and hello to a more efficient and scalable approach with ArgoCD!

Infrastructure

Infrastructure Scalability Efficiency Code

What is function as a service? App development gets FaaS and furious

Dynatrace

AUGUST 11, 2022

Before an organization moves to function as a service, it’s important to understand how it works, its benefits and challenges, its effect on scalability, and why cloud-native observability is essential for attaining peak performance. How does function as a service affect scalability? What is FaaS?

Development

Development Serverless Best Practices Lambda

The 3 biggest mistakes you can make when moving to Kubernetes

Dynatrace

APRIL 2, 2024

As someone who has worked deep in the coding trenches with developers my whole life, I’ve hand-picked the top three mistakes you can make when moving to Kubernetes. Kubernetes was made for the Configuration as Code paradigm, and all those YAML files belong in a Git repo. Easy scalability. Using GitOps tools such as Flux.

Virtualization

Virtualization Cloud Infrastructure Code

A Developer’s Guide To Optimizing Mobile App Performance

DZone

JANUARY 17, 2022

One of the main goals is to create a stable and high-quality code profile from aggregated and anonymous data as quickly as possible (to maximize the number of users that can benefit from this) while ensuring that we have enough data to optimize accurate performance applications.

Mobile

Mobile Performance Monitoring Scalability

What is observability? Not just logs, metrics and traces

Dynatrace

OCTOBER 1, 2021

DevSecOps teams can tap observability to get more insights into the apps they develop, and automate testing and CI/CD processes so they can release better quality code faster. Distributed tracing: This displays activity of a transaction or request as it flows through applications and shows how services connect, including code-level details.

Metrics

Metrics Open Source Monitoring Cloud

Testing Challenges Related to Microservice Architecture

DZone

FEBRUARY 20, 2023

If you are living in the same world as I am, you must have heard the latest coding buzzer termed “ microservices ”—a lifeline for developers and enterprise-scale businesses. Enough to make the business more scalable in a fly-by paralleling development, testing, and maintenance across various independent teams.

Architecture

Architecture Testing Strategy Scalability

What is GitOps?

Dynatrace

JULY 25, 2022

Building on the success of DevOps practices, GitOps is a relatively new way to manage infrastructure through code and automation, around a single Git repository (or a storage system for all the changes and files that relate to a given project). Development teams use GitOps to specify their infrastructure requirements in code.

DevOps

DevOps Infrastructure Speed Cloud

Automated observability, security, and reliability at scale

Dynatrace

JULY 18, 2023

Dynatrace Configuration as Code enables complete automation of the Dynatrace platform’s configuration, ensuring that software is secure and reliable. With Configuration as Code, developers can manage their observability and security tasks with config files that can be developed alongside source code conveniently and at scale.

Best Practices

Best Practices Code Infrastructure Latency

How low-code/no-code AutomationEngine advances automated workflows

C# Coding Convention: Coding Standard in C#

Trending Sources

Dynatrace KSPM: Transforming Kubernetes security and compliance

Optimizing GitHub Access Management for Enterprises: Enhancing Security, Scalability, and Continuity with Jenkins GitHub App Authentication and Load Balancing

Flexible, scalable, self-service Kubernetes native observability now in General Availability

Manage your monitoring as code with Dynatrace’s HashiCorp Terraform integration

Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Progressive delivery at cloud scale: Optimizing CPU intensive code with Dynatrace

AI Prowess: Harnessing Docker for Streamlined Deployment and Scalability of Machine Learning Applications

Reliability indicators that matter to your business: SLOs for all data types

Stuff The Internet Says On Scalability For February 22nd, 2019

Observability and DevTool Platforms for AI Agents

Path to NoOps part 2: How infrastructure as code makes cloud automation attainable—and repeatable—at scale

Radically speed up your code by fixing slow or frequent garbage collection

SRE Best Practices for Java Applications

Predictable costs for Log Management & Analytics with new simplified licensing plan

Title Launch Observability at Netflix Scale

Building Resilience With Chaos Engineering and Litmus

[DZone Survey] Share Your Expertise and Take our 2023 Web, Mobile, and Low-Code Apps Survey

Leveraging Infrastructure as Code for Data Engineering Projects: A Comprehensive Guide

Scaling Is Not Just About Products – It’s About Teams, Too

Write Optimized Spark Code for Big Data Applications

One-Click Deploying EMQX MQTT Broker on AWS Using Terraform

Microservices Decoded: Unraveling the Benefits, Challenges, and Best Practices for APIs

Enhancing Resiliency: Implementing the Circuit Breaker Pattern for Strong Serverless Architecture on AWS

Microsoft Azure Event Hubs

Unlock the Power of DevSecOps with Newly Released Kubernetes Experience for Platform Engineering

AWS serverless services: Exploring your options

Shift-Left Monitoring Approach for Cloud Apps in Containers

What is container as a service? How CaaS compares to PaaS, IaaS, and FaaS

How To Implement Specific Distributed System Patterns Using Spring Boot: Introduction

Debugging MySQL Core File in Visual Studio Code

Microservices vs. Monolith at a Startup: Making the Choice

Significance of Scriptless Test Automation In The Automated Testing World

What is platform engineering?

Medallion Architecture: Efficient Batch and Stream Processing Data Pipelines With Azure Databricks and Delta Lake

Deploying Prometheus and Grafana as Applications using ArgoCD?—?Including Dashboards

What is function as a service? App development gets FaaS and furious

The 3 biggest mistakes you can make when moving to Kubernetes

A Developer’s Guide To Optimizing Mobile App Performance

What is observability? Not just logs, metrics and traces

Testing Challenges Related to Microservice Architecture

What is GitOps?

Automated observability, security, and reliability at scale

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