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Ready to transition from a commercial database to opensource, and want to know which databases are most popular in 2019? Wondering whether an on-premise vs. public cloud vs. hybrid cloud infrastructure is best for your database strategy? Cloud Infrastructure Analysis : Public Cloud vs. On-Premise vs. Hybrid Cloud.
Because opensource software (OSS) is taking over the world, optimizing opensource contributions is becoming an essential competitive strategy. This flexibility appeals to developers and can help organizational leadership drive down costs while supporting digital transformation goals.
We can plausibly say the enterprise development market turned the tide on cloud-native development in 2020, as most net-new software and serious overhaul projects started moving toward microservices architectures, with Kubernetes as the preferred platform.
by David Berg , Ravi Kiran Chirravuri , Romain Cledat , Savin Goyal , Ferras Hamad , Ville Tuulos tl;dr Metaflow is now open-source! About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?”
Today’s organizations are constantly enhancing their systems and services as new opportunities arise, inspiring new forms of collaboration while relying on open ecosystems and opensource software. Opensource software is an example of the value created in an open ecosystem.
Open-Sourcing a Monitoring GUI for Metaflow, Netflix’s ML Platform tl;dr Today, we are open-sourcing a long-awaited GUI for Metaflow. link] Metaflow is a full-stack framework for data science that we started developing at Netflix over four years ago and which we open-sourced in 2019.
By Paul Bakker and Kavitha Srinivasan , Images by David Simmer , Edited by Greg Burrell Netflix has developed a Domain Graph Service (DGS) framework and it is now opensource. As you may recall from a previous blog post , Netflix has standardized on Spring Boot for backend development. Let’s start with a simple schema.
Veeramachaneni discusses how OTel is standardizing telemetry data and inspiring new open-source data collectors and workflows that bridge the gap between application and infrastructure monitoring. A: It’s given developers and platform teams much greater ownership of their data.
Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.
These are just a few of the open-source technologies you may encounter as you research observability solutions for managing complex multicloud IT environments and the services that run on them. Of these open-source observability tools, one stands out. Source: OpenTelemetry Documentation. Dynatrace news.
Some time ago Federico Toledo published Performance Testing with OpenSource Tools- Busting The Myths. Otherwise we wouldn’t see so many commercial tools built on the top of opensource including BlazeMeter (it is ironic that the article is posted on the BlazeMeter site), Flood, and OctoPerf.
Infrastructure monitoring is the process of collecting critical data about your IT environment, including information about availability, performance and resource efficiency. Many organizations respond by adding a proliferation of infrastructure monitoring tools, which in many cases, just adds to the noise. Dynatrace news.
Now let’s look at how we designed the tracing infrastructure that powers Edgar. This insight led us to build Edgar: a distributed tracing infrastructure and user experience. Our tactical approach was to use Netflix-specific libraries for collecting traces from Java-based streaming services until opensource tracer libraries matured.
Protecting IT infrastructure, applications, and data requires that you understand security weaknesses attackers can exploit. NMAP is an example of a well-known open-source network scanner. This is done by scanning targets such as application code, network infrastructure, or virtual machines. Dynatrace news. Assess risk.
This blog post explains how Dynatrace simplifies log ingestion, whether youre onboarding logs from your infrastructure using OneAgent, cloud services using log forwarding, or driving open-source standardization leveraging OpenTelemetry (OTel), Fluent Bit, or any other API-based ingestion methods.
How to achieve sustainable IT practices Use observability tools The first step in driving improvements is to obtain a comprehensive view of your IT infrastructure’s climate impact. Platform engineers can set defaults for development teams, such as the number of replicas a service should have or whether it scales automatically.
Dynatrace enables our customers to monitor and optimize their cloud infrastructure and applications through the Dynatrace Software Intelligence Platform. That spans across the platform, our website, support platform, our business backends, as well as our opensource projects such as Keptn. Dynatrace news.
OpenTelemetry Astronomy Shop is a demo application created by the OpenTelemetry community to showcase the features and capabilities of the popular open-source OpenTelemetry observability standard. Many companies are interested in experimenting with OpenTelemetry but have struggled with the lack of a good reference implementation.
For organizations running their own on-premises infrastructure, these costs can be prohibitive. Cloud service providers, such as Amazon Web Services (AWS) , can offer infrastructure with five-nines availability by deploying in multiple availability zones and replicating data between regions. What is always-on infrastructure?
As organizations look to expand DevOps maturity, improve operational efficiency, and increase developer velocity, they are embracing platform engineering as a key driver. The goal is to abstract away the underlying infrastructure’s complexities while providing a streamlined and standardized environment for development teams.
Today, development teams suffer from a lack of automation for time-consuming tasks, the absence of standardization due to an overabundance of tool options, and insufficiently mature DevSecOps processes. This leads to frustrating bottlenecks for developers attempting to build and deliver software.
We are a company of opensource proponents. We’re also dedicated and active participants in the global opensource community. Both opensource and proprietary options have advantages. With opensource database software , anyone in the general public can access the source code, read it, and modify it.
Findings provide insights into Kubernetes practitioners’ infrastructure preferences and how they use advanced Kubernetes platform technologies. Kubernetes infrastructure models differ between cloud and on-premises. Open-source software drives a vibrant Kubernetes ecosystem. Kubernetes moved to the cloud in 2022.
Kubernetes is a widely used opensource system for container orchestration. By gaining insights into how your Kubernetes workloads utilize computing and memory resources, you can make informed decisions about how to size and plan your infrastructure, leading to reduced costs.
by David Berg , Ravi Kiran Chirravuri , Romain Cledat , Savin Goyal , Ferras Hamad , Ville Tuulos tl;dr Metaflow is now open-source! About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?”
In these modern environments, every hardware, software, and cloud infrastructure component and every container, open-source tool, and microservice generates records of every activity. The architects and developers who create the software must design it to be observed.
At the 2024 Dynatrace Perform conference in Las Vegas, Michael Winkler, senior principal product management at Dynatrace, ran a technical session exploring just some of the many ways in which Dynatrace helps to automate the processes around development, releases, and operation. Real-time detection for fast remediation.
Greenplum Database is an open-source , hardware-agnostic MPP database for analytics, based on PostgreSQL and developed by Pivotal who was later acquired by VMware. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. OpenSource. What Exactly is Greenplum?
He explains how this opensource project has set the industry standard for container orchestration since its inception. Google open-sourced Kubernetes in 2014, positioning it as a competitor to Amazon Web Services, which was already offering open-source software as a service.
The use of opensource databases has increased steadily in recent years. Past trepidation — about perceived vulnerabilities and performance issues — has faded as decision makers realize what an “opensource database” really is and what it offers. What is an opensource database?
With limited freedom of choice and the burden of navigating complex infrastructures, companies often find themselves bound to single cloud providers, restricting their ability to take advantage of the best available tools and services. Participate in discussions : Engage with fellow users and developers in our community forums.
Think of containers as the packaging for microservices that separate the content from its environment – the underlying operating system and infrastructure. It is a suite of tools for developers to build, share, run and orchestrate containerized apps. Docker is more than containers, though. Here the overlap with Kubernetes begins.
RabbitMQ is an open-source message broker that supports multiple messaging protocols , including AMQP, STOMP, MQTT, and RabbitMQ Streams. Apache Kafka is an open-source event streaming platform for high-volume, event-driven data processing. What is RabbitMQ? What is Apache Kafka?
As businesses take steps to innovate faster, software development quality—and application security—have moved front and center. Indeed, according to one survey, DevOps practices have led to 60% of developers releasing code twice as quickly. Increased adoption of Infrastructure as code (IaC).
Central engineering teams enable this operational model by reducing the cognitive burden on innovation teams through solutions related to securing, scaling and strengthening (resilience) the infrastructure. All these micro-services are currently operated in AWS cloud infrastructure.
Many organizations are turning to opensource solutions to streamline their operations and reduce costs. Opensource migration can be a game-changer, offering flexibility, scalability, and cost-effectiveness. Below, we’ll explore the common pitfalls of opensource migration and provide insights on how to avoid them.
Many of these projects are under constant development by dedicated teams with their own business goals and development best practices, such as the system that supports our content decision makers , or the system that ranks which language subtitles are most valuable for a specific piece ofcontent.
We use and contribute to many open-source Python packages, some of which are mentioned below. Open Connect Open Connect is Netflix’s content delivery network (CDN). An easy, though imprecise, way of thinking about Netflix infrastructure is that everything that happens before you press Play on your remote control (e.g.,
The unstoppable rise of opensource databases. One database in particular is causing a huge dent in Oracle’s market share – opensource PostgreSQL. PostgreSQL, outlining the differences in these SQL database costs, features, and ease of use for both developers and database administrators (DBA’s) alike.
Container orchestration allows an organization to digitally transform at a rapid clip without getting bogged down by slow, siloed development, difficult scaling, and high costs associated with optimizing application infrastructure. Like Kubernetes, OpenShift is an opensource Kubernetes-based container platform.
MySQL and PostgreSQL are the top two opensource relational databases in the world, and Redis is the top key-value database. These databases are a natural fit for the developer market that has gravitated towards DigitalOcean since its launch just nine years ago in 2011.
Migrating a proprietary database to opensource is a major decision that can significantly affect your organization. Advantages of migrating to opensource For many reasons mentioned earlier, organizations are increasingly shifting towards opensource databases for their data management needs.
The cloud allows a modular approach to building applications, enabling development and operations teams to create and deploy feature-rich apps very quickly. It also entails secure development practices, security monitoring and logging, compliance and governance, and incident response.
Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.
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