The Netflix TechBlog

OCTOBER 8, 2024

The Key-Value Abstraction offers a flexible, scalable solution for storing and accessing structured key-value data, while the Data Gateway Platform provides essential infrastructure for protecting, configuring, and deploying the data tier.

Latency 236

Latency Storage Traffic Tuning 236

The Netflix TechBlog

DECEMBER 21, 2020

At this scale, we can gain a significant amount of performance and cost benefits by optimizing the storage layout (records, objects, partitions) as the data lands into our warehouse. We built AutoOptimize to efficiently and transparently optimize the data and metadata storage layout while maximizing their cost and performance benefits.

Storage 209

Storage Latency Efficiency Data Engineering 209

Dynatrace

NOVEMBER 2, 2020

IT infrastructure is the heart of your digital business and connects every area – physical and virtual servers, storage, databases, networks, cloud services. We’ve seen the IT infrastructure landscape evolve rapidly over the past few years. What is infrastructure monitoring? . Dynatrace news.

Infrastructure 213

Infrastructure Monitoring Virtualization Serverless 213

DZone

JULY 19, 2023

The IT infrastructure and services will reach $35.98 To address this need, the integration of cloud computing and virtualization has emerged as a groundbreaking solution as these technologies boast scalability and flexibility, entirely transforming the operational landscape. billion by 2025.

Virtualization 130

Virtualization Scalability Energy Cloud 130

DZone

OCTOBER 24, 2023

The ELK stack is an abbreviation for Elasticsearch, Logstash, and Kibana, which offers the following capabilities: Elasticsearch: a scalable search and analytics engine with a log analytics tool and application-formed database, perfect for data-driven applications.

Analytics 253

Analytics Storage Infrastructure Scalability 253

Dynatrace

SEPTEMBER 5, 2024

Native support for syslog messages extends our infrastructure log support to all Linux/Unix systems and network devices. Dynatrace supports scalable data ingestion, ensuring your observability infrastructure grows with your cloud environment. The dashboard tracks a histogram chart of total storage utilized with logs daily.

Innovation 273

Innovation AWS Analytics Storage 273

Dynatrace

JULY 8, 2020

One of the promises of container orchestration platforms is to make i t easier for the developers to accelerate the deployment of their app lication s without having to worry about scalability and infrastructure dependencies. Need help getting started? Monitor your Kubernetes clusters with Dynatrace .

Infrastructure 205

Infrastructure Monitoring Cloud Metrics 205

DZone

MARCH 2, 2023

It must be said that this video traffic phenomenon primarily owes itself to modernizations in the scalability of streaming infrastructure, which simply weren’t present fifteen years ago.

Social Media 279

Social Media Java Traffic Internet 279

The Netflix TechBlog

SEPTEMBER 18, 2024

Vidhya Arvind , Rajasekhar Ummadisetty , Joey Lynch , Vinay Chella Introduction At Netflix our ability to deliver seamless, high-quality, streaming experiences to millions of users hinges on robust, global backend infrastructure. The KV data can be visualized at a high level, as shown in the diagram below, where three records are shown.

Latency 248

Latency Storage Cache Efficiency 248

Scalegrid

SEPTEMBER 10, 2024

At ScaleGrid, we’re always pushing the boundaries to offer more flexibility and scalability to our customers. We’re proud to introduce AWS Outposts support, allowing you to manage cloud infrastructure on-premises while maintaining full AWS integration.

Latency 130

Latency AWS Storage Tuning 130

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. Infrastructure as a service (IaaS) handles compute, storage, and network resources.

Development 261

Development Serverless Best Practices Lambda 261

DZone

NOVEMBER 27, 2023

An open-source distributed SQL query engine, Trino is widely used for data analytics on distributed data storage. Optimizing Trino to make it faster can help organizations achieve quicker insights and better user experiences, as well as cut costs and improve infrastructure efficiency and scalability. But how do we do that?

Tuning 162

Tuning Speed Performance Open Source 162

Dynatrace

FEBRUARY 2, 2022

With this solution, customers will be able to use Dynatrace’s deep observability , advanced AIOps capabilities , and application security to all applications, services, and infrastructure, out-of-the-box. All data at rest is stored in Azure Storage and is encrypted and decrypted using 256-bit AES encryption (FIPS 140-2 compliant).

Azure 324

Azure Availability Hardware Innovation 324

High Scalability

DECEMBER 16, 2022

Cloud computing is a model of computing that delivers computing services over the internet, including storage, data processing, and networking. It allows users to access and use shared computing resources, such as servers, storage, and applications, on demand and without the need to manage the underlying infrastructure.

Cloud 201

Cloud Serverless Internet Internet 201

Dynatrace

JANUARY 11, 2023

With more organizations taking the multicloud plunge, monitoring cloud infrastructure is critical to ensure all components of the cloud computing stack are available, high-performing, and secure. Cloud monitoring is a set of solutions and practices used to observe, measure, analyze, and manage the health of cloud-based IT infrastructure.

Cloud 233

Cloud Monitoring Best Practices Infrastructure 233

Dynatrace

OCTOBER 7, 2021

This means you no longer have to provision, scale, and maintain servers to run your applications, databases, and storage systems. Instead of worrying about infrastructure management functions, such as capacity provisioning and hardware maintenance, teams can focus on application design, deployment, and delivery. Scalability.

Serverless 293

Serverless AWS Lambda Storage 293

Dynatrace

OCTOBER 23, 2023

Secondly, determining the correct allocation of resources (CPU, memory, storage) to each virtual machine to ensure optimal performance without over-provisioning can be difficult. Firstly, managing virtual networks can be complex as networking in a virtual environment differs significantly from traditional networking.

Efficiency 226

Efficiency Virtualization Hardware Performance 226

The Netflix TechBlog

FEBRUARY 13, 2023

Our goal in building a media-focused ML infrastructure is to reduce the time from ideation to productization for our media ML practitioners. Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. We accomplish this by paving the path to: Accessing and processing media data (e.g.

Media 294

Media Storage Infrastructure Systems 294

Dynatrace

OCTOBER 4, 2022

Log management and analytics is an essential part of any organization’s infrastructure, and it’s no secret the industry has suffered from a shortage of innovation for several years. Teams have introduced workarounds to reduce storage costs. Stop worrying about log data ingest and storage — start creating value instead.

Analytics 246

Analytics Artificial Intelligence Storage Serverless 246

Dynatrace

JUNE 10, 2024

Infrastructure type In most cases, legacy SIEM tools are on-premises. Security analytics must also contend with the multicomponent architecture of modern IT infrastructure. Dehydrated data has been compressed or otherwise altered for storage in a data warehouse. How do companies reliably find, review, and analyze this data?

Analytics 243

Analytics Network Open Source Hardware 243

Dynatrace

APRIL 20, 2023

With more automated approaches to log monitoring and log analysis, however, organizations can gain visibility into their applications and infrastructure efficiently and with greater precision—even as cloud environments grow. They enable IT teams to identify and address the precise cause of application and infrastructure issues.

Analytics 200

Analytics Infrastructure Storage Architecture 200

Scalegrid

MARCH 14, 2024

This approach allows companies to combine the security and control of private clouds with public clouds’ scalability and innovation potential. The architecture usually integrates several private, public, and on-premises infrastructures.

Strategy 130

Strategy Cloud Artificial Intelligence Infrastructure 130

DZone

MARCH 20, 2024

Embedded within the Linux kernel, KVM empowers the creation of VMs with their virtualized hardware components, such as CPUs, memory, storage, and network cards, essentially mimicking a machine. It allows physical servers to serve as hypervisor hosting machines ( VMs ).

Virtualization 124

Virtualization Hardware Open Source Storage 124

Scalegrid

JANUARY 8, 2024

Key Takeaways Multi-cloud involves using services from multiple cloud providers to gain flexibility and reduce vendor lock-in, while hybrid cloud combines private and public cloud resources to balance control and scalability. What is Multi-Cloud? But what is the purpose behind this model?

Strategy 147

Strategy Cloud Scalability Artificial Intelligence 147

The Netflix TechBlog

NOVEMBER 12, 2024

However, this category requires near-immediate access to the current count at low latencies, all while keeping infrastructure costs to a minimum. Eventually Consistent : This category needs accurate and durable counts, and is willing to tolerate a slight delay in accuracy and a slightly higher infrastructure cost as a trade-off.

Latency 224

Latency Cache Infrastructure Strategy 224

Scalegrid

JANUARY 12, 2024

This article analyzes cloud workloads, delving into their forms, functions, and how they influence the cost and efficiency of your cloud infrastructure. Storage is a critical aspect to consider when working with cloud workloads. Hybrid cloud environments that integrate on-premises infrastructure with cloud services.

Cloud 130

Cloud Virtualization Storage Efficiency 130

High Scalability

JANUARY 11, 2022

FUN FACT : In this talk , Rodrigo Schmidt, director of engineering at Instagram talks about the different challenges they have faced in scaling the data infrastructure at Instagram. After that, the post gets added to the feed of all the followers in the columnar data storage. System Components. Fetching User Feed. Streaming Data Model.

Design 334

Design Media Storage Logistics 334

Dynatrace

AUGUST 21, 2023

A traditional log management solution uses an often manual and siloed approach, which limits scalability and ultimately hinders organizational innovation. Organizations can be more agile when they have access to real-time data about their IT infrastructure. Free IT teams to focus on and support product innovation.

Analytics 150

Analytics Innovation Infrastructure Scalability 150

Dynatrace

NOVEMBER 3, 2022

The containerization craze has continued for enterprises, with benefits such as portability, efficiency, and scalability. Easy scalability. Enterprises can deploy containers faster, as there’s no need to test infrastructure or build clusters. million in 2020. Process portability. CaaS vs. PaaS. CaaS vs. IaaS.

Serverless 226

Serverless Azure Hardware Transportation 226

High Scalability

DECEMBER 21, 2018

It's HighScalability time: Have a very scalable Xmas everyone! kellabyte : “Open source” infrastructure companies are a giant s**t show right now. See you in the New Year. Do you like this sort of Stuff? Please support me on Patreon. I'd really appreciate it. Still looking for that perfect xmas gift? Don't be late.

Internet 137

Internet Internet Scalability Serverless 137

Dynatrace

AUGUST 30, 2023

GKE Autopilot empowers organizations to invest in creating elegant digital experiences for their customers in lieu of expensive infrastructure management. Dynatrace’s collaboration with Google addresses these needs by providing simple, scalable, and innovative data acquisition for comprehensive analysis and troubleshooting.

Google 232

Google Cloud Innovation Infrastructure 232

Scalegrid

JANUARY 8, 2024

This article delves into the specifics of how AI optimizes cloud efficiency, ensures scalability, and reinforces security, providing a glimpse at its transformative role without giving away extensive details. Exploring artificial intelligence in cloud computing reveals a game-changing synergy.

Artificial Intelligence 147

Artificial Intelligence Cloud Scalability Analytics 147

Dynatrace

JULY 25, 2022

These methods improve the software development lifecycle (SDLC), but what if infrastructure deployment and management could also benefit? Development teams use GitOps to specify their infrastructure requirements in code. Known as infrastructure as code (IaC), it can build out infrastructure automatically to scale.

DevOps 237

DevOps Infrastructure Speed Cloud 237

Dynatrace

OCTOBER 4, 2022

This architecture offers rich data management and analytics features (taken from the data warehouse model) on top of low-cost cloud storage systems (which are used by data lakes). This decoupling ensures the openness of data and storage formats, while also preserving data in context. Grail is built for such analytics, not storage.

Artificial Intelligence 277

Artificial Intelligence Analytics Storage Architecture 277

Scalegrid

DECEMBER 6, 2023

Traditional self-managed ones give organizations full control over their database infrastructure, such as picking the software and scaling it up. Thereby streamlining their database infrastructure without any major complications or stress accompanying doing the same effectively resulting in fewer worries when setting out sail onboard!

Database 130

Database Cloud Hardware Storage 130

Dynatrace

JANUARY 17, 2024

AI requires more compute and storage. Training AI data is resource-intensive and costly, again, because of increased computational and storage requirements. As a result, AI observability supports cloud FinOps efforts by identifying how AI adoption spikes costs because of increased usage of storage and compute resources.

Strategy 233

Strategy Artificial Intelligence Storage Cloud 233

Dynatrace

JUNE 9, 2023

Increasing an organization’s DevOps maturity is a key goal as teams adopt more cloud-native technologies, which simultaneously makes their environments more scalable and feature-rich but also more complex. Indexless means teams have rapid access to data without the storage cost and resources needed to maintain massive indexes.

DevOps 195

DevOps Analytics Storage Metrics 195