Dynatrace

JUNE 27, 2023

The increasing complexity of cloud service architectures requires a rock-solid understanding of the activity, health status, and security of cloud services. Many AWS services and third party solutions use AWS S3 for log storage. Another painful blocker is the need for more support for multiple S3 accounts and AWS regions.

AWS 246

AWS Cloud Lambda Analytics 246

The Netflix TechBlog

DECEMBER 21, 2020

By Anupom Syam Background At Netflix, our current data warehouse contains hundreds of Petabytes of data stored in AWS S3 , and each day we ingest and create additional Petabytes. We built AutoOptimize to efficiently and transparently optimize the data and metadata storage layout while maximizing their cost and performance benefits.

Storage 212

Storage Latency Efficiency Data Engineering 212

Scalegrid

MAY 13, 2020

In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

DZone

SEPTEMBER 25, 2023

It is the second of a series of articles that is built on top of that project, representing experiments with various statistical and machine learning models, data pipelines implemented using existing DAG tools, and storage services, both cloud-based and alternative on-premises solutions.

Storage 264

Storage AWS Architecture Cloud 264

The Netflix TechBlog

NOVEMBER 15, 2022

Rachel Kelley (AWS), Ranjit Raju (AWS) Rendering is core to the the VFX process VFX studios around the world create amazing imagery for Netflix productions. Every VFX studio has a slightly different architecture and workflow, and a one-size-fits-all solution often isn’t enough to bridge the gap.

Cloud 291

Cloud Entertainment AWS Infrastructure 291

Dynatrace

SEPTEMBER 17, 2019

PostgreSQL & Elastic for data storage. AWS EKS for Integration and Production. MaaSS for Cloud Architects: Deployment and Architecture Validations. When focusing on the LanguageController service we learn that it’s currently deployed in three pods across three EKS nodes across two AWS Availability Zones (AZ).

AWS 170

AWS Monitoring Ecommerce Lambda 170

Dynatrace

AUGUST 11, 2022

Cloud providers such as Google, Amazon Web Services, and Microsoft also followed suit with frameworks such as Google Cloud Functions , AWS Lambda , and Microsoft Azure Functions. FaaS vs. monolithic architectures. Monolithic architectures were commonplace with legacy, on-premises software solutions. But how does FaaS fit in?

Development 279

Development Serverless Best Practices Lambda 279

Dynatrace

OCTOBER 2, 2024

DevOps teams operating, maintaining, and troubleshooting Azure, AWS, GCP, or other cloud environments are provided with an app focused on their daily routines and tasks. Davis AI automatically correlates Amazon AWS EC2 and business backend logs. There is no need to think about schema and indexes, re-hydration, or hot/cold storage.

Analytics 304

Analytics AWS DevOps Cloud 304

All Things Distributed

MAY 10, 2016

Building your applications with only managed components has become very popular, and AWS Lambda plays a crucial role in that. If you are looking for more examples there are the Lambda Serverless Reference Architectures that can serve as the blueprint for building your own serverless applications. about teletext.io

Lambda 91

Lambda Serverless AWS Architecture 91

Dynatrace

FEBRUARY 9, 2022

Cloud vendors such as Amazon Web Services (AWS), Microsoft, and Google provide a wide spectrum of serverless services for compute and event-driven workloads, databases, storage, messaging, and other purposes. AI-powered automation and deep, broad observability for serverless architectures. Dynatrace news.

Serverless 246

Serverless Azure Lambda AWS 246

Dynatrace

OCTOBER 4, 2022

While data lakes and data warehousing architectures are commonly used modes for storing and analyzing data, a data lakehouse is an efficient third way to store and analyze data that unifies the two architectures while preserving the benefits of both. Unlike data warehouses, however, data is not transformed before landing in storage.

Artificial Intelligence 246

Artificial Intelligence Storage Analytics Government 246

All Things Distributed

JUNE 10, 2016

Building your applications with only managed components has become very popular, and AWS Lambda plays a crucial role in that. If you are looking for more examples there are the Lambda Serverless Reference Architectures that can serve as the blueprint for building your own serverless applications. about teletext.io

Lambda 87

Lambda Serverless AWS Architecture 87

All Things Distributed

DECEMBER 8, 2016

Earlier this year, Amazon Web Services (AWS) announced it would launch a new AWS infrastructure region in Montreal, Quebec. The AWS Cloud now operates in 40 Availability Zones within 15 geographic regions around the world, with seven more Availability Zones and three more regions coming online in China, France, and the U.K.

AWS 131

AWS Cloud Lambda Innovation 131

The Netflix TechBlog

SEPTEMBER 24, 2021

Table 1: Movie and File Size Examples Initial Architecture A simplified view of our initial cloud video processing pipeline is illustrated in the following diagram. Figure 1: A Simplified Video Processing Pipeline With this architecture, chunk encoding is very efficient and processed in distributed cloud computing instances.

Cloud 242

Cloud Media Storage Cache 242

Dynatrace

MAY 26, 2021

The second focused on the OTel community, with more technical talks by representatives from companies like AWS, Elastic, and more. Trace-based sampling can help you save storage costs. This can help you save money in storage costs in the long run. AWS aims to support the streamlining of observability.

AWS 246

AWS Strategy Storage Metrics 246

Dynatrace

DECEMBER 15, 2022

But there are cases where you might be limited in setting up a dedicated syslog server with OneAgent because of environment architecture or resources. 3: Ingest AWS Fargate logs with Fluent Bit. Let’s take this example of AWS Fargate. Ingest AWS Fargate logs with Fluent Bit. Log ingestion strategy No. Format: json.

Strategy 245

Strategy AWS Open Source Transportation 245

High Scalability

SEPTEMBER 8, 2018

RISELabs , those wonderfully innovative folks over at Berkeley, have uplifted their Anna datatabase —a shared-nothing, thread-per-core architecture to achieve lightning-fast speeds by avoiding all coordination mechanisms—to become cloud-aware. No, I don’t think that is because AWS is earning a 355x margin on DynamoDB!

Storage 199

Storage Performance AWS Open Source 199

All Things Distributed

OCTOBER 17, 2016

The Ohio Region is the fifth AWS region in the US. It brings the worldwide total of AWS Availability Zones (AZs) to 38, and the number of regions globally to 14. The pace of expansion at AWS is accelerating, and Ohio is our third region launch this year. We are also glad to offer low transfer rates between both US East Regions.

AWS 109

AWS Cloud Infrastructure Storage 109

Brendan Gregg

NOVEMBER 29, 2017

At Netflix, we've been using these technologies as they've been made available for instance types in the AWS EC2 cloud. The latest AWS hypervisor, Nitro, uses everything to provide a new hardware-assisted hypervisor that is easy to use and has near bare-metal performance. AWS called this [enhanced networking]. The first was c3.

Virtualization 110

Virtualization AWS Hardware Storage 110

The Morning Paper

MARCH 8, 2020

Building an elastic query engine on disaggregated storage , Vuppalapati, NSDI’20. For such workloads, shared-nothing architectures beget high cost, inflexibility, poor performance, and inefficiency, which hurts production applications and cluster deployments. joins) during query processing. Disaggregation (or not).

Storage 112

Storage Engineering Cache Serverless 112

The Netflix TechBlog

DECEMBER 3, 2019

The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. both for compute and storage. For more details, read this page about Metaflow’s integration with AWS.

Open Source 238

Open Source AWS Infrastructure Energy 238

Dynatrace

NOVEMBER 15, 2021

Log monitoring, log analysis, and log analytics are more important than ever as organizations adopt more cloud-native technologies, containers, and microservices-based architectures. Driving this growth is the increasing adoption of hyperscale cloud providers (AWS, Azure, and GCP) and containerized microservices running on Kubernetes.

Analytics 264

Analytics Monitoring DevOps Artificial Intelligence 264

Dynatrace

DECEMBER 8, 2021

You may be using serverless functions like AWS Lambda , Azure Functions , or Google Cloud Functions, or a container management service, such as Kubernetes. In contrast to modern software architecture, which uses distributed microservices, organizations historically structured their applications in a pattern known as “monolithic.”

Cloud 246

Cloud Serverless Hardware Operating System 246

Dynatrace

OCTOBER 6, 2023

Buckets are similar to folders, a physical storage location. Debug-level logs, which also generate high volumes and have a shorter lifespan or value period than other logs, could similarly benefit from dedicated storage. Suppose a single Grail environment is central storage for pre-production and production systems.

Artificial Intelligence 279

Artificial Intelligence Metrics Analytics Storage 279

Dynatrace

JANUARY 16, 2023

Most Kubernetes clusters in the cloud (73%) are built on top of managed distributions from the hyperscalers like AWS Elastic Kubernetes Service (EKS), Azure Kubernetes Service (AKS), or Google Kubernetes Engine (GKE). Cloud-hosted Kubernetes clusters are on par to overtake on-premises deployments in 2023.

Open Source 358

Open Source Java Operating System Programming 358

The Netflix TechBlog

OCTOBER 27, 2020

The processed data is typically stored as data warehouse tables in AWS S3. At Netflix, we also heavily embrace a microservice architecture that emphasizes separation of concerns. Then the KV DAL handles writing to the appropriate underlying storage engines depending on latency, availability, cost, and durability requirements.

Latency 252

Latency Storage Big Data Tuning 252

InfoQ

MAY 15, 2023

A horizontally scalable exabyte-scale blob storage system which operates out of multiple regions, Magic Pocket is used to store all of Dropbox’s data. Adopting SMR technology and erasure codes, the system has extremely high durability guarantees but is cheaper than operating in the cloud. By Facundo Agriel

Storage 117

Storage Systems Scalability Cloud 117

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. Service-oriented architecture -- or SOA -- is the fundamental building abstraction for Amazon technologies. Driving Storage Costs Down for AWS Customers. Expanding the Cloud - The AWS Storage Gateway.

Technology 129

Technology Technology AWS Storage 129

Dynatrace

OCTOBER 2, 2024

With Dynatrace, there is no need to think about schema and indexes, re-hydration, or hot/cold storage concepts. This architecture also means you’re not required to determine your log data use cases beforehand or while analyzing logs within the new Logs app.

Azure 244

Azure DevOps Infrastructure Cloud 244

Percona

MARCH 7, 2023

One approach is to separate compute and storage to allow for independent scaling. It’s an open source alternative to AWS Aurora Postgres that utilizes a serverless architecture. It’s an open source alternative to AWS Aurora Postgres that utilizes a serverless architecture. So, what is Neon?

Serverless 128

Serverless Storage Open Source Architecture 128

Adrian Cockcroft

JANUARY 27, 2025

Terrible timing but without Stephane I was the only iOS developer anywhere at Netflix, and it wasnt my job to be a developer, by then I was leading the cloud re-architecture team. The Netflix iPhone launch was the first platform launch that Netflix did which was entirely backed by the AWS cloud. I use mine most days to watch videos.

C++ 88

C++ Mobile Hardware Java 88

All Things Distributed

NOVEMBER 28, 2012

s architecture and underlying platform are also optimized to deliver high performance for data warehousing workloads. Redshift has a massively parallel processing (MPP) architecture, which enables it to distribute and parallelize queries across multiple low cost nodes. Amazon Redshiftâ??s Amazon Redshiftâ??s Parallelism isnâ??t

Cloud 152

Cloud Storage Architecture Scalability 152

The Morning Paper

AUGUST 29, 2019

Choosing a cloud DBMS: architectures and tradeoffs Tan et al., If you’re moving an OLAP workload to the cloud (AWS in the context of this paper), what DBMS setup should you go with? We focused on OLAP-oriented parallel data warehouse products available for AWS and restricted our attention to commercially available systems.

Architecture 76

Architecture Cloud Storage Serverless 76

All Things Distributed

JANUARY 18, 2012

Amazon DynamoDB stores data on Solid State Drives (SSDs) and replicates it synchronously across multiple AWS Availability Zones in an AWS Region to provide built-in high availability and data durability. These architectural discussions culminated in Amazon DynamoDB, a new NoSQL service that we are excited to release today.

Scalability 162

Scalability Database Ecommerce Latency 162

Dynatrace

MAY 26, 2021

The second focused on the OTel community, with more technical talks by representatives from companies like AWS, Elastic, and more. Trace-based sampling can help you save storage costs. This can help you save money in storage costs in the long run. AWS aims to support the streamlining of observability.

AWS 147

AWS Strategy Storage Metrics 147

All Things Distributed

MARCH 13, 2019

These are hard problems, and solving them requires breaking away from old-guard relational database architectures. It innovates at the storage layer to create a database built for the cloud that can support modern workloads without sacrificing performance. In this post, I'd like to give you a peek under the hood at how we built Aurora.

Database 135

Database Design Cloud AWS 135

All Things Distributed

SEPTEMBER 25, 2012

Following the huge success of being able to provision a consistent, user-requested I/O rate for DynamoDB and Elastic Block Store (EBS), the AWS Database Services team has now released Provisioned IOPS, a new high performance storage option for the Amazon Relational Database Service (Amazon RDS). s architecture.

Cloud 95

Cloud AWS Storage Database 95