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Modernizing Computer Vision With Deep Neural Networks

DZone

As studied earlier, computer networks are one of the most popular and well-researched automation topics over the last many years. Network Compression. With the soaring demand for computing power and storage, it is challenging to deploy deep neural network applications.

Network 264
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Optimizing data warehouse storage

The Netflix TechBlog

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. Increase in storage space.

Storage 215
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How Do You Improve Network Agility?

DZone

Organizations are in search of improving network agility, but what exactly does this mean? Network agility is represented by the volume of change in the network over a period of time and is defined as the capability for software and hardware component’s to automatically configure and control itself in a complex networking ecosystem. However, organizations are still looking for ways to further improve network agility, but how do they get there?

Network 191
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AI-powered DNS request tracking extends infrastructure observability for high quality network traffic

Dynatrace

To extend Dynatrace diagnostic visibility into network traffic, we’ve added out-of-the-box DNS request tracking to our infrastructure monitoring capabilities. Ensure high quality network traffic by tracking DNS requests out-of-the-box. Dynatrace news.

Traffic 264
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Checksums in Storage Systems and Why the Enterprise Should Care

DZone

It’s really scary knowing that such corruptions are happening in the memory of our computers and servers – that is before they even reach the network and storage portions of the stack. That data must then be safely transported over a network to the storage system where it is written to disk. Well, if you’re using one of the storage protocols that lack end-to-end checksums (e.g. performance storage database checksum data corruption data safety

Storage 145
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Advancing Application Performance With NVMe Storage, Part 2

DZone

Normally, GPU nodes don't have much room for SSDs, which limits the opportunity to train very deep neural networks that need more data. For example, one well-respected vendor's standard solution is limited to 7.5TB of internal storage, and it can only scale to 30TB. big data performance data storage ssd nvme gpu ai ml

Storage 100
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Building an elastic query engine on disaggregated storage

The Morning Paper

Building an elastic query engine on disaggregated storage , Vuppalapati, NSDI’20. Snowflake is a data warehouse designed to overcome these limitations, and the fundamental mechanism by which it achieves this is the decoupling (disaggregation) of compute and storage.

Storage 112
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Narrowing the gap between serverless and its state with storage functions

The Morning Paper

Narrowing the gap between serverless and its state with storage functions , Zhang et al., Shredder is " a low-latency multi-tenant cloud store that allows small units of computation to be performed directly within storage nodes. "

Storage 99
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Using SQL Server’s SNITrace to Troubleshoot Networking Issues

SQL Server According to Bob

Using SQL Server’s SNITrace to Troubleshoot Networking Issues In the process of tracking down a few TCP 10054 issues (highlighted here: ​​ [link] ) I ​​ also ​​ used ​​ the ​​ SNITrace ​​ (SNI Trace) ​​ capabilities. Before diving into SNITrace ​​ let’s breakdown the ​​ network trace of a successful and failed login. Networking SNITrace TDS XEv

Network 40
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MySQL High Availability Framework Explained – Part III: Failover Scenarios

High Scalability

Scenario 3 – Network Partition – Network Connectivity Breaks Down Between Master and Slave Nodes. This is a classical problem in any distributed system where each node thinks the other nodes are down, while in reality, only the network communication between the nodes is broken. We assume that due to network issues, the cluster has partitioned into two groups – master in one group and 2 slaves in the other group, and we will denote this as [(M), (S1,S2)].

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What is Greenplum Database? Intro to the Big Data Database

Scalegrid

High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Greenplum interconnect is the networking layer of the architecture, and manages communication between the Greenplum segments and master host network infrastructure.

Big Data 269
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Expanding the Cloud - Amazon S3 Reduced Redundancy Storage.

All Things Distributed

Expanding the Cloud - Amazon S3 Reduced Redundancy Storage. Today a new storage option for Amazon S3 has been launched: Amazon S3 Reduced Redundancy Storage (RRS). This new storage option enables customers to reduce their costs by storing non-critical, reproducible data at lower levels of redundancy. This has been an option that customers have been asking us about for some time so we are really pleased to be able to offer this alternative storage option now.

Storage 63
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Expanding the Cloud ? Managing Cold Storage with Amazon Glacier

All Things Distributed

Managing Cold Storage with Amazon Glacier. With the introduction of Amazon Glacier , IT organizations now have a solution that removes the headaches of digital archiving and provides extremely low cost storage. Building and managing archive storage that needs to remain operational for decades if not centuries is a major challenge for most organizations. A Complete Storage Solution. storage that is directly accessible. All Things Distributed.

Storage 104
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TPDP Episode #14: Object Storage for Application Developers

The Polyglot Developer

I am pleased to announce that the latest episode of The Polyglot Developer Podcast is now available to download from all the popular podcasting networks. In this episode titled, Object Storage for Application Developers , I’m joined by Krishna Srinivas from Minio to talk about what object storage is and the various solutions that are available. Episode #14 can be downloaded for free from iTunes , Pocket Casts , and every other popular network, but it can also be heard below.

Storage 40
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MezzFS?—?Mounting object storage in Netflix’s media processing platform

The Netflix TechBlog

Mounting object storage in Netflix’s media processing platform By Barak Alon (on behalf of Netflix’s Media Cloud Engineering team) MezzFS (short for “Mezzanine File System”) is a tool we’ve developed at Netflix that mounts cloud objects as local files via FUSE. That file is stored in our object storage service, which splits and encrypts the file into separate chunks, storing the chunks in Amazon S3. Our object storage service splits objects into many parts and stores them in S3.

Media 220
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Auto Attaching USB Storage To A Raspberry Pi Running Linux

The Polyglot Developer

Recently I wrote about using a Raspberry Pi as an automatic network backup server , but I didn’t talk about expanding the storage beyond the micro or standard sized SD card. The post Auto Attaching USB Storage To A Raspberry Pi Running Linux appeared first on The Polyglot Developer I’ve written a few articles about how I’m using my many Raspberry Pi units.

Storage 40
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Peer-To-Peer Storage With A Raspberry Pi And Resilio Sync

The Polyglot Developer

I’ve been slowly trying to cut down on my online file storage footprint by switching to software and tools that I’m in full control over. Once called, BitTorrent Sync, this software allows you to transfer files between devices on your network, without a middleman, in a peer-to-peer (P2P) fashion, like you would find with the popular BitTorrent protocol. The post Peer-To-Peer Storage With A Raspberry Pi And Resilio Sync appeared first on The Polyglot Developer

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Uber Infrastructure in 2019: Improving Reliability, Driving Customer Satisfaction

Uber Engineering

Architecture General Engineering CPU Infrastructure Observability Productivity Reliability Search Infrastructure Storage Uber Eats Velocity

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The Best Way to Host MySQL on Azure Cloud

Scalegrid

Azure Virtual Networks. Azure makes this easy to setup through the use of a Virtual Network (VNET) which can be configured for your MySQL servers. With an Azure VNET for MySQL , you’re able to setup secure communications between your servers, the internet, and even your on-premise private cloud network. Additionally, you can manage your MySQL access control through Network Security Groups (NSG) rules without having to deal with IP whitelists.

Azure 161
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MySQL High Availability Framework Explained – Part II: Semisynchronous Replication

Scalegrid

Simply put, in a MySQL semisynchronous replication configuration, the master commits transactions to the storage engine only after receiving acknowledgement from at least one of the slaves. Since we are operating with 2 slaves and the rpl_semi_sync_master_wait_for_slave_count is set to 1, we’ve noticed that at least one of the slaves does acknowledge within a reasonable amount of time and the master does not switch over to asynchronous mode during temporary network disruptions.

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What is a Site Reliability Engineer (SRE)?

Dotcom-Montior

One minute an SRE might be provisioning storage in AWS, the next minute an SRE might have to talk to customers or go write some Python code for a new project.

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How To Implement Video Information and Editing APIs in Java

DZone

In the past 15+ years, online video traffic has experienced a dramatic boom utterly unmatched by any other form of content.

Java 281
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What is hyperconverged infrastructure? Realizing the benefits of HCI

Dynatrace

Therefore, they need an environment that offers scalable computing, storage, and networking. Hyperconverged infrastructure (HCI) is an IT architecture that combines servers, storage, and networking functions into a unified, software-centric platform to streamline resource management.

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New AWS feature: Run your website from Amazon S3 - All Things.

All Things Distributed

Since a few days ago this weblog serves 100% of its content directly out of the Amazon Simple Storage Service (S3) without the need for a web server to be involved. I have used a bucket policy to make all documents world readable, but you could create one that restricts it to referrers, network address range, time of day, etc. Driving Storage Costs Down for AWS Customers. Expanding the Cloud - The AWS Storage Gateway. All Things Distributed.

Website 112
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No Server Required - Jekyll & Amazon S3 - All Things Distributed

All Things Distributed

As some of you may remember I was pretty excited when Amazon Simple Storage Service (S3) released its website feature such that I could serve this weblog completely from S3. Amazon S3 is much more than just storage; the network and distributed systems infrastructure to ensure that content can be served fast and at high rates without customers impacting each other, is amazing. Driving Storage Costs Down for AWS Customers. Expanding the Cloud - The AWS Storage Gateway.

Servers 98
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Content Management Systems of the Future: Headless, JAMstack, ADN and Functions at the Edge

Abhishek Tiwari

Case-in-point, most enterprise CMS vendors lack robust full-site content delivery network (CDN) integration. A few months back, I was pulled into a scenario where a business has been working with a leading CMS vendor to roll-out a network of multi-regional websites. Alternatively, you can upload output directory to cloud object/blob storage such as Amazon S3 or Azure Blob Storage and serve your site from there. CMS Serverless Microservices Content Delivery Networks

Systems 63
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Building Resiliency With Effective Error Management

DZone

Errors could occur in any part of the system / or its ecosystem and there are different ways of handling these e.g. Datacenter - data center failure where the whole DC could become unavailable due to power failure, network connectivity failure, environmental catastrophe, etc.

Hardware 243
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Customer Conversations - How Intuit and Edmodo Innovate using.

All Things Distributed

From tax preparation to safe social networks, Amazon RDS brings new and innovative applications to the cloud. Intelligent Social network - Facilitate topical Q&A conversations among employees, customers and our most valued super contributors. Jack : Edmodo is the safe social network for education used by a network of over 6 million teachers and students worldwide that allows teachers to create and maintain their classroom communities. All Things Distributed.

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Expanding the Cloud - AWS Import/Export Support for Amazon EBS.

All Things Distributed

AWS Import/Export transfers data off of storage devices using Amazons high-speed internal network and bypassing the Internet. Amazon Import/Export is an important tool for customers to accelerate moving large amounts of data into the AWS storage systems. Driving Storage Costs Down for AWS Customers. Expanding the Cloud - The AWS Storage Gateway. All Things Distributed. Werner Vogels weblog on building scalable and robust distributed systems.

AWS 68
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Designing Instagram

High Scalability

Firstly, the synchronous process which is responsible for uploading image content on file storage, persisting the media metadata in graph data-storage, returning the confirmation message to the user and triggering the process to update the user activity.

Design 333
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Scaling Media Machine Learning at Netflix

The Netflix TechBlog

Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns.

Media 299
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Dynatrace Kubernetes Observability for Persistent Volume Claims

Dynatrace

For example, let’s say you have an idea for a new social network and decide to use Kubernetes as your container management platform. You quickly realize that it will take ages to fill up the overprovisioned database storage. Dynatrace news.

Storage 181
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The Performance Inequality Gap, 2021

Alex Russell

Thanks to progress in networks and browsers (but not devices), a more generous global budget cap has emerged for sites constructed the "modern" way: ~100KiB of HTML/CSS/fonts and ~300-350KiB of JS (compressed) is the new rule-of-thumb limit for at least the next year or two.

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Netflix Cloud Packaging in the Terabyte Era

The Netflix TechBlog

From chunk encoding to assembly and packaging, the result of each previous processing step must be uploaded to cloud storage and then downloaded by the next processing step. It is worth pointing out that cloud processing is always subject to variable network conditions.

Cloud 243
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What is cloud monitoring? How to improve your full-stack visibility

Dynatrace

Continuous cloud monitoring with automation provides clear visibility into the performance and availability of websites, files, applications, servers, and network resources. Cloud storage monitoring.

Cloud 218
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Any analysis, any time: Dynatrace Log Management and Analytics powered by Grail

Dynatrace

The number and variety of applications, network devices, serverless functions, and ephemeral containers grows continuously. Teams have introduced workarounds to reduce storage costs. Stop worrying about log data ingest and storage — start creating value instead.

Analytics 228
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Building Netflix’s Distributed Tracing Infrastructure

The Netflix TechBlog

Reconstructing a streaming session was a tedious and time consuming process that involved tracing all interactions (requests) between the Netflix app, our Content Delivery Network (CDN), and backend microservices. Storage: don’t break the bank! by Maulik Pandey Our Team?—?

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Dynatrace adds support for AWS Transit Gateway with VPC Flow Logs

Dynatrace

This new service enhances the user visibility of network details with direct delivery of Flow Logs for Transit Gateway to your desired endpoint via Amazon Simple Storage Service (S3) bucket or Amazon CloudWatch Logs. Dynatrace news.

AWS 212
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Top 10 Tips for Making the Spark + Alluxio Stack Blazing Fast

DZone

In addition, compute and storage are increasingly being separated causing larger latencies for queries. Alluxio is leveraged as compute-side virtual storage to improve performance. When data locality is achieved, Spark tasks can read in-Alluxio data from local Alluxio workers at memory speed (when ramdisk is configured) instead of transferring the data over the network.

Storage 138
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Dynatrace SaaS on Azure now Generally Available

Dynatrace

Additional benefits of Dynatrace SaaS on Azure include: No infrastructure investment : Dynatrace manages the infrastructure for you, including automatic visibility, problem detection, and smart alerting across virtual networks, virtual infrastructure, and container orchestration.

Azure 318
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5 Steps to Accelerate your Cloud Migration with Dynatrace

Dynatrace

While most of our cloud & platform partners have their own dependency analysis tooling, most of them focus on basic dependency detection based on network connection analysis between hosts. What is the network traffic going to be between services we migrate and those that have to stay in the current data center? Which hosts not to migrate because of too much network traffic? Optimize Query Performance and Data Storage Cost. Dynatrace news.

Traffic 31
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What is ITOps? Why IT operations is more crucial than ever in a multicloud world

Dynatrace

Besides the traditional system hardware, storage, routers, and software, ITOps also includes virtual components of the network and cloud infrastructure. Additionally, they manage applications and services deployed on the network and provide secure access to authorized users.

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Optimizing Application Performance and User Experience With NETSCOUT for Azure

DZone

The cohesive, albeit heterogeneous on-premises IT environments of the past have given way to a disaggregated, interdependent mélange of compute, network, and storage components, both on-premises and in the private and public clouds. In the era of Digital Transformation (DX) the IT landscape has expanded to environments that rely extensively on virtualization, hyper-converged infrastructure (HCI), and cloud computing.

Azure 145