Scalegrid

FEBRUARY 6, 2025

This decoupling simplifies system architecture and supports scalability in distributed environments. Message brokers handle validation, routing, storage, and delivery, ensuring efficient and reliable communication. Scalability and Redundancy Both Kafka and RabbitMQ are built for scalability and redundancy but take different approaches.

Latency 147

Latency Analytics Architecture Storage 147

DZone

JANUARY 20, 2023

Having a distributed and scalable graph database system is highly sought after in many enterprise scenarios. Do Not Be Misled Designing and implementing a scalable graph database system has never been a trivial task.

Scalability 210

Scalability Big Data Hardware Internet 210

Dynatrace

DECEMBER 18, 2024

This pricing flexibility allows customers to optimize their log analysis expenses by paying only for what they use.

Analytics 246

Analytics Best Practices Efficiency Storage 246

Percona

APRIL 1, 2025

As more organizations move their PostgreSQL databases onto Kubernetes, a common question arises: Which storage solution best handles its demands? Picking the right option is critical, directly impacting performance, reliability, and scalability.

Storage 65

Storage Benchmarking Scalability Database 65

DZone

FEBRUARY 27, 2025

In this article, I will walk through a comprehensive end-to-end architecture for efficient multimodal data processing while striking a balance in scalability, latency, and accuracy by leveraging GPU-accelerated pipelines, advanced neural networks , and hybrid storage platforms.

Efficiency 130

Efficiency Processing Latency Storage 130

The Netflix TechBlog

DECEMBER 17, 2024

The complexity of these operational demands underscored the urgent need for a scalable solution. Additionally, the time-sensitive nature of these investigations precludes the use of cold storage, which cannot meet the stringent SLAs required. As we thought more about this problem and possible solutions, two clear optionsemerged.

Traffic 172

Traffic Scalability Strategy Monitoring 172

Dynatrace

APRIL 4, 2025

For forensic log analytics use cases, the Security Investigator app benefits from the scalability and analytics power of Dynatrace Grail. The Grail architecture ensures scalability, making log data accessible for detailed analysis regardless of volume.

Analytics 147

Analytics Operating System Scalability Infrastructure 147

Dynatrace

OCTOBER 7, 2021

This means you no longer have to provision, scale, and maintain servers to run your applications, databases, and storage systems. Speed is next; serverless solutions are quick to spin up or down as needed, and there are no delays due to limited storage or resource access. Scalability. Finally, there’s scalability.

Serverless 325

Serverless AWS Lambda Storage 325

High Scalability

MARCH 15, 2019

were using Google Cloud Storage, but given too many issues big and small over the year, we’ll be migrating to AWS S3 for storage going forward. After trying unsuccessfully to resolve the issues directly with Apple, we’re now requesting that the EC take action to ensure fair competition.

Internet 34

Internet Internet Scalability IoT 34

Scalegrid

FEBRUARY 8, 2024

A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. Understanding distributed storage is imperative as data volumes and the need for robust storage solutions rise.

Storage 130

Storage Systems Big Data Azure 130

High Scalability

JANUARY 11, 2022

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. Fetching User Feed. Sample Queries supported by Graph Database. Optimization.

Design 334

Design Media Storage Logistics 334

The Netflix TechBlog

NOVEMBER 12, 2024

After selecting a mode, users can interact with APIs without needing to worry about the underlying storage mechanisms and counting methods. Let’s examine some of the drawbacks of this approach: Lack of Idempotency : There is no idempotency key baked into the storage data-model preventing users from safely retrying requests.

Latency 251

Latency Cache Infrastructure Strategy 251

Scalegrid

MAY 11, 2024

MongoDB offers several storage engines that cater to various use cases. The default storage engine in earlier versions was MMAPv1, which utilized memory-mapped files and document-level locking. The newer, pluggable storage engine, WiredTiger, addresses this by using prefix compression, collection-level locking, and row-based storage.

Storage 130

Storage Engineering Cache Database 130

Scalegrid

MAY 13, 2020

Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Polymorphic Data Storage. At a glance – TLDR. The Greenplum Architecture. Greenplum Advantages.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Scalegrid

FEBRUARY 27, 2025

PostgreSQL 17 provides faster processing, greater efficiency, and better scalability for modern database needs. Unlike full backups that duplicate everything, incremental backups store only changes since the last save, reducing storage needs and speeding up recovery. How do incremental backups work in PostgreSQL 17?

Speed 130

Speed Database Storage Efficiency 130

DZone

FEBRUARY 23, 2023

Any real-time analytics provider or batching/storage adaptor can transform and store data supplied to an event hub. Event Hubs is a simple, dependable, and scalable real-time data intake solution. Build dynamic data pipelines that stream millions of events per second from any source to quickly address business concerns.

Azure 306

Azure Big Data Storage Analytics 306

Dynatrace

NOVEMBER 11, 2022

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. What is hyperconverged infrastructure?

Infrastructure 264

Infrastructure Storage Virtualization Network 264

DZone

SEPTEMBER 19, 2024

RabbitMQ is a powerful and widely used message broker that facilitates communication between distributed applications by handling the transmission, storage, and delivery of messages. This decoupling allows applications to operate independently, promoting scalability, resilience, and fault tolerance.

Storage 264

Storage Performance Scalability Architecture 264

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 281

Social Media Java Traffic Internet 281

High Scalability

SEPTEMBER 14, 2018

NSF : When the HL-LHC reaches full capability in 2026, it is expected to produce more than 1 billion particle collisions every second, marking a 10-fold increase that will require a similar 10-fold increase in data processing and storage, including tools to collect, analyze, and record the most relevant events. So many more quotes.

Internet 30

Internet Internet Scalability Education 30

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 267

Analytics Storage Infrastructure Scalability 267

The Netflix TechBlog

APRIL 27, 2023

While we were able to put out the immediate fire by disabling the newly created alerts, this incident raised some critical concerns around the scalability of our alerting system. It became clear to us that we needed to solve the scalability problem with a fundamentally different approach. OK, Results?

Storage 297

Storage Cache Metrics Database 297

High Scalability

FEBRUARY 1, 2019

Glacier is cheap because it isn't "always ready" storage. Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading). There are TRADEOFFS YOU HAVE TO CONSIDER. Works great.

Internet 146

Internet Internet Scalability Games 146

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 115

Storage Systems Scalability Cloud 115

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. What is FaaS?

Development 279

Development Serverless Best Practices Lambda 279

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. Each zone has a specific purpose and plays a critical role in building efficient and scalable data pipelines.

Azure 246

Azure Architecture Efficiency Processing 246

Dynatrace

FEBRUARY 2, 2022

All data at rest is stored in Azure Storage and is encrypted and decrypted using 256-bit AES encryption (FIPS 140-2 compliant). Scalability: Dynatrace provides easy and limitless horizontal scalability for SaaS deployments.,

Azure 325

Azure Availability Hardware Innovation 325

Percona

FEBRUARY 1, 2023

This post will look at using The Oversized-Attribute Storage Technique (TOAST) to improve performance and scalability. Therefore, TOAST is a storage technique used in PostgreSQL to handle large data objects such as images, videos, and audio files.

Storage 111

Storage Scalability Strategy Performance 111

The Netflix TechBlog

MARCH 4, 2025

Data storage and distribution through HollowFeeds Netflix Hollow is an Open Source java library and toolset for disseminating in-memory datasets from a single producer to many consumers for high performance read-only access. Conclusion Throughout this series, weve explored the journey of enhancing title launch observability at Netflix.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Scalegrid

FEBRUARY 24, 2025

Key Takeaways RabbitMQ improves scalability and fault tolerance in distributed systems by decoupling applications, enabling reliable message exchanges. This decoupling is crucial in modern architectures where scalability and fault tolerance are paramount.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

The Netflix TechBlog

OCTOBER 19, 2020

Our distributed tracing infrastructure is grouped into three sections: tracer library instrumentation, stream processing, and storage. An additional implication of a lenient sampling policy is the need for scalable stream processing and storage infrastructure fleets to handle increased data volume. Storage: don’t break the bank!

Infrastructure 238

Infrastructure Transportation Storage Open Source 238

High Scalability

DECEMBER 21, 2018

It's HighScalability time: Have a very scalable Xmas everyone! Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading). See you in the New Year. I'd really appreciate it.

Internet 137

Internet Internet Scalability Serverless 137

DZone

APRIL 11, 2023

Data processing in the cloud has become increasingly popular due to its scalability, flexibility, and cost-effectiveness. It provides built-in connectors for various data sources such as databases, file systems, cloud storage, and more.

Azure 246

Azure Analytics Storage Cloud 246

Dynatrace

MAY 21, 2024

That’s because it does not require any pre-prepared schemas, and access to cold/hot storage is fully automatic and with zero latency. Insights are therefore dispersed in a multitude of data lakes, storage systems, and reporting platforms. Moreover, it is fast, powered by its massively parallel processing data lakehouse.

Technology 275

Technology Technology Analytics Storage 275

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 290

Artificial Intelligence Analytics Storage Architecture 290

All Things Distributed

MARCH 23, 2021

We had to rethink everything previously known about building scalable systems. Storage was one of our biggest pain points, and the traditional systems we used just weren’t fitting the needs of the Amazon.com retail business. and we needed the low cost with high reliability that wasn’t readily available in storage solutions.

Ecommerce 206

Ecommerce Retail Storage Scalability 206

DZone

JUNE 3, 2019

Using local SSDs inside of the GPU node delivers fast access to data during training, but introduces challenges that impact the overall solution in terms of scalability, data access, and data protection. For example, one well-respected vendor's standard solution is limited to 7.5TB of internal storage, and it can only scale to 30TB.

Storage 100

Storage Performance Network Scalability 100