Scalegrid

JULY 17, 2020

If you store each of the keys as columns, it will result in frequent DML operations – this can be difficult when your data set is large - for example, event tracking, analytics, tags, etc. For example, Stripe transactions. JSONB storage results in a larger storage footprint. Syncing with external data sources.

Storage 321

Storage Database Efficiency Processing 321

Percona

DECEMBER 11, 2023

There are a wealth of options on how you can approach storage configuration in Percona Operator for PostgreSQL , and in this blog post, we review various storage strategies — from basics to more sophisticated use cases. For example, you can choose the public cloud storage type – gp3, io2, etc, or set file system.

Storage 111

Storage Strategy Cloud Azure 111

The Netflix TechBlog

APRIL 27, 2023

While Atlas is architected around compute & storage separation, and we could theoretically just scale the query layer to meet the increased query demand, every query, regardless of its type, has a data component that needs to be pushed down to the storage layer.

Storage 300

Storage Cache Metrics Database 300

Percona

FEBRUARY 10, 2023

Today along with their team, we will see how pvc-autoresizer can automate storage scaling for MongoDB clusters on Kubernetes. Our goal is to automate storage scaling when our disk reaches a certain threshold of use and simultaneously reduce the amount of alert noise related to that. kubectl annotate pvc --all resize.topolvm.io/storage_limit="100Gi"

Storage 116

Storage Blockchain AWS Cloud 116

The Netflix TechBlog

SEPTEMBER 18, 2024

Central to this infrastructure is our use of multiple online distributed databases such as Apache Cassandra , a NoSQL database known for its high availability and scalability. This flexibility allows our Data Platform to route different use cases to the most suitable storage system based on performance, durability, and consistency needs.

Latency 254

Latency Storage Cache Efficiency 254

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 278

Artificial Intelligence Analytics Storage Architecture 278

Dynatrace

OCTOBER 6, 2023

Buckets are similar to folders, a physical storage location. For example, a separate bucket could be used for detailed logs from Dynatrace Synthetic nodes. 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.

Artificial Intelligence 270

Artificial Intelligence Metrics Analytics Storage 270

Dynatrace

OCTOBER 4, 2022

Limited data availability constrains value creation. Teams have introduced workarounds to reduce storage costs. Additionally, efforts such as lowered data retention times, two-tiered storage systems, shaky index management, sampled data, and data pipelines reduce the overall amount of stored data.

Analytics 246

Analytics Artificial Intelligence Storage Serverless 246

Dynatrace

APRIL 28, 2023

Optimize cost and availability while staying compliant Observability data like logs and metrics provide automated answers, root cause detection, and security issues. This means compromising between keeping data available as long as possible for analysis while juggling the costs and overhead of storage, archiving, and retrieval.

Analytics 225

Analytics Storage Infrastructure Metrics 225

Scalegrid

APRIL 28, 2020

Since database hosting is more dependent on memory (RAM) than storage, we are going to compare various instance sizes ranging from just 1GB of RAM up to 64GB of RAM so you can see how costs vary across different application workloads. Is my database cluster still highly available? DigitalOcean using the below instance types: AWS.

Azure 344

Azure AWS Database Latency 344

High Scalability

APRIL 16, 2019

In this three-part blog series, we introduced a High Availability (HA) Framework for MySQL hosting in Part I, and discussed the details of MySQL semisynchronous replication in Part II. Now in Part III, we review how the framework handles some of the important MySQL failure scenarios and recovers to ensure high availability.

Availability 149

Availability Network Azure AWS 149

Dynatrace

OCTOBER 14, 2022

This way, it‘s possible to flexibly select what confidential or sensitive information (for example, PII) is hashed or completely removed before it leaves the enterprise premises. If a more granular rule is present on the host level, that rule will precede any blanket rule on, for example, the tenant level.

Storage 240

Storage Government Network Monitoring 240

DZone

JUNE 3, 2019

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

Storage 100

Storage Performance Network Scalability 100

Dynatrace

AUGUST 11, 2022

Infrastructure as a service (IaaS) handles compute, storage, and network resources. Increased availability. Because FaaS is a cloud-native approach, it makes great use of multisite cloud architecture to improve availability and reliability. Consider a monolithic application, for example, designed to perform a host of functions.

Development 262

Development Serverless Best Practices Lambda 262

The Netflix TechBlog

OCTOBER 8, 2024

However, storing and querying such data presents a unique set of challenges: High Throughput : Managing up to 10 million writes per second while maintaining high availability. For example: {“device_type”: “ios”}. Storage Layer The storage layer for TimeSeries comprises a primary data store and an optional index data store.

Latency 242

Latency Storage Traffic Tuning 242

The Netflix TechBlog

OCTOBER 27, 2020

For example, in order to enhance our user experience, one online application fetches subscribers’ preferences data to recommend movies and TV shows. Then the KV DAL handles writing to the appropriate underlying storage engines depending on latency, availability, cost, and durability requirements. An Example of Schema Mapping.

Latency 254

Latency Storage Big Data Tuning 254

Scalegrid

JULY 8, 2019

In this post, we outline the best way to host MySQL on Azure , including managed solutions, instance types, high availability replication, backup, and disk types to use to optimize your cloud database performance. A good example would be slow query analysis. High Availability Deployment. MySQL DBaaS vs. Self-Managed MySQL.

Azure 219

Azure Cloud Virtualization Database 219

Dynatrace

JUNE 14, 2024

Since March 2024, the Dynatrace ® platform has been available on AWS in Tokyo, allowing customers to leverage the latest Dynatrace capabilities from Japan. Domain-specific guidelines recommend local data storage in Japan. An overview of how to upgrade is available in our guide, Upgrade to Dynatrace SaaS.

AWS 238

AWS Government Azure Healthcare 238

Dynatrace

JULY 29, 2022

Log analytics can determine whether the same service or function is consistently causing an application to not meet SLOs during peak season — for example, when a retailer offers an end-of-season sale, or a financial application is critical for closing out the year. Cold storage and rehydration. Cold storage and rehydration.

Analytics 226

Analytics Storage Retail Monitoring 226

Dynatrace

AUGUST 24, 2020

But there are other related components and processes (for example, cloud provider infrastructure) that can cause problems in applications running on Kubernetes. And because Dynatrace can consume CloudWatch metrics, almost all your AWS usage information is available to you within Dynatrace. Dynatrace OneAgent documentation .

Analytics 253

Analytics Infrastructure AWS Operating System 253

Dynatrace

MAY 21, 2024

Masking at storage: Data is persistently masked upon ingestion into Dynatrace. Leverage three masking layers Masking at capture and masking at storage operations exclude targeted sensitive data points. Open the available tabs to explore and easily tailor your data privacy settings.

Government 221

Government Storage Tuning Monitoring 221

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. Dynatrace analytics capabilities, powered by hypermodal AI , enable executives to drive improved availability , strengthened security compliance , and heightened confidence in AI initiatives.

Technology 212

Technology Technology Analytics Storage 212

Percona

JANUARY 4, 2024

Managing storage and performance efficiently in your MySQL database is crucial, and general tablespaces offer flexibility in achieving this. This blog discusses general tablespaces and explores their functionalities, benefits, and practical usage, along with illustrative examples. What are MySQL general tablespaces?

Storage 95

Storage Engineering Database Open Source 95

Dynatrace

MAY 6, 2024

Example implementation scenario #1 The diagram below illustrates configuration-event-based remediation with Dynatrace and Red Hat Ansible Automation Controller for a failing canary release. Within Red Hat Ansible Automation Controller, the corresponding job template remediates the problem: in this example, the canary weighting is reset.

DevOps 295

DevOps Software Engineering Games Java 295

Dynatrace

OCTOBER 2, 2024

The Clouds app provides a view of all available cloud-native services. Logs in context, along with other details, are instantly available after selecting a resource. The reasons are easy to find, looking at the latest improvements that went live along with the general availability of the Logs app.

Analytics 248

Analytics AWS DevOps Cloud 248

Dynatrace

AUGUST 27, 2020

Dynatrace’s ability to ingest metrics from all 95 AWS services will be available within the next 60 days. Those in the left column are readily available now, with those in the right available soon. Available Now. AWS Storage Gateway. Achieve full observability of all AWS services. Coming Soon. AWS AppSync.

AWS 275

AWS Cloud IoT Database 275

Dynatrace

JANUARY 31, 2024

OpenPipeline high-performance filtering and preprocessing provides full ingest and storage control for the Dynatrace platform. As an example, in early preview usage, AWS GuardDuty events were reduced by 84% by filtering out security-irrelevant events, which reduced cost and alert noise at the same time.

Analytics 203

Analytics Processing Transportation Storage 203

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. For example, uptime detection can identify database instability and help to improve mean time to restoration. Cloud storage monitoring.

Cloud 233

Cloud Monitoring Best Practices Infrastructure 233

Dynatrace

SEPTEMBER 5, 2023

They handle complex infrastructure, maintain service availability, and respond swiftly to incidents. Predictive AI-based capacity management and automation Proactive capacity management is essential for avoiding outages and ensuring that an organization’s applications and services are always available.

Artificial Intelligence 271

Artificial Intelligence DevOps Analytics Engineering 271

Percona

JUNE 22, 2023

To make data count and to ensure cloud computing is unabated, companies and organizations must have highly available databases. This guide provides an overview of what high availability means, the components involved, how to measure high availability, and how to achieve it. How does high availability work?

Availability 114

Availability Database Open Source Hardware 114

The Netflix TechBlog

MARCH 14, 2023

An example of using Machine Learning to find shots of Eleven in Stranger Things and surfacing the results in studio application for the consumption of Netflix video editors. We must quickly surface the most stand-out highlights from the titles available on our service in the form of images and videos in the member experience.

Media 301

Media Innovation Energy Architecture 301

Dynatrace

DECEMBER 5, 2023

Streamline privacy requirements with flexible retention periods Data retention is a critical aspect of data handling, and it’s not just about privacy compliance—it’s about having the flexibility to optimize data storage times in Grail for your Dynatrace use cases.

Storage 176

Storage Healthcare Best Practices Speed 176

The Netflix TechBlog

NOVEMBER 12, 2024

Both categories share common requirements, such as high throughput and high availability. After selecting a mode, users can interact with APIs without needing to worry about the underlying storage mechanisms and counting methods. The table below provides a detailed overview of the diverse requirements across these two categories.

Latency 253

Latency Cache Infrastructure Strategy 253

Dynatrace

JULY 29, 2021

Examples of specific domain knowledge where extended topology is used include the representation of concepts like Kubernetes or serverless functions in Dynatrace. Smartscape®, our topology-mapping technology, is available out-of-the-box for more than 560 technologies, enabling seamless navigation and analysis. Next steps.

Analytics 246

Analytics Open Source Serverless Architecture 246

Dynatrace

SEPTEMBER 13, 2023

For example, optimizing resource utilization for greater scale and lower cost and driving insights to increase adoption of cloud-native serverless services. Storing frequently accessed data in faster storage, usually in-memory caching, improves data retrieval speed and overall system performance. Beyond

AWS 259

AWS Efficiency Azure Cloud 259

Dynatrace

MARCH 15, 2024

Syslog is the go-to protocol that delivers infrastructure administrators, network engineers, and security team logs that tell them all they need to know about their systems’ delivery, performance, availability, and security. Take a look at this example for configuration. Point your syslog sources to the collector and you’re done!

Open Source 213

Open Source Infrastructure Network Government 213

The Netflix TechBlog

NOVEMBER 15, 2022

But it’s not easy: to pull this off, VFX studios need to build and operate serious technical infrastructure (compute, storage, networking, and software licensing), otherwise known as a “ render farm.” via direct plug-ins, and is available on multi-cloud platform services. Additionally, Conductor supports render management systems?—?including

Cloud 293

Cloud Entertainment AWS Infrastructure 293