DZone

OCTOBER 30, 2024

Log-Structured Merge Trees (LSM trees) are a powerful data structure widely used in modern databases to efficiently handle write-heavy workloads. They offer significant performance benefits through batching writes and optimizing reads with sorted data structures.

Strategy 244

Strategy Storage Efficiency Database 244

Dynatrace

DECEMBER 12, 2024

Key insights for executives: Stay ahead with continuous compliance: New regulations like NIS2 and DORA demand a fresh, continuous compliance strategy. Move beyond logs-only security: Embrace a comprehensive, end-to-end approach that integrates all data from observability and security.

Analytics 289

Analytics Government Efficiency Innovation 289

Dynatrace

NOVEMBER 27, 2024

Costs and their origin are transparent, and teams are fully accountable for the efficient usage of cloud resources. These enhancements enable you to extract more value from your data, leading to wider adoption across enterprise departments. Figure 4: Set up an anomaly detector for peak cost events.

Best Practices 246

Best Practices Strategy Cloud Efficiency 246

Dynatrace

DECEMBER 2, 2024

DevOps and security teams managing today’s multicloud architectures and cloud-native applications are facing an avalanche of data. This has resulted in visibility gaps, siloed data, and negative effects on cross-team collaboration. At the same time, the number of individual observability and security tools has grown.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

Dynatrace

FEBRUARY 10, 2023

Data proliferation—as well as a growing need for data analysis—has accelerated. They now use modern observability to monitor expanding cloud environments in order to operate more efficiently, innovate faster and more securely, and to deliver consistently better business results. We’ll post news here as it happens!

Efficiency 306

Efficiency Performance Analytics DevOps 306

Dynatrace

NOVEMBER 20, 2024

Through this integration, Dynatrace enriches data collected by Microsoft Sentinel to provide organizations with enhanced data insights in context of their full technology stack. Explore our interactive product tour , or contact us to discuss how Dynatrace and Microsoft Sentinel can elevate your security strategy. Audit logs.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

JANUARY 17, 2024

As organizations turn to artificial intelligence for operational efficiency and product innovation in multicloud environments, they have to balance the benefits with skyrocketing costs associated with AI. An AI observability strategy—which monitors IT system performance and costs—may help organizations achieve that balance.

Strategy 288

Strategy Artificial Intelligence Storage Cloud 288

DZone

SEPTEMBER 16, 2024

Efficient database scaling becomes crucial to maintain performance, ensure reliability, and manage large volumes of data. Scaling a database effectively involves a combination of strategies that optimize both hardware and software resources to handle increasing loads.

Strategy 263

Strategy Database Scalability Performance 263

Dynatrace

DECEMBER 30, 2021

This article includes key takeaways on AIOps strategy: Manual, error-prone approaches have made it nearly impossible for organizations to keep pace with the complexity of modern, multicloud environments. Using automatic and intelligent observability promotes faster innovation, greater efficiency, and better business outcomes.

Strategy 264

Strategy Energy Cloud Innovation 264

Dynatrace

JANUARY 21, 2025

However, your responsibilities might change or expand, and you need to work with unfamiliar data sets. Activate Davis AI to analyze charts within seconds Davis AI can help you expand your dashboards and dive deeper into your available data to extract additional information.

Traffic 262

Traffic Metrics Analytics Monitoring 262

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 251

Latency Cache Infrastructure Strategy 251

DZone

SEPTEMBER 14, 2023

In today's data-driven world, efficient data processing plays a pivotal role in the success of any project. Apache Spark , a robust open-source data processing framework, has emerged as a game-changer in this domain.

Big Data 279

Big Data Processing Open Source Games 279

Dynatrace

OCTOBER 1, 2024

To manage these complexities, organizations are turning to AIOps, an approach to IT operations that uses artificial intelligence (AI) to optimize operations, streamline processes, and deliver efficiency. One Dynatrace customer, TD Bank, placed Dynatrace at the center of its AIOps strategy to deliver seamless user experiences.

Strategy 245

Strategy Artificial Intelligence Innovation Efficiency 245

The Netflix TechBlog

MARCH 28, 2025

Furthermore, it was difficult to transfer innovations from one model to another, given that most are independently trained despite using common data sources. Key insights from this shiftinclude: A Data-Centric Approach : Shifting focus from model-centric strategies, which heavily rely on feature engineering, to a data-centric one.

Tuning 179

Tuning Efficiency Latency Strategy 179

Dynatrace

MARCH 18, 2024

In response, many organizations are adopting a FinOps strategy. Following FinOps practices, engineering, finance, and business teams take responsibility for their cloud usage, making data-driven spending decisions in a scalable and sustainable manner. Unnecessary data transfer. On-demand payment agreement.

Best Practices 278

Best Practices Strategy Cloud AWS 278

Dynatrace

DECEMBER 18, 2024

With this new DPS pricing model option, customers can retain data at a fixed low cost with no additional cost to query for up to 35 days. This model provides a predictable way for customers to manage and analyze logs, drive log management tool consolidation, and reduce costs while gaining maximum value from their log data.

Analytics 246

Analytics Best Practices Efficiency Storage 246

Dynatrace

JULY 25, 2024

The average deployment now spans 20 clusters running 10 or more software elements across clouds and data centers. I spoke with Martin Spier, PicPay’s VP of Engineering, about the challenges PicPay experienced and the Kubernetes platform engineering strategy his team adopted in response. Cost efficiency. Immediate entry.

Strategy 264

Strategy Engineering Open Source Java 264

Dynatrace

SEPTEMBER 5, 2024

A robust application security strategy is vital to ensuring the safety of your organization’s data and applications. By focusing on the most critical vulnerabilities, exposure management can also help organizations allocate their security resources more effectively and efficiently.

Strategy 290

Strategy IoT Infrastructure Best Practices 290

Dynatrace

MARCH 14, 2024

Citizens need seamless digital experiences, which is why the concept of a total experience (TX) strategy is gaining traction among government institutions. A TX strategy is an innovative approach that seeks to overhaul the traditional paradigms of public service delivery. Everything impacts and influences each other.

Government 246

Government Strategy Best Practices Website 246

The Netflix TechBlog

FEBRUARY 14, 2025

Every image you hover over isnt just a visual placeholder; its a critical data point that fuels our sophisticated personalization engine. This nuanced integration of data and technology empowers us to offer bespoke content recommendations. This queue ensures we are consistently capturing raw events from our global userbase.

Tuning 166

Tuning Latency Efficiency Storage 166

The Netflix TechBlog

MARCH 4, 2025

Part 3: System Strategies and Architecture By: VarunKhaitan With special thanks to my stunning colleagues: Mallika Rao , Esmir Mesic , HugoMarques This blog post is a continuation of Part 2 , where we cleared the ambiguity around title launch observability at Netflix. Store the data in an optimized, highly distributed datastore.

Traffic 180

Traffic Strategy Entertainment Innovation 180

DZone

MARCH 6, 2025

As organizations scale their data operations in the cloud, optimizing Snowflake performance on AWS becomes crucial for maintaining efficiency and controlling costs. This comprehensive guide explores advanced techniques and best practices for maximizing Snowflake performance, backed by practical examples and implementation strategies.

AWS 165

AWS Performance Best Practices Architecture 165

Dynatrace

JANUARY 11, 2023

To stay competitive in an increasingly digital landscape, organizations seek easier access to business analytics data from IT to make better business decisions faster. As organizations add more tools, it creates a demand for common tooling, shared data, and democratized access. These technologies generate a crush of observability data.

Analytics 246

Analytics Strategy Storage Technology 246

Dynatrace

DECEMBER 6, 2022

Through it all, best practices such as AIOps and DevSecOps have enabled IT teams to efficiently and securely transform. As the analyst firm noted, organizations increasingly realize that digital capability is at the heart of execution, whether that’s to offer new products and services, minimize risk, or improve operational efficiency.

Strategy 246

Strategy Artificial Intelligence Innovation Ecommerce 246

Dynatrace

OCTOBER 30, 2024

Dynatrace digital experience monitoring (DEM) monitors and analyzes the quality of digital experiences for users across digital channels by collecting data from multiple sources. We equip our customers with the insights necessary to enhance user experiences and improve operational efficiency. 5), and Business Insights (4.22/5)

Monitoring 245

Monitoring Innovation Mobile Strategy 245

DZone

FEBRUARY 5, 2024

In today's cloud computing world, all types of logging data are extremely valuable. Logs can include a wide variety of data, including system events, transaction data, user activities, web browser logs, errors, and performance metrics. This innovative service is transforming the way organizations handle their log data.

Analytics 278

Analytics Innovation Strategy Efficiency 278

Dynatrace

APRIL 9, 2025

Organizations are increasingly embracing cloud- and AI-native strategies, requiring a more automated and intelligent approach to their observability and development practices. The need for application and DevOps modernization to deliver on business outcomes has never been greater. Dynatrace AutomationEngine. Dynatrace AppEngine.

Google 195

Google Cloud Infrastructure Analytics 195

The Netflix TechBlog

MARCH 10, 2023

And more specifically, how we index and query over 7TB of data in a read-heavy and continuously growing environment and keep our Elasticsearch cluster healthy. You define the data types for each field, or use dynamic mapping for unknown fields. It was time to take a step back and reevaluate our ES data indexing and sharding strategy.

Strategy 264

Strategy Cache Storage Analytics 264

Dynatrace

MAY 8, 2023

Digital transformation strategies are fundamentally changing how organizations operate and deliver value to customers. Some of the benefits organizations seek from digital transformation journeys include the following: Increased DevOps automation and efficiency. Enhanced business operations.

Strategy 244

Strategy Retail DevOps Education 244

DZone

SEPTEMBER 26, 2024

In today's data-driven world, organizations increasingly rely on sophisticated data pipelines to manage vast volumes of data generated daily. Let’s dive into the key steps to building out your data pipelines.

Strategy 147

Strategy Scalability Efficiency Technology 147

DZone

FEBRUARY 17, 2025

Slow system response times, error rate increases, bugs, and failed updates can all damage the reputation and efficiency of your project. This data will help you make informed decisions regarding refactoring, optimization, and error-fixing strategies.

Strategy 147

Strategy Efficiency Systems Performance 147

Scalegrid

FEBRUARY 24, 2025

This guide will cover how to distribute workloads across multiple nodes, set up efficient clustering, and implement robust load-balancing techniques. Youll also learn strategies for maintaining data safety and managing node failures so your RabbitMQ setup is always up to the task.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

DECEMBER 15, 2022

In this blog, we share three log ingestion strategies from the field that demonstrate how building up efficient log collection can be environment-agnostic by using our generic log ingestion application programming interface (API). Log ingestion strategy no. Log ingestion strategy No. What is Fluentd? What is Cribl?

Strategy 245

Strategy AWS Open Source Transportation 245

The Netflix TechBlog

DECEMBER 14, 2023

Engineers from across the company came together to share best practices on everything from Data Processing Patterns to Building Reliable Data Pipelines. The result was a series of talks which we are now sharing with the rest of the Data Engineering community!

Data Engineering 265

Data Engineering Engineering Software Engineering Best Practices 265

The Netflix TechBlog

SEPTEMBER 18, 2024

Second, developers had to constantly re-learn new data modeling practices and common yet critical data access patterns. To overcome these challenges, we developed a holistic approach that builds upon our Data Gateway Platform. Data Model At its core, the KV abstraction is built around a two-level map architecture.

Latency 260

Latency Storage Cache Servers 260

Dynatrace

MARCH 1, 2023

A defense-in-depth approach to cybersecurity strategy is also critical in the face of runtime software vulnerabilities such as Log4Shell. A defense-in-depth cybersecurity strategy enables organizations to pinpoint application vulnerabilities in the software supply chain before they have a costly impact.

Strategy 246

Strategy Cloud Software Software 246

Dynatrace

APRIL 5, 2024

When there isn’t enough traffic (requests/min) for an SLO Detection becomes sporadic, resulting in insufficient data points for establishing the sampling interval necessary for generating “Event duration.” This assumes that if there’s an absence of data, the Service Level Objective (SLO) must be assessed at 100%.

Efficiency 264

Efficiency Traffic Tuning Metrics 264