DZone

APRIL 25, 2025

Over time, as data is added, updated, and deleted, index fragmentation can occur, where the logical and physical ordering of index pages becomes misaligned. Maintaining optimal index health helps ensure fast, reliable data access, reduced resource consumption, and an overall improvement in the user experience.

Best Practices 130

Best Practices Strategy Servers Database 130

Dynatrace

NOVEMBER 18, 2024

AI transformation, modernization, managing intelligent apps, safeguarding data, and accelerating productivity are all key themes at Microsoft Ignite 2024. Adopting AI to enhance efficiency and boost productivity is critical in a time of exploding data, cloud complexities, and disparate technologies.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

Dynatrace

OCTOBER 29, 2024

We are in the era of data explosion, hybrid and multicloud complexities, and AI growth. Dynatrace analyzes billions of interconnected data points to deliver answers, not just data and dashboards sending signals without a path to resolution. Picture gaining insights into your business from the perspective of your users.

Innovation 288

Innovation Strategy Cloud AWS 288

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

DZone

JUNE 19, 2024

Retrieval strategies play a crucial role in improving performance and scalability, especially when response times are critical. Pagination is a core technique used to manage data effectively. These strategies will help you understand the importance of pagination and how they can benefit your system.

Efficiency 327

Efficiency Strategy Scalability Technology 327

Dynatrace

FEBRUARY 27, 2025

To understand whats happening in todays complex software ecosystems, you need comprehensive telemetry data to make it all observable. With so many types of technologies in software stacks around the globe, OpenTelemetry has emerged as the de facto standard for gathering telemetry data. But, generating telemetry data is the easy part.

Tuning 310

Tuning Open Source Innovation Monitoring 310

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

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. Immediate entry. Automated notifications.

Strategy 264

Strategy Engineering Open Source Java 264

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. As a result, they need data, intelligence, and automation to manage dynamic, multicloud environments. Dynatrace news.

Strategy 264

Strategy Energy Cloud Innovation 264

Dynatrace

JANUARY 17, 2024

An AI observability strategy—which monitors IT system performance and costs—may help organizations achieve that balance. Running artificial intelligence models and querying data requires massive amounts of computational resources in the cloud, which results in higher cloud costs. AI performs frequent data transfers.

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

SEPTEMBER 5, 2024

A robust application security strategy is vital to ensuring the safety of your organization’s data and applications. Finally, a strong exposure management posture can help increase organizations’ confidence in their overall application security approach, keeping their data and systems safeguarded from potential attacks.

Strategy 290

Strategy IoT Infrastructure Best Practices 290

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

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

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

OCTOBER 1, 2024

One Dynatrace customer, TD Bank, placed Dynatrace at the center of its AIOps strategy to deliver seamless user experiences. Its adoption is growing rapidly, driven by the explosion of data complexity that accompanies modern cloud IT environments. Sign up for a free trial today and experience the difference Dynatrace AI can make.

Strategy 245

Strategy Artificial Intelligence Innovation Efficiency 245

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

NOVEMBER 27, 2024

These enhancements enable you to extract more value from your data, leading to wider adoption across enterprise departments. Better planning and forecasting: By analyzing historical data, organizations can forecast future spending and adjust their budgets, promoting a disciplined approach to IT financial planning.

Best Practices 246

Best Practices Strategy Cloud Efficiency 246

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

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

Dynatrace

MAY 9, 2022

For IT teams seeking agility, cost savings, and a faster on-ramp to innovation, a cloud migration strategy is critical. Define the strategy, assess the environment, and perform migration-readiness assessments and workshops. How do we get this data in a workbook for reporting? Dynatrace news. Mobilize and plan.

Strategy 246

Strategy Cloud Infrastructure Metrics 246

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. 1: Welcome syslog, with the help of Fluentd.

Strategy 245

Strategy AWS Open Source Transportation 245

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

DECEMBER 6, 2022

According to research from Boston Consulting Group , 70% of digital transformation initiatives fail — sometimes with serious consequences, such as fostering security vulnerabilities that cause damaging data breaches. Similarly, if a digital transformation strategy embraces digitization but processes remain manual, an organization will fail.

Strategy 246

Strategy Artificial Intelligence Innovation Ecommerce 246

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

MAY 8, 2023

Digital transformation strategies are fundamentally changing how organizations operate and deliver value to customers. A comprehensive digital transformation strategy can help organizations better understand the market, reach customers more effectively, and respond to changing demand more quickly. Enhanced business operations.

Strategy 244

Strategy Retail DevOps Traffic 244

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

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 200

Tuning Efficiency Latency Strategy 200

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

Dynatrace

MARCH 7, 2024

With the complexity of today’s technology landscape, a modern observability strategy is critical for organizations to stay competitive. With digital transformation, cloud migration, and the explosion of data, a unified observability and security approach is what will set businesses apart.

Strategy 246

Strategy AWS Programming Cloud 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

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

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

MAY 22, 2023

Time series analysis is a specialized branch of statistics that involves the study of ordered, often temporal data. Given the temporal dependency of the data, traditional validation techniques such as K-fold cross-validation cannot be applied, thereby necessitating unique methodologies for model training and validation.

Strategy 299

Strategy Engineering 299

Dynatrace

SEPTEMBER 2, 2022

The company did a postmortem on its monitoring strategy and realized it came up short. I’m going to log into the POS [point-of-sale system] and reproduce what happened on Thanksgiving, then log into the Dynatrace console and see the data come through.”. Consider recent Dynatrace data from “The 2022 CISO Research Report: Retail.”

Traffic 246

Traffic Strategy Retail Ecommerce 246

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

Dynatrace

MAY 1, 2023

IT operations analytics is the process of unifying, storing, and contextually analyzing operational data to understand the health of applications, infrastructure, and environments and streamline everyday operations. ITOA collects operational data to identify patterns and anomalies for faster incident management and near-real-time insights.

Analytics 246

Analytics Artificial Intelligence Big Data Open Source 246