The Netflix TechBlog

NOVEMBER 14, 2023

By Abhinaya Shetty , Bharath Mummadisetty In the inaugural blog post of this series, we introduced you to the state of our pipelines before Psyberg and the challenges with incremental processing that led us to create the Psyberg framework within Netflix’s Membership and Finance data engineering team.

Processing 226

Processing Data Engineering Efficiency Analytics 226

Dynatrace

APRIL 20, 2023

Modern organizations ingest petabytes of data daily, but legacy approaches to log analysis and management cannot accommodate this volume of data. Traditional log analysis evaluates logs and enables organizations to mitigate myriad risks and meet compliance regulations. But they struggle to store unstructured data.

Analytics 189

Analytics Infrastructure Storage Efficiency 189

Dynatrace

SEPTEMBER 26, 2022

Progressive rollouts, rollbacks, storage orchestration, bin packing, self-healing, cost efficiency, and access to the Cloud Native Computing Foundation (CNCF) ecosystem carry heavy observability challenges. Triage and diagnosis become a long process of hunting for clues. Automated Kubernetes root cause analysis: a paradigm shift.

Storage 301

Storage Engineering Traffic Infrastructure 301

Dynatrace

OCTOBER 23, 2023

This leads to a more efficient and streamlined experience for users. Lastly, monitoring and maintaining system health within a virtual environment, which includes efficient troubleshooting and issue resolution, can pose a significant challenge for IT teams. Dynatrace is a platform that satisfies all these criteria.

Efficiency 216

Efficiency Virtualization Hardware Performance 216

Dynatrace

NOVEMBER 11, 2022

DevOps teams don’t need just more noise—they need smarter alerting that is automatic, accurate, and actionable with precise root cause analysis. Root cause analysis is often hampered by a lack of timely information, the involvement of multiple tools, or conflicting sources of truth. What you need to know for root cause analysis.

DevOps 183

DevOps C++ Serverless Processing 183

Dynatrace

OCTOBER 4, 2022

Several pain points have made it difficult for organizations to manage their data efficiently and create actual value. Still, it is critical to collect, store, and make easily accessible these massive amounts of log data for analysis. This approach is cumbersome and challenging to operate efficiently at scale.

Analytics 236

Analytics Artificial Intelligence Storage Serverless 236

DZone

NOVEMBER 16, 2023

As live streaming emerges as a way of doing business, the need for data analysis follows up. Live streaming is one typical use case for real-time data analysis because it stresses speed. What's Different About Data Analytics in Live Streaming?

Analytics 117

Analytics Speed Efficiency Processing 117

Dynatrace

JANUARY 31, 2024

Organizations choose data-driven approaches to maximize the value of their data, achieve better business outcomes, and realize cost savings by improving their products, services, and processes. Data is then dynamically routed into pipelines for further processing. Such transformations can reduce storage costs by 99%.

Analytics 195

Analytics Processing Transportation Storage 195

Dynatrace

SEPTEMBER 14, 2022

Does that mean that reactive and exploratory data analysis, often done manually and with the help of dashboards, are dead? And so, getting simple visualization use cases done efficiently becomes far from the norm. The key lies in finding the best combination of these two worlds to yield the best insights and results.

Metrics 230

Metrics Analytics Monitoring Efficiency 230

Dynatrace

APRIL 19, 2024

The app scans all incoming logs for various patterns and uses DQL (Dynatrace Query Language) to collect context like hosts, other processes, and traces for each potential problem. Figure 3: Funnel analysis implemented by selecting a custom user journey. Hyperscaler security events are ingested into Grail as BizEvents.

AWS 222

AWS Analytics Cloud Monitoring 222

Percona

NOVEMBER 9, 2023

Kubernetes can be complex, which is why we offer comprehensive training that equips you and your team with the expertise and skills to manage database configurations, implement industry best practices, and carry out efficient backup and recovery procedures. In essence, it establishes permissions within a Kubernetes cluster.

Efficiency 104

Efficiency Cloud Healthcare Open Source 104

Dynatrace

FEBRUARY 28, 2024

SRG is a potent tool that automates the analysis of release impacts, ensuring validation of service availability, performance, and capacity objectives throughout the application ecosystem by examining the effect of advanced test suites executed earlier in the testing phase.

DevOps 205

DevOps Metrics Engineering Analytics 205

Dynatrace

APRIL 18, 2024

Rather, they must be bolstered by additional technological investments to ensure reliability, security, and efficiency. This real-time awareness enables teams to rapidly detect and resolve issues: both indispensable capabilities for maintaining the agility and reliability that are central to DevOps and platform engineering processes.

DevOps 181

DevOps Engineering Artificial Intelligence Infrastructure 181

Dynatrace

FEBRUARY 1, 2024

The Infrastructure & Operations app provides a comprehensive overview for effective prioritization The new Infrastructure & Operations app provides situational awareness to help ops and SRE teams group and categorize problems efficiently based on their impact. Host technologies in use with status information and links to processes.

Infrastructure 183

Infrastructure Metrics Network Monitoring 183

Official Blog - World Web Technology

DECEMBER 4, 2023

How does it contribute to the software development process ? This article will explain why most companies and their software developers use SDLC to manage their development process. SDLC is an essential framework for the total software development process as it aids in managing software development projects effectively.

Processing 64

Processing Software Software Development 64

Dynatrace

NOVEMBER 28, 2023

Whenever a change is detected, Dynatrace automatically generates a Deployment change event for the corresponding process and the host on which the process runs. Davis AI efficiently identified the deployment change as the potential root cause for the malfunctioning of nginx.

Traffic 263

Traffic Best Practices Strategy Engineering 263

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 248

AWS Efficiency Azure Cloud 248

DZone

AUGUST 23, 2023

It enables trend analysis, anomaly detection, and predictive analytics, empowering businesses to optimize performance and make data-driven decisions. In this tutorial, we will guide you through the process of setting up a monitoring system for IoT device data.

IoT 241

IoT Energy Open Source Analytics 241

Dynatrace

APRIL 22, 2024

DevOps automation eliminates extraneous manual processes, enabling DevOps teams to develop, test, deliver, deploy, and execute other key processes at scale. According to the Dynatrace 2023 DevOps Automation Pulse report, an average of 56% of end-to-end DevOps processes are automated across organizations of all kinds.

DevOps 167

DevOps Artificial Intelligence Government Innovation 167

Dynatrace

JULY 5, 2022

AIOps combines big data and machine learning to automate key IT operations processes, including anomaly detection and identification, event correlation, and root-cause analysis. To achieve these AIOps benefits, comprehensive AIOps tools incorporate four key stages of data processing: Collection. Aggregation. Enhanced automation.

Artificial Intelligence 287

Artificial Intelligence Cloud Innovation Strategy 287

DZone

NOVEMBER 28, 2023

Improving an organization's overall data capabilities enables teams to operate more efficiently. In data analytics, the "hot path" and "cold path" refer to two distinct processing routes for handling data. This path is crucial for time-sensitive applications, enabling quick responses to emerging trends or events.

Analytics 161

Analytics Efficiency Technology Technology 161

DZone

JUNE 15, 2023

It is worth noting that this data collection process does not impact the performance of the application. Moreover, the process of collecting these profiles introduces overhead during application runtime and necessitates the storage and visualization of significantly large datasets.

Latency 246

Latency Storage Strategy Metrics 246

Dynatrace

JANUARY 4, 2024

It uses fault-tree analysis to identify the component events that cause outcomes at a higher level. Causal AI applies a deterministic approach to anomaly detection and root-cause analysis that yields precise, continuous, and actionable insights in real time. That’s where causal AI can help. How can organizations improve data quality?

Government 201

Government Analytics Benchmarking Storage 201

Dynatrace

OCTOBER 23, 2023

Communicating security insights efficiently across teams in your organization isn’t easy Security management is a complex and challenging task; effectively communicating security insights is even more so. The CISO wants to know if the organization is exposed and asks you to provide a risk analysis and plan of action for remediation ASAP.

Efficiency 213

Efficiency Best Practices Tuning Internet 213

Dynatrace

MARCH 28, 2024

While generative AI has received much of the attention since 2022 for enabling innovation and efficiency, various forms of AI—generative, causal **, and predictive AI —will work together to automate processes, introduce innovation, and other activities in service of digital transformation.

C++ 187

C++ Artificial Intelligence DevOps Innovation 187

Dynatrace

NOVEMBER 9, 2023

However, they can also be used to monitor optimization processes effectively. Efficient coordination among resource usage, requests, and allocation is critical. As every container has defined requests for CPU and memory, these indicators are well-suited for efficiency monitoring.

Efficiency 275

Efficiency Monitoring Best Practices Open Source 275

Dynatrace

OCTOBER 17, 2023

Customers experience delayed time to value from the data they’re ingesting as they must take additional steps to make the data useful for troubleshooting and analysis, such as re-indexing. Customers find themselves confined to models that limit their ability to leverage the volume of data they possess for practical analysis.

Retail 238

Retail Storage Best Practices Architecture 238

Dynatrace

OCTOBER 30, 2023

Gartner® predicts that by 2026, 40% of log telemetry will be processed through a telemetry pipeline product, up from less than 10% in 2022.* The resulting vast increase in data volume highlights the need for more efficient data handling solutions. Set up processing rules.

Best Practices 245

Best Practices Analytics Artificial Intelligence Infrastructure 245

Dynatrace

FEBRUARY 12, 2024

Grail handles data storage, data management, and processes data at massive speed, scale, and cost efficiency,” Singh said. A visual representation of what Davis uses for its own analysis. Davis enables users to go deeper into the details of the underlying processes running on a particular host. This is Davis CoPilot.

Analytics 183

Analytics Artificial Intelligence Engineering Storage 183

Scalegrid

JANUARY 8, 2024

This article delves into the specifics of how AI optimizes cloud efficiency, ensures scalability, and reinforces security, providing a glimpse at its transformative role without giving away extensive details. Using AI for Enhanced Cloud Operations The integration of AI in cloud computing is enhancing operational efficiency in several ways.

Artificial Intelligence 147

Artificial Intelligence Cloud Scalability Analytics 147

Dynatrace

OCTOBER 19, 2023

Assuming the responsibility and taking the initiative to instill effective cybersecurity practices now will yield benefits in terms of enhanced productivity and efficiency for your organization in the future. This approach helps organizations deliver more secure software and infrastructure with greater efficiency and speed.

Best Practices 210

Best Practices Benchmarking Speed Infrastructure 210

Dynatrace

SEPTEMBER 21, 2023

As global warming advances, growing IT carbon footprints are pushing energy-efficient computing to the top of many organizations’ priority lists. Energy efficiency is a key reason why organizations are migrating workloads from energy-intensive on-premises environments to more efficient cloud platforms.

Energy 235

Energy Cloud Airlines Strategy 235

Dynatrace

NOVEMBER 14, 2023

These small wins, such as implementing a blameless root cause analysis process, can take many forms and don’t necessarily involve numerical metrics. This is made possible through generative AI’s natural language processing capabilities. For organizations building business-centric SLOs, Aguiar had some recommendations. “If

Best Practices 193

Best Practices Engineering DevOps Software Engineering 193

DZone

OCTOBER 6, 2021

In order to ship new updates of your app with confidence, you should efficiently analyze app performance during development to identify issues before they reach the end-users. This post will discuss what the best approach is to using emulators versus real devices for mobile performance analysis.

Testing 268

Testing Performance Mobile Hardware 268

Dynatrace

FEBRUARY 15, 2023

Grail – the foundation of exploratory analytics Grail can already store and process log and business events. This is only possible because of our no-index approach and massive parallel processing capabilities, which enable Dynatrace to offer extra-long data retention (15+ months) at full granularity that is cost-efficient and fast.

Analytics 231

Analytics Social Media Metrics Efficiency 231

DZone

JUNE 7, 2023

ERP systems offer standardized processes, enabling developers to accelerate development cycles and align with industry best practices. ERP systems enhance collaboration, streamline workflows, automate tasks, and provide robust data management and analysis capabilities.

Systems 169

Systems Software Software Development 169

Dynatrace

FEBRUARY 28, 2024

It’s helping us build applications more efficiently and faster and get them in front of veterans.” Dynatrace artificial intelligence (AI) -powered root cause analysis brings real-time insights and actionable answers to fix issues, automating operations so the VAPO team can focus on innovation. “We

Monitoring 184

Monitoring Artificial Intelligence Performance Healthcare 184