Dynatrace

OCTOBER 15, 2021

Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces. Logs, metrics, and traces make up the bulk of all telemetry data. Watch webinar now! How does OpenTelemetry work?

Open Source 220

Open Source Metrics Cloud Transportation 220

Dynatrace

MARCH 29, 2024

In today’s rapidly evolving landscape, incorporating AI innovation into business strategies is vital, enabling organizations to optimize operations, enhance decision-making processes, and stay competitive. This year, Google’s event will take place from April 9 to 11 in Las Vegas. Learn more.

Google 262

Google Innovation Cloud Analytics 262

Dynatrace

MAY 24, 2024

We partnered with the Dynatrace team to consolidate our observability stack, allowing us to enrich metrics, logs, events, and traces with predictive analytics in a unified fashion across all channels,” said Jason McMunn, Director of System Engineering at Ally Financial. This resulted in significant savings and much faster ROI.

Technology 216

Technology Technology Analytics Innovation 216

Dynatrace

MARCH 29, 2024

In this article, we explore recent survey data from Enterprise Strategy Group (ESG), sponsored by Dynatrace, on how organizations approach IT automation, as well as the benefits and challenges they encounter as they adopt it. Source: Enterprise Strategy Group, a division of TechTarget, Inc.

Artificial Intelligence 183

Artificial Intelligence DevOps Strategy Open Source 183

The Netflix TechBlog

JUNE 1, 2023

New content or national events may drive brief spikes, but, by and large, traffic is usually smoothly increasing or decreasing. It also included metadata about ads, such as ad placement and impression-tracking events. We stored these responses in a Keystone stream with outputs for Kafka and Elasticsearch.

Traffic 342

Traffic Best Practices Systems Testing 342

The Netflix TechBlog

OCTOBER 7, 2021

Deployment Strategies We are all familiar with the advantages of releasing frequently and in smaller chunks. The challenge for clients is that each instance of the application runs on a Netflix member’s device and signals are derived from a firehose of events being sent by devices across the globe.

Metrics 197

Metrics Mobile Testing Strategy 197

Dynatrace

JULY 25, 2023

Dynatrace applies these techniques to the broadest set of modalities in the market, including the data types of metrics, traces, logs, behavior, topology, dependencies, events, and more, with unmatched precision for precise predictions, accurate determinations, and meaningful insights.

Best Practices 234

Best Practices Analytics Metrics Code 234

The Netflix TechBlog

MARCH 10, 2023

Data Sharding strategy in elasticsearch is updated to provide low search latency (as described in blog post) Design of new Cassandra reverse indices to support different sets of queries. After reading the asset ids using one of the ways, an event is created per asset id to be processed synchronously or asynchronously based on the use case.

Media 237

Media Traffic Processing Design 237

Dynatrace

SEPTEMBER 13, 2023

Because Google offers its own Google Cloud Architecture Framework and Microsoft its Azure Well-Architected Framework , organizations that use a combination of these platforms triple the challenge of integrating their performance frameworks into a cohesive strategy. which shows your operational efficiency in your software delivery pipeline.

AWS 247

AWS Efficiency Azure Cloud 247

The Netflix TechBlog

NOVEMBER 14, 2023

Many metrics in Netflix’s financial reports are powered and reconciled with efforts from our team! Using fixed lookback windows to always reprocess data, assuming that most late-arriving events will occur within that window. At Netflix, our backend microservices continuously generate real-time event data that gets streamed into Kafka.

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

MAY 23, 2024

After failures, Kafka Streams’ partition assignment strategy, triggered by rebalances, causes its executions to accumulate more lag. This significantly increases event latency. Recovery time of the throughput metric. The latency recovery is depicted below, where Flink again achieved the fastest recovery.

Engineering 181

Engineering Tuning Latency Open Source 181

Dynatrace

AUGUST 9, 2023

With up to 70% of security events going uninvestigated, security analysts need all the help they can get. After a security event, many organizations often don’t know for months (or even years) when why or how it happened. Teams must evolve to continuously create reliable, automated responses based on precise data-driven insights.

Analytics 219

Analytics Metrics Database Storage 219

Dynatrace

JANUARY 31, 2024

Bringing together metrics, logs, traces, problem analytics, and root-cause information in dashboards and notebooks, Dynatrace offers an end-to-end unified operational view of cloud applications. Finding a balance between complexity and impact must be a priority for organizations that adopt AI strategies.

Cache 205

Cache Azure Infrastructure Monitoring 205

Dynatrace

JULY 30, 2021

One of the aspects of progressive delivery is using new zero-downtime deployment strategies such as Canary, Blue-Green, or Feature Flags. Those strategies allow development teams to decouple the tasks of deployment (rolling out a new binary to production) from releasing (making it accessible by your end-users). Step 3: SLOs.

Cloud 232

Cloud Metrics Strategy Monitoring 232

Dynatrace

JANUARY 22, 2024

While traditional AI relies on finding correlations in data, causal AI aims to determine the precise underlying mechanisms that drive events and outcomes. Therefore, causal AI is a useful deterministic AI technique that provides concrete answers about the source of events, not probabilistic outputs.

Artificial Intelligence 208

Artificial Intelligence Healthcare Retail Government 208

The Netflix TechBlog

MAY 4, 2023

This blog series will examine the tools, techniques, and strategies we have utilized to achieve this goal. The second phase involves migrating the traffic over to the new systems in a manner that mitigates the risk of incidents while continually monitoring and confirming that we are meeting crucial metrics tracked at multiple levels.

Traffic 339

Traffic Latency Tuning Systems 339

Dynatrace

MAY 26, 2021

To improve their alerting system, the team decided to move to SLO/SLI-based alerting, which require deeper knowledge of the application but are more helpful than generalized metric alerts. Jonah Kowall, CTO of Logz.io, also gave a talk on the topic of “Managing applications SLAs using Traces and Metrics”. What’s next?

AWS 213

AWS Strategy Storage Metrics 213

Dynatrace

NOVEMBER 1, 2022

DevOps and ITOps teams rely on incident management metrics such as mean time to repair (MTTR). These metrics help to keep a network system up and running?, Other such metrics include uptime, downtime, number of incidents, time between incidents, and time to respond to and resolve an issue. So, what is MTTR?

DevOps 207

DevOps Artificial Intelligence Metrics Network 207

Dynatrace

AUGUST 16, 2021

Automatically collect and evaluate business, service, and architectural indicator metrics to promote or roll back deployments. Below is an example workflow from this repo for a basic deployment strategy: The GitHub workflow first sets the Azure cluster credentials using the set context Action. SLO validation – ?Automatically

Software 246

Software Software Open Source Azure 246

Dynatrace

FEBRUARY 10, 2023

Further, automation has become a core strategy as organizations migrate to and operate in the cloud. More than 70% of respondents to a recent McKinsey survey now consider IT automation to be a strategic component of their digital transformation strategies. Check out the guide from last year’s event. Learn more.

Efficiency 276

Efficiency Performance Analytics DevOps 276

Dynatrace

AUGUST 9, 2023

Not only that, teams struggle to correlate events and alerts from a wide range of security tools, need to put them into context, and infer their risk for the business. In this blog post, we’ll use Dynatrace Security Analytics to go threat hunting, bringing together logs, traces, metrics, and, crucially, threat alerts.

Analytics 196

Analytics AWS Strategy Infrastructure 196

Dynatrace

NOVEMBER 2, 2023

The good news: even for latecomers to the compliance party, compliance is perfectly doable within the timeframe given the right tools and strategies. Unified observability is the ability to know how systems and infrastructure are performing based on the data they generate, such as logs, metrics, and traces.

Cloud 222

Cloud Infrastructure Strategy Hardware 222

Rigor

JUNE 4, 2019

In the past, the answer would be based on the load time of a page, but over the years, we have evolved our approach to site speed to incorporate new metrics, alone or in combination with existing metrics. The next evolution of performance brought in paint metrics. This is where so-called interactivity metrics come in.

Metrics 71

Metrics Speed Benchmarking Website 71

Dynatrace

OCTOBER 4, 2023

Thus, while business resilience is about protecting against unforeseen risk, it also enables an organization to develop a forward-looking strategy that helps it thrive in uncertain times. To bounce forward, organizations need a strategy to build business resilience. This strategy involves people, process, and technology.

Artificial Intelligence 173

Artificial Intelligence Innovation Strategy Efficiency 173

Dynatrace

SEPTEMBER 5, 2023

When predictive AI is combined with a data lakehouse , like Dynatrace Grail, it can deliver value by automatically providing prescriptive insights using data from digital user experience layer to the infrastructure layer with full data context using supporting data, such as relationships, dependencies, and other context within entities and events.

Artificial Intelligence 263

Artificial Intelligence DevOps Analytics Engineering 263

Tasktop

OCTOBER 18, 2021

The event saw the return of Tasktop’s founder and CEO, Dr. Mik Kersten, who took the virtual stage to do what he does best: sharing his – and Tasktop’s – experiences working with Fortune 100 organizations to help them transition to a product-centric operating model. Banking on Flow Metrics with Bank of New Zealand.

DevOps 52

DevOps Metrics Virtualization Innovation 52

Dynatrace

JANUARY 13, 2022

As our team discussed attack detection and mitigation strategies for Log4Shell, we received the first real-time updates in our vulnerability feed from Dynatrace Application Security. The Dynatrace Log4j remediation strategy: Why Dynatrace Application Security is crucial. Incident detection and response.

Social Media 225

Social Media Strategy Media Java 225

Dynatrace

OCTOBER 24, 2023

Ever since the White House’s Executive Order on Improving the Nation’s Cybersecurity , federal agencies have made a concerted effort to implement zero trust in order to achieve the specific goals laid out in the Federal Zero Trust Strategy by the end of fiscal year 2024. While “data is the new oil,” not all data is created equal.

Government 220

Government Artificial Intelligence Best Practices Infrastructure 220

Dynatrace

APRIL 13, 2023

As organizations adopt more cloud-native technologies, observability data—telemetry from applications and infrastructure, including logs, metrics, and traces—and security data are converging. The massive volumes of log data associated with a breach have made cybersecurity forensics a complicated, costly problem to solve. Incomplete.

Analytics 186

Analytics Java Infrastructure Cloud 186

Dynatrace

MAY 26, 2021

To improve their alerting system, the team decided to move to SLO/SLI-based alerting, which require deeper knowledge of the application but are more helpful than generalized metric alerts. Jonah Kowall, CTO of Logz.io, also gave a talk on the topic of “Managing applications SLAs using Traces and Metrics”. What’s next?

AWS 147

AWS Strategy Storage Metrics 147

Dynatrace

OCTOBER 17, 2022

Davis is the causational AI from Dynatrace that processes billions of events and dependencies and constantly analyzes your IT infrastructure. Dynatrace metric events offer the flexibility needed to customize your anomaly detection configuration. Let’s configure anomaly detection on a metric.

Metrics 177

Metrics Strategy Infrastructure Monitoring 177

Dynatrace

SEPTEMBER 22, 2022

As your team begins its journey toward DevOps automation, consider tracking key DevOps metrics such as the following to help assess your organization’s progress and to encourage buy-in from reluctant stakeholders: Deployment frequency measures how often a team successfully releases to production. Cultural shift.

DevOps 188

DevOps Innovation Speed Monitoring 188

Dynatrace

DECEMBER 15, 2022

ITOps teams use more technical IT incident metrics, such as mean time to repair, mean time to acknowledge, mean time between failures, mean time to detect, and mean time to failure, to ensure long-term network stability. In general, you can measure the business value of ITOps by evaluating the following: Usability.

Artificial Intelligence 203

Artificial Intelligence DevOps Hardware Virtualization 203

Dynatrace

OCTOBER 28, 2022

BT has modernized with AIOps at the center of its digital transformation strategy. According to an IDC report, for example, 90% of global 2000 CIOs will use AIOps technologies and automated remediation to improve cost and performance metrics as well as resiliency and agility. BT has 30 million consumer customers, 1.2

Cloud 202

Cloud Strategy Technology Technology 202

Dynatrace

MAY 6, 2021

Davis reduces noise by merging hundreds of disparate events into a consistent incident with full business and operational context. For predictive AIOps, Dynatrace detects anomalies using high-dimensional data derived from metrics in context. “If Davis focuses on a reduced set of metrics that are important to your application use case.

Games 173

Games Metrics Monitoring Cloud 173

Dynatrace

JULY 1, 2020

These are all interesting metrics from marketing point of view, and also highly interesting to you as they allow you to engage with the teams that are driving the traffic against your IT-system. All you need to do is create five custom metrics – one per continent. Add the five metrics on a dashboard like the example below.

Traffic 264

Traffic Analytics Metrics Servers 264

Dynatrace

APRIL 8, 2024

In summary, the Dynatrace platform enables banks to do the following: Capture any data type: logs, metrics, traces, topology, behavior, code, metadata, network, security, web, and real-user monitoring data, and business events. Maximize performance for high-frequency and low-latency trading strategies. Break down data silos.

Analytics 201

Analytics Infrastructure Efficiency Technology 201