Dynatrace

MAY 12, 2022

Remediation tracking now enables you to view the risk assessment for the process groups affected by a vulnerability. The title size of a tile has been moved from the dashboard definition to the dashboard metadata definition and included in the advanced settings UI for dashboards. Application Security. Dashboards. APM-368026).

Tuning 200

Tuning Metrics Cloud Mobile 200

The Netflix TechBlog

JULY 26, 2021

Operational Reporting is a reporting paradigm specialized in covering high-resolution, low-latency data sets, serving detailed day-to-day activities¹ and processes of a business domain. CDC and data source Change data capture or CDC , is a semantic for processing changes in a source for the purpose of replicating those changes to a sink.

Big Data 253

Big Data Government Analytics Processing 253

Dynatrace

OCTOBER 4, 2022

While data lakes and data warehousing architectures are commonly used modes for storing and analyzing data, a data lakehouse is an efficient third way to store and analyze data that unifies the two architectures while preserving the benefits of both. This data lands in its original, raw form without requiring schema definition.

Artificial Intelligence 217

Artificial Intelligence Analytics Storage Government 217

DZone

JULY 11, 2023

Artificial Intelligence: Definition and Practical Applications Artificial intelligence (AI) refers to the development of computer systems that can perform tasks that typically require human intelligence. AI encompasses various techniques, including machine learning, natural language processing , computer vision, and robotics.

Artificial Intelligence 109

Artificial Intelligence Healthcare Network Transportation 109

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 200

Best Practices Engineering DevOps Software Engineering 200

The Netflix TechBlog

OCTOBER 18, 2022

For example, a workflow to backfill hourly data for the past five years can lead to 43800 jobs (24 * 365 * 5), each of which processes data for an hour. We would like our users to focus on their business logic and let the orchestrator solve cross-cutting concerns like scheduling, processing, error handling, security etc.

Java 202

Java Scalability Traffic Architecture 202

Dynatrace

OCTOBER 4, 2022

As a result, we created Grail with three different building blocks, each serving a special duty: Ingest and process. Ingest and process with Grail. This starts with a highly efficient ingestion pipeline that supports adding hundreds of petabytes daily. A schema is a fixed definition to organize data in certain fields.

Artificial Intelligence 274

Artificial Intelligence Analytics Storage Architecture 274

Dynatrace

JULY 18, 2023

As software development grows more complex, managing components using an automated onboarding process becomes increasingly important. However, scaling up software development requires more tools along the software product lifecycle, which must be configured promptly and efficiently. The screenshot below displays such a configuration.

Best Practices 198

Best Practices Code Infrastructure Latency 198

The Netflix TechBlog

MAY 19, 2023

Netflix is always looking for security, ergonomic, or efficiency improvements, and this extends to authorization tools. A cleanup process to prune stale relationships from the database. can app bar in us-west-2 access this document.” What was problematic about this design? with which to experiment. with which to experiment.

Cache 249

Cache Google Open Source Systems 249

The Netflix TechBlog

JUNE 13, 2023

Migrating Critical Traffic At Scale with No Downtime — Part 2 Shyam Gala , Javier Fernandez-Ivern , Anup Rokkam Pratap , Devang Shah Picture yourself enthralled by the latest episode of your beloved Netflix series, delighting in an uninterrupted, high-definition streaming experience.

Traffic 279

Traffic Metrics Systems Strategy 279

Dynatrace

SEPTEMBER 28, 2021

While DevOps is often referred to as “agile operations,” the widely quoted definition from Jez Humble, co-author of The DevOps Handbook, calls it “a cross-disciplinary community of practice dedicated to the study of building, evolving, and operating rapidly-changing resilient systems at scale.” Change failure rate.

DevOps 208

DevOps Metrics Traffic Efficiency 208

Randon ASCII

OCTOBER 1, 2023

Memory is a relatively scarce resource on many consumer computers, so a feature to limit how much memory a process uses seems like a good idea, and Microsoft did indeed implement such a feature. KiPageFault is triggered whenever a process touches memory that is not currently in the working set of the process. That is remarkable.

Efficiency 98

Efficiency Processing Programming Systems 98

Dynatrace

NOVEMBER 1, 2022

All these definitions are distinct and important. Most IT incident management systems use some form of the following metrics to handle incidents efficiently and maintain uninterrupted service for optimal customer experience. It shows how efficiently your DevOps team is at quickly diagnosing a problem and implementing a fix.

DevOps 214

DevOps Artificial Intelligence Metrics Network 214

The Morning Paper

JULY 2, 2019

One SQL to rule them all: an efficient and syntactically idiomatic approach to management of streams and tables Begoli et al., In data processing it seems, all roads eventually lead back to SQL! The TVR, by definition, supports the entire suite of relational operators, even in scenarios involving time-varying relational data.

Efficiency 65

Efficiency Processing Benchmarking Open Source 65

Dynatrace

MAY 3, 2021

To mitigate security risks, comply with regulations, and align with good governance requires a coordinated effort among people, processes, and technology. While DevOps processes streamline the software development life cycle and improve time to value for developers and stability for operations, they often bypass security risks.

Code 164

Code DevOps Speed Government 164

Dynatrace

MARCH 16, 2021

Per HashiCorp, this codification allows infrastructure changes to be automated while keeping the definition human readable. When it comes to DevOps best practices, practitioners need ways to automate processes and make their day-to-day tasks more efficient. Terraform codifies cloud APIs into declarative configuration files.

Code 244

Code Monitoring Best Practices Infrastructure 244

Dynatrace

AUGUST 21, 2023

Like the tree in the forest, the microservice falling definitely made a sound. The collector processes the data and exports it to a predetermined monitoring, tracing, or logging back end, such as Dynatrace, for analysis. Or what its falling could mean for all the other services that interact with it.

Open Source 204

Open Source Analytics Lambda Metrics 204

The Netflix TechBlog

DECEMBER 21, 2020

There are several benefits of such optimizations like saving on storage, faster query time, cheaper downstream processing, and an increase in developer productivity by removing additional ETLs written only for query performance improvement. Then deep dive into the merging use case of AutoOptimize and share some results and benefits.

Storage 203

Storage Latency Efficiency Data Engineering 203

Dynatrace

FEBRUARY 16, 2023

There are many definitions of environmental sustainability, most of which converge on a common theme: collectively and individually, we have a responsibility to act to protect global ecosystems and support health and wellbeing, now and in the future. Sustainability seeks a balance between human activity and the natural world.

Energy 190

Energy Airlines Analytics Transportation 190

Dynatrace

DECEMBER 6, 2022

Observability aims to understand what’s happening across all an organization’s environments and technologies, helping teams detect and resolve issues to keep systems efficient and reliable, and end users happy. Step four builds upon step three by further integrating SLO health checks into the broader delivery process.

DevOps 226

DevOps Metrics Engineering Speed 226

Dynatrace

AUGUST 17, 2023

We also use Micrometer to analyze ingest queue processing speed, which helps us make decisions about adding resources. We optimized our Micrometer Registry to export data in memory-efficient chunks. Definitions of the Slack workflow are also in the Git repository. This also led to improvements in our ingest API.

Metrics 206

Metrics Analytics Speed Java 206

The Netflix TechBlog

JULY 30, 2019

Many of the Netflix Content and Studio Engineering services rely on Conductor for efficient processing of their business flows. Adoption As of writing this blog, Conductor orchestrates 600+ workflow definitions owned by 50+ teams across Netflix. The Netflix Media Database (NMDB) is one such example.

Lambda 189

Lambda Media Open Source Metrics 189

Dynatrace

JUNE 14, 2023

“The historical definition of observability is transforming,” Clayton said. The new portal is designed to make it easier for our partners to access the tools they need to work more efficiently to help joint customers achieve their business goals.

Programming 188

Programming Analytics Innovation Best Practices 188

Dynatrace

JUNE 6, 2023

According to Thair, some ideas about accountability in the software development process promote removing boundaries to enable collaboration, not ownership. “If As a result, developers can address operational concerns earlier in the software delivery process and streamline efforts.

DevOps 167

DevOps Engineering Innovation Best Practices 167

Percona

NOVEMBER 2, 2023

Upgrading to the newest release of MongoDB is the key to unlocking its full potential, but it’s not as simple as clicking a button; it requires meticulous planning, precise execution, and a deep understanding of the upgrade process. Powerful change streams and support for data definition language operations. In MongoDB 6.x:

Best Practices 89

Best Practices Hardware Tuning Scalability 89

Dynatrace

DECEMBER 9, 2020

Scale and automate SRE into your delivery processes with Dynatrace. Note : We will soon improve the drill-downs to Davis problems directly from existing SLO definitions so that SRE teams can benefit more from the Dynatrace Davis AI engine. Read more: Google’s definition of the term Site Reliability Engineering.

Metrics 155

Metrics Engineering Google Monitoring 155

Dynatrace

APRIL 10, 2020

It was also interesting because the plugin – while definitely solving a good use case – wasn’t really used by our teams any longer. This was an interesting find as nobody assumed such a plugin would allocate that many long living objects resulting in high garbage collection. Step #3 – Removing the offending plugin.

Java 257

Java Performance DevOps Engineering 257

Percona

JULY 25, 2023

So, given a table_id, how do you get the table schema/definition? After the “data dictionary” (DD) engine and DD cache are initialized on a server, the Storage Engines can ask for a table definition. A node completes the SST process faster and joins the PXC cluster quickly.

Cache 87

Cache Benchmarking Servers Design 87

Testsigma

MARCH 12, 2021

Robotic Process Automation and Test Automation are two confusing terms in testing processes. Similar to TDD and BDD processes, RPA and test automation seem like a single branch of the test segment which is common to be exchanged in communication during planning. What is Robotic Process Automation (RPA)? Source: [link].

Artificial Intelligence 97

Artificial Intelligence Testing Energy Analytics 97

The Netflix TechBlog

MARCH 25, 2019

Building and Scaling Data Lineage at Netflix to Improve Data Infrastructure Reliability, and Efficiency By: Di Lin , Girish Lingappa , Jitender Aswani Imagine yourself in the role of a data-inspired decision maker staring at a metric on a dashboard about to make a critical business decision but pausing to ask a question?—?“Can

Infrastructure 219

Infrastructure Big Data Transportation Architecture 219

The Netflix TechBlog

FEBRUARY 16, 2021

Operational Efficiency: The majority of the changes require metadata configuration files and library code changes, usually taking days of testing and service release to adopt the updates. These rule definitions are hosted in a separate git repository and Hendrix module within SKUService load and refresh it periodically. What’s Next?

Mobile 209

Mobile Engineering Infrastructure Scalability 209

O'Reilly

JULY 11, 2023

You still have to write prompts, and we’re all in the process of learning that if you want ChatGPT to do a good job, the prompts have to be very detailed. If 20% of your time is spent coding, and AI-based code generation makes you 50% more efficient, then you’re really only getting about 10% of your time back.

Programming 99

Programming Code Design Software 99

Dynatrace

OCTOBER 4, 2021

An application programming interface (API) is a set of definitions and protocols for building and integrating application software that enables your product to communicate with other products and services. APIs each have a web address, known as an API endpoint, and serve as the channel by which a consuming application and API communicate.

Monitoring 185

Monitoring Latency Metrics Availability 185

Dynatrace

DECEMBER 18, 2023

This covers the infrastructure, processes, and the application stack, including tracing, profiling, and logs. Kubernetes-based efficient power level exporter (Kepler) is a Prometheus exporter that uses ML models to estimate the energy consumption of Kubernetes pods. Labels we don’t need. Jolly good!

Metrics 185

Metrics Engineering Energy Tuning 185

Dynatrace

MAY 17, 2022

This solution offers both maximum efficiency and adherence for the toughest privacy or compliance demands. From here we jump directly into Dynatrace Distributed traces view, shown below, to understand code-level contributions to total processing time. Activate Cloud Native Full Stack injection today.

Availability 324

Availability Scalability Cloud Metrics 324

DZone

NOVEMBER 9, 2021

It’s much better to build your process around quality checks than retrofit these checks into the existent process. NIST did classic research to show that catching bugs at the beginning of the development process could be more than ten times cheaper than if a bug reaches production. A side note.

Software 245

Software Software Code Energy 245

Dynatrace

OCTOBER 28, 2020

This enables organizations to innovate faster, collaborate more efficiently, and deliver more value with dramatically less effort. AppMon is still the best-in-class second-generation APM solution, but it requires you to instrument each process manually and pick the corresponding agent technology.

Monitoring 150

Monitoring Systems Infrastructure Cloud 150