The Netflix TechBlog

MARCH 28, 2025

It facilitates the distribution of these learnings to other models, either through shared model weights for fine tuning or directly through embeddings. In NLP, the trend is moving away from numerous small, specialized models towards a single, large language model that can perform a variety of tasks either directly or with minimal fine-tuning.

Tuning 229

Tuning Efficiency Latency Strategy 229

Dynatrace

MARCH 5, 2025

Stay tuned for updates, and as always, thank you for being part of the Dynatrace community. Im excited to bring this capability to our platform and make database management easier for our customers. The post Dynatrace + Metis: Helping developers & SREs solve Database issues with AI appeared first on Dynatrace news.

Database 306

Database Development Tuning DevOps 306

n0derunner

OCTOBER 18, 2024

After reading a lot of blogs I came … The post Notes on tuning postgres for cpu and memory benchmarking appeared first on n0derunner. To do this I needed to drive postgres to do real transactions but have very little jitter/noise from the filesystem and storage.

Benchmarking 90

Benchmarking Tuning Storage Performance 90

DZone

AUGUST 30, 2024

Garbage Collection (GC) plays an important role in Java’s memory management. It helps to reclaim memory that is no longer in use. A garbage collector uses its own set of threads to reclaim memory. These threads are called GC threads. Sometimes JVM can end up either with too many or too few GC threads.

Tuning 266

Tuning Java Performance 266

DZone

JUNE 6, 2023

When building an IoT-based service, we need to implement a messaging mechanism that transmits data collected by the IoT devices to a hub or a server. That mechanism is known as a messaging protocol. A messaging protocol is a set of rules and formats that are agreed upon among entities that want to communicate with each other.

IoT 305

IoT Tuning Storage Network 305

DZone

FEBRUARY 27, 2024

Understanding the structures within a Relational Database Management System (RDBMS) is critical to optimizing performance and managing data effectively. Here's a breakdown of the concepts with examples. RDBMS Structures 1.

Database 264

Database Tuning Systems Performance 264

DZone

NOVEMBER 27, 2023

In this article, we will show you how to tune Trino by helping you identify performance bottlenecks and provide tuning tips that you can practice. Optimizing Trino to make it faster can help organizations achieve quicker insights and better user experiences, as well as cut costs and improve infrastructure efficiency and scalability.

Tuning 162

Tuning Speed Performance Open Source 162

Dynatrace

DECEMBER 3, 2024

Stay tuned for more exciting updates as we continue to expand our collaboration with AWS and help our customers unlock new possibilities in the cloud. Dynatrace, OneAgent, and the Dynatrace logo are trademarks of the Dynatrace, Inc. group of companies.

AWS 298

AWS Cloud Performance Innovation 298

Dynatrace

OCTOBER 23, 2024

stay tuned for more enhancements and features. If you’re not yet a DPS customer, you can use the Dynatrace playground instead. You can even walk through the same example above. The new Services app is already available to all DPS and non-DPS customers. This is just the beginning.

Tuning 299

Tuning Website Availability Performance 299

DZone

JUNE 13, 2024

Relational Databases are the bedrock of any FinTech application, especially for OLTP (Online transaction Processing). This foundational component in any application architecture usually poses challenges around scaling as the business expands rapidly.

FinTech 262

FinTech Tuning AWS Database 262

The Netflix TechBlog

FEBRUARY 14, 2025

Automating Performance Tuning with Autoscalers Tuning the performance of our Apache Flink jobs is currently a manual process. Stay tuned for the next part of this series, where well delve into how we use this SOT dataset to create a microservice that provides impression histories.

Tuning 170

Tuning Latency Efficiency Storage 170

DZone

FEBRUARY 4, 2025

Understanding Teradata Data Distribution and Performance Optimization Teradata performance optimization and database tuning are crucial for modern enterprise data warehouses.

Performance 173

Performance Tuning Analytics Strategy 173

DZone

JANUARY 24, 2025

The iterative experimentation supported by A/B testing can serve as a valuable mechanism to fine-tune algorithms and the overall user experience across services in multiple sectors under the right conditions. Not only do these methods enhance peoples productivity they develop trust and satisfaction from users as well.

Social Media 147

Social Media Ecommerce Media Tuning 147

Dynatrace

OCTOBER 10, 2024

Furthermore, there is no automatic model training or fine-tuning based on your usage, ensuring that your data is employed strictly for its intended purpose—to generate DQL and provide swift insights. This steadfast dedication to security and transparency enables you to use our tools confidently, trusting that your data is well-protected.

Availability 306

Availability Metrics Tuning Analytics 306

DZone

FEBRUARY 22, 2024

We create custom applications in Salesforce that are built on top of customer or transactional data from Salesforce data tables. Writing efficient queries is crucial to maintaining the performance of these applications and ensuring that we don't run into Salesforce limits.

Tuning 173

Tuning Efficiency Performance Development 173

Percona Community

JULY 9, 2025

In many real-world cases, throughput actually suffers compared to a well tuned primary replica setup.
If If the issue is database bottlenecks, reasons may be as basic as not enough work spent on data structuring, indexing, query tuning or scaling reads before jumping into multi primary deployments.
Way

Latency 123

Latency Tuning Database Traffic 123

DZone

NOVEMBER 4, 2024

For instance, a streaming service can employ vector search to recommend films tailored to individual viewing histories and ratings, while a retail brand can analyze customer sentiments to fine-tune marketing strategies.

Retail 130

Retail Performance Best Practices Tuning 130

Dynatrace

OCTOBER 29, 2024

So, stay tuned for more enhancements and features. You can even walk through the same example above. If you’re interested in learning more about the Dynatrace OTel Collector and its use cases, see the documentation. This is just the beginning. Make your voice heard after you’ve tried out this new experience.

Metrics 246

Metrics Tuning Monitoring Availability 246

Dynatrace

APRIL 15, 2025

In this talk, Nancy Chauhan and I explored using the CNCFs Kepler project to tune the OTel Collector to lower its carbon footprint. I used Dynatrace dashboards , powered by DQL , to help me analyze the data.

Open Source 260

Open Source Energy Benchmarking Tuning 260

Dynatrace

JUNE 17, 2025

Feed observability insights into iterative retraining or fine-tuning for improved agent reliability. Enforce enterprise-grade authentication and authorization within agent-to-agent traffic. Use well-defined protocols like A2A to avoid unauthorized data exposure. Continuous feedback.

Monitoring 204

Monitoring Best Practices Artificial Intelligence AWS 204

DZone

JUNE 17, 2020

To completely fine-tune the java performance bottlenecks for high performance my answer is YES. Java memory management is a significant challenge for every performance engineer and Java developer, and a skill that needs to be acquired to have Java applications properly tuned.

Java 305

Java Performance Testing Performance Testing 305

The Netflix TechBlog

MAY 7, 2025

Fine-tune speech intelligibility without compromising artisticintent. To empower creators, Netflix and its partners are embedding advanced intelligibility measurement tools directly into DAWs, giving sound teams the abilityto: Detect and resolve dialogue clarity issues early in themix.

Entertainment 226

Entertainment Media Innovation Technology 226

Scalegrid

NOVEMBER 15, 2024

Stay tuned for more updates! <p>The New User Access Management Tools Adding a User Access Approval List simplifies and secures access to your infrastructure and applications. We’re always working to improve ScaleGrid and help you get the most out of your database management. </p>

Azure 130

Azure AWS Tuning Google 130

Percona

MAY 27, 2025

Somethings slowing your database down, and everyone feels it. Dashboards drag. Reports run late. Engineers start rebooting services just to buy time. Nobodys saying the database is broken, but something isnt right. You know theres a problem. What you dont have is visibility.

Tuning 67

Tuning Database Engineering 67

The Netflix TechBlog

JULY 10, 2025

Stay tuned! By holding an entire dataset in memory, you can eliminate an entire class of problems. In the next episode, we’ll share how Tudum.com leverages Server Driven UI to rapidly build and deploy new experiences for Netflix fans.

Architecture 177

Architecture Cache Latency Database 177

Dynatrace

JUNE 2, 2025

Stay tuned for part three of this series to learn more about T&E. Stay tuned for part three of this blog series to learn about how we can do triage and investigation of this and other detection findings in Dynatrace. If you choose another query to be scheduled, feel free to adjust the values accordingly.

Cloud 144

Cloud Tuning Scalability Engineering 144

Scalegrid

FEBRUARY 6, 2025

Optimizing RabbitMQ requires clustering, queue management, and resource tuning to maintain stability and efficiency. Managed Infrastructure and Backups ScaleGrid manages the RabbitMQ infrastructure by performing automated backups and fine-tuning tasks for performance, thereby boosting operational effectiveness.

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

MAY 23, 2024

Optimized fault recovery We’re also interested in exploring the potential of tuning configurations to improve recovery speed and performance after failures and avoid the demand for additional computing resources. From the Kafka Streams community, one of the configurations mostly tuned in production is adding standby replicas.

Engineering 245

Engineering Tuning Latency Open Source 245

DZone

AUGUST 4, 2022

For the longest time, hosting static files on CDNs was the de facto standard for performance tuning website pages. The host offered browser caching advantages, better stability, and storage on fast edge servers across strategic geolocations. Not only did it have performance benefits, but it was also convenient for developers.

Cache 305

Cache Tuning Storage Website 305

The Netflix TechBlog

DECEMBER 17, 2024

Stay tuned for a closer look at the innovation behind thescenes! In the next part of this series, well dive into how we achieved this, sharing key technical insights anddetails.

Traffic 187

Traffic Scalability Strategy Monitoring 187

The Netflix TechBlog

DECEMBER 17, 2024

Training: We created easy-to-provide feedback using and with a fully integrated fine-tuning loop to allow end-users to teach new domains and questions around it effectively. LORE also provides a confidence score to our end users based on its grounding in the domainspace.

Analytics 229

Analytics Engineering Entertainment Metrics 229

The Netflix TechBlog

MAY 4, 2023

Migrating Critical Traffic At Scale with No Downtime — Part 1 Shyam Gala , Javier Fernandez-Ivern , Anup Rokkam Pratap , Devang Shah Hundreds of millions of customers tune into Netflix every day, expecting an uninterrupted and immersive streaming experience. This technique facilitates validation on multiple fronts.

Traffic 357

Traffic Latency Tuning Systems 357

Dynatrace

JUNE 23, 2025

Use real-time pipeline metrics to tune and optimize your configurations. Leverage the built-in processor bundles to get started with popular formats. Explore the ready-made OpenPipeline dashboard on the Dynatrace Playground. Ready to unlock the full value of your data? Check out Dynatrace Documentation to learn more about OpenPipeline.

Processing 157

Processing Analytics Metrics Traffic 157

The Netflix TechBlog

JULY 2, 2025

Stay tuned to the Netflix Tech Blog for the latest updates. Q (you may need to toggle off HDR from the settings menu) on Netflix to experience the new FGS streams firsthand. In the next post, we will share how we did this in our video encoding pipeline , detailing the process and insights we’ve gained.

Media 188

Media Storage Innovation Infrastructure 188

Dynatrace

FEBRUARY 6, 2025

Stay tuned for Part 2 of this series, where we’ll explore how to harness AI to elevate your dashboard to the next level. Add a section title You can now add additional subtitles or provide written guidance to new users on how to use and understand the dashboard. Add structure to your dashboard to make it easier to use.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

The Netflix TechBlog

MARCH 4, 2025

Thank you for joining us on this exploration, and stay tuned for more insights and innovations as we continue to entertain theworld. Title Launch Observability at Netflix Scale was originally published in Netflix TechBlog on Medium, where people are continuing the conversation by highlighting and responding to this story.

Traffic 190

Traffic Entertainment Strategy Innovation 190

Dynatrace

MARCH 4, 2020

Data masking rules enable you to fine-tune and customize masking to protect any sensitive data that may be captured by your applications. Stay tuned and watch this space for upcoming announcements! This allows you to capture your users’ experiences while remaining compliant with the data privacy regulations of your region.

Tuning 305

Tuning Analytics Website Strategy 305